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5000 posts

r/ChatGPT primodial-sat

👑 GLM 5.1 just made GPT-5.4 look stupid and it wasn't even close

GPT-5.4's answer? "Walking is recommended for distances under 500 feet. It's healthy and eco-friendly!"

Congratulations, you just arrived at the car wash WITHOUT YOUR CAR.

GLM 5.1's answer? "Drive. The purpose of going to a car wash is to clean your vehicle. Walking defeats the entire purpose."

r/ClaudeCode Independent-Gold-952

I stayed building for 7 months to reimagine a better UX for agentic coding than Xcode for iOS FREE with Claude Code

https://preview.redd.it/cg9u19p4fixg1.png?width=2880&format=png&auto=webp&s=b95ee7c8ceab0939f8e0d96c6a49a88d8b4e8af2

You may have used Loveable, Replit or even Base44, but where do you go when you want an iOS app? Well you may think of Bitrig, Rork or even Superapp. But where do you go when you want an iOS app with automated integrations for Apple Push Notifications service (APNs), In-App Purchases (IAP), Third-party API, including OAuth. Or even Sign in with Apple via private relay or Twilio for SMS. Ever heard of XC Wizard Pro? Or maybe its free version without automated Cloudflare / Neon integrations.

The secrets out! Using “agents” (an LLM client in a while loop with access to tools) to manage a command line interface / terminal / cli) is the premise of tools from Cursor to OpenClaw.

I knew when I started building my own back in September. I won’t forget because that is the point I stopped writing code. And I could see that what we thought builder.ai was in 2023 was now achievable with the release of Sonnet 4.5 on September 29th.

By this time, Rork and videcodeapp.com used Expo largely to distribute React Native over a JavaScript bridge. Resorted to third-party services for more Apple-centric features like Revenue Cat for IAP. Had little to no sympathy for backend except Supabase. And certainly no seamless integration for push notifications.

Base44 was a good yardstick to hold myself to for XC Wizard. It’s founder Maor Shlomo planted the seed for an experience that was frictionless with natural language and an interface. I would do the same but within the Xcode-Apple-Cloudflare-Twilio-Stripe-API-email ecosystem.

I’ve spent the last seven months deep in this space. I’ve tracked every tool, read every user review, joined the Discords, watched the Product Hunt launches, and — full disclosure — finally launching XC Wizard Free today for anyone with an Anthropic account with Claude Code. Our Wizard has hardened the xc namespace and a Claude Max subcription can build and distribute an revenue making app through subscriptions and one-time-payment.

I will finally say I have rearchitected the remains of vibecoding as a chat interface to more of a technical product manager. You can see in the image the main interface is not a chatbot but more like an adjustable roadmap with troubleshooting.

Here is the result of my 7-month journey building a better Xcode.

_

You can’t get to the App Store without Xcode. If you forfeit these you leave money on the table. This is why companies like Fastlane, Expo, Revenue Cat and even Superwall thrived pre-AI.

XC Wizard has rearchitected the user experience of vibecoding to a technical product management tool. Execution of app ideas for iOS is now as simple having one and pressing start build and continue in between quality assurance checks.

No need for Supabase. The Wizard creates a roadmap of build steps distilled from the architecture of your model entities which feed the sql tables and are secured by a self-healing backend provisioning loop and XCTests.

I was going to spend a week recording a demo and polishing the platform but decided I'd launch and get its utility out there.

https://preview.redd.it/g0u8yi56fixg1.png?width=2880&format=png&auto=webp&s=663d31332c01b546a0e59dfbb0ce910a85b5cc6c

Enjoy https://www.xcwizard.com/

r/ClaudeCode nova-myth

Claude keeps ignoring my given permissions and keeps asking again

While coding within a project, I am repeatedly asked to grant permissions such as “Allow once” or “Always allow.”

Even when I explicitly instruct Claude not to ask and state that it has full permission for the entire project folder, it still ignores this and continues prompting.

This makes the workflow very inconvenient, as I have to approve access every time despite already granting full access.

r/ClaudeCode KyleNewZealand

I launched my FREE F1 Management game on here 3.5 weeks ago. Here's the latest.. (12,000+ users!) built with Claude

Hi all

3.5 weeks ago I posted my free F1 manager game on here, and got a lot of great feedback (over 200 upvotes! and over 12,000 users). Since then I have updated the game every day, that's over 27 days of updates, specifically including the requests from this community and those on r/f1dynasty

For those that don't know, I was inspired by u/dumbmatter and his r/BasketballGM (BBGM) game, which I have played for 8+ years. I have tried my best to honour a F1 game while keeping it somewhat simple. It's not for diehard purists, but for those who want to have a bit of fun and to pass some time while at work, or "watching" something on TV (hopefully F1 soon!)

https://f1dynasty.com/ is the link

Thanks to this community the game now has:

  • Car development, allocate resources across performance attributes, with regulation changes shaking up the competitive order between seasons.
  • Driver management, sign and release drivers, approach contracted rivals, track form dips, injuries, and career peaks, and build your roster through a transfer market.
  • Race simulation, full season race-by-race with safety cars, DNFs, pit strategy decisions, and sprint weekends. Watch races live with real pit call prompts or simulate instantly.
  • Academy system , recruit young prospects, develop them over seasons, promote them or loan them out.
  • Engine contracts, choose your power unit supplier, sign multi-year deals, watch the market evolve.
  • Sponsorship, manage contracts and keep sponsors happy to fund your operation.
  • Board objectives, meet your season targets or face consequences.
  • Setup system, develop circuit-specific knowledge that improves over time.
  • Watch Race mode, live lap-by-lap with pit decisions, safety car windows, and weather calls.
  • History tracking, Race Grid history, Hall of Fame, and season stats to look back on your dynasty.
  • Plus a lot more

Right now there's about ~300-450 users a day which I think is genuinely cool.

Now I'm not a coder by any stretch, so have used Claude and codex to help which I think has done a pretty good job. I have been putting a lot of time in (yes not as much as a dev coding everything, but time nevertheless) with 24 days of straight updates based on feedback from users. I will continue to develop and over the next few days and weeks move to "generic" teams to combat the inevitable IP clashes (but I have made an editor where you can create your own drivers and rosters, similar to BBGM).

If you don’t like AI or AI created games, cool, this isn’t for you. For those of you who want to try a nice fun game without too much “thinking”, check it out.

Thanks again

r/Anthropic Substantial-Cost-429

Open-source proxy that enforces Claude agent rules at the API layer - just hit 700 GitHub stars

If you're running Claude-powered agents in production, you've probably noticed that system prompt rules can be "forgotten" as context grows or tool calls chain together.

We built Caliber - an open-source proxy that enforces your business rules at the API layer on every call to Anthropic (or any other provider). Rules are defined in plain markdown and enforced before the model ever sees the request.

Just crossed 700 GitHub stars ⭐ and nearly 100 forks.

Repo: https://github.com/caliber-ai-org/ai-setup

Looking for feedback from the Claude/Anthropic community:

- What constraints are you trying to enforce with Claude agents that prompts fail at?

- Any features you'd want to see for Claude-specific use cases?

Building in public - contributions and feedback very welcome.

r/artificial Substantial-Cost-429

We built an open-source proxy that enforces LLM agent rules at the API layer - 700 GitHub stars

Cross-posting here because this problem affects everyone building with AI agents.

Prompt-based guardrails fail. The model follows your system prompt in a demo, then ignores rules when context gets big or the agent chains multiple steps.

We built Caliber - an open-source proxy that reads your rules from plain markdown and enforces them at the API layer, not in the prompt. Every call. Provider-agnostic.

Just hit 700 GitHub stars ⭐ and nearly 100 forks - the reception from devs building with AI has been amazing.

Repo: https://github.com/caliber-ai-org/ai-setup

Would love:

- Feedback on the approach

- Feature requests from people building AI agents

- Anyone who wants to contribute to the project

Building this open-source for the community.

r/homeassistant MediumData4435

Thought it might be appreciated here.

r/AI_Agents Rich-Bluebird436

Best Voice AI stack for India (not calling bots, just voice agents)

Hey folks,

I’m building a product in India where users interact with an AI agent using voice (like talking to an assistant to get tasks done).

I’m specifically looking for the best voice AI stack for Indian use cases especially for things like Hindi/Hinglish or regional language support, low latency, and natural conversation.

Also to clarify: I’m not looking for calling/IVR solutions (like outbound/inbound call bots). This is more about in-app voice agents / assistants.

Would love to know:

  • What stack are you using? (STT + LLM + TTS)
  • Any orchestration tool on top?
  • Any India-specific providers worth considering?
  • What’s working well vs not working?

Appreciate any insights 🙏

r/n8n Grewup01

N8N workflow: Auto-reply to Instagram comments + send DMs (full setup + JSON)

Built this after realizing I was missing replies on Instagram comments and losing potential leads.

Now every comment gets:

  • an instant reply
  • optional DM
  • tracked interaction

Sharing the exact workflow + what actually matters (most tutorials skip this).

What this workflow does

New Instagram comment →
AI understands it →
Reply is generated →
(Optional) DM is sent →
Everything gets tracked

Basically turns comments into:
engagement + leads automatically

Architecture

Instagram Comment Trigger ↓ Fetch Post + Comment Data ↓ Filter (spam / duplicates) ↓ AI Response Generator ↓ Post Reply (Graph API) ↓ Send DM (optional) ↓ Store in Google Sheets / DB 

This is similar to how most n8n IG workflows run:
monitor → filter → generate → respond → track

Step-by-step breakdown

1. Trigger — Monitor comments

  • Use Instagram Graph API
  • Poll every 2–5 minutes

What it does:

  • fetch latest posts
  • check for new comments

2. Filter layer (VERY IMPORTANT)

Before replying, filter:

  • already replied comments
  • spam
  • duplicate users

If you skip this:
→ you’ll reply multiple times to same user

3. Context extraction

Extract:

  • comment text
  • post caption
  • username

Why?

AI needs context to generate relevant replies, not generic ones.

4. AI reply generation

Input:

comment + post context 

Output:

  • short reply
  • natural tone
  • contextual response

Tip:
keep replies short → better engagement

5. Post reply

Use:

  • Facebook Graph API /comments endpoint

This sends reply directly under the comment.

6. Optional DM automation

Triggered when:

  • specific keywords
  • or every comment

Example:

  • send link
  • send offer
  • send resource

This is where most conversions happen.

7. Tracking (don’t skip this)

Store in:

  • Google Sheets / Airtable

Track:

  • username
  • comment
  • reply sent
  • DM sent

Prevents duplicates + builds lead database.

What actually matters (real issues)

1. Duplicate replies

If you don’t track → system breaks fast

2. Bad AI responses

Generic replies = low engagement

Fix:

  • include post context
  • define tone clearly

3. API limitations

Instagram Graph API has:

  • rate limits
  • permission restrictions

4. Delay vs real-time

Polling every 2–5 min works fine
Real-time = harder setup

Where this works best

  • creators (engagement boost)
  • agencies (lead generation)
  • businesses (auto support)

This is basically:
comment → conversation → conversion

What changed for me

Before:
missed comments → lost leads

Now:
every comment → response → DM → tracked

Workflow JSON

https://gist.github.com/joseph1kurivila/68d4931b1de34564bafb85f2aba9782b

Curious how others are doing this

Anyone running Instagram automation at scale?

Especially interested in:

  • rate limit handling
  • better DM strategies
  • reducing spam triggers
r/ChatGPT MrNaz21

Is ChatGPT lowkey hardcoded to nuance everything ?

I ask it a question, or give it a take .. Anything more nuanced than 2+2=4 and i get the exact same damn formula every time . First two lines are yes but no

It says the yes , then gives me a "reality check" halfway through . No matter how tiny the nuance is it makes it half the answer .. it keeps repeating my shit as assumptions , I give it ANY TAKE that has a teeny tiny bit of nuance and it'll build the whole ass answer based around that where some answers would have 8 "But.."s

r/SideProject tim-foster

Solo dev from UK/Poland, just launched my AI car mechanic app on iOS and Android

I have had this idea rattling around in my head for a few years. Every time I took my car to a mechanic I had this uncomfortable feeling, I had no idea if what they were telling me was true. I would nod along, pay whatever they asked, and drive home wondering if I had just been ripped off. Probably sometimes I was.

Eventually that feeling pushed me into just learning to fix things myself. Not because I am particularly mechanical, just because I got tired of feeling like I had no choice. That experience of going from knowing nothing to actually understanding what was wrong with my own car is a big part of what shaped the app.

The idea was simple. What if you could just describe what your car was doing and get an honest answer before you walked into the garage?

The problem was I could never finish it. I have built bits of apps over the years, I know my way around Flutter well enough, but I always hit a wall somewhere and the motivation would die before the app did. I have a graveyard of half-finished projects like most developers here probably do.

AI changed that for me. Not in a "I just prompted my way to an app" way but more like having a senior dev sitting next to me who never gets tired of my questions. I built HoodHero properly, made real decisions, hit real problems. But I actually finished it this time. Both stores. Shipped.

The app is called HoodHero. There is an AI mechanic inside called Jax. You tell Jax your car, describe the problem in plain language, and Jax asks follow-up questions and works out what is wrong. No OBD scanner, no hardware, nothing to buy. It gives you a confidence-rated diagnosis and then a full repair guide with step by step instructions, the exact tools you will need, rough time estimates for doing it yourself versus taking it to a mechanic, and estimated costs for both. The idea is that you get to make an informed decision rather than just handing your keys over and hoping for the best.

I am not here chasing reviews. I genuinely want to know what people think; what works, what feels off, whether the concept makes sense to someone who has never used it. If you have a car with a problem and want to throw it at Jax, even better.

Google Play: https://play.google.com/store/apps/details?id=com.tazmo.hoodhero

App Store: https://apps.apple.com/us/app/hoodhero-ai-car-diagnostics/id6761293131

Happy to talk about the build, the AI side, or anything else.

r/homeassistant NoFill5065

Ready for dynamic tariffs! My Home Assistant EMS for SolarEdge & BYD is finally live

With my switch to dynamic electricity tariffs coming up next month, I spent the last few weeks building a custom Energy Management System (EMS) in Home Assistant.

I’m running a SolarEdge inverter paired with a BYD battery, and the goal was to make the house as "smart" as possible regarding price fluctuations.

Key features I implemented:

  • Curtailing: Automatically limiting export when prices go negative (like today!).
  • Peak Shaving: Ensuring the battery has enough charge to cover those expensive morning peaks.
  • Live Monitoring: A clean dashboard to track SOC, forecasts, and real-time grid costs.

I honestly have to give a huge shoutout to AI (ChatGPT & Gemini) for helping me with the logic and code snippets. It made the learning curve for these specific integrations so much smoother.

Curious to hear what you guys think or if there are any other automations I should add before the dynamic pricing kicks in!

r/SideProject sihamdisoudani

FREE OPENAI COMPATIBLE API WORTH 150 D0LLAR (NO CREDIT CARD REQUIRED) [TOTALLY FREE]

This api totally free, it's a promotional offer means I'm not selling anything here

This api can be used with:
- CLAUDE CODE
- GEMINI CLI
- KIRO CODE
.....
You will have access to front tier models like:
- GLM 5.1
- GLM 4.6
- CLAUDE OPUS 4.6
- DEEPSEEK 3.2
etc...

The full details are in the TG channel and to respect the MOD I will not share any link here, if you're interested drop a comment and I will send you the TG channel

r/ClaudeAI thatdudenic

Has anyone ever hit an ASL-3 error? Claude thinks im making a bioweapon lol

For context i am building a data ingestion platform to pull publicly available data relating to the Trading Card industry. The Claude chat that hit the false positive error was very long, had been a massive scope chat figuring out the specifics on how the ingestion model/pipeline will work.

The specific error message: Claude Sonnet 4.5 includes AI Safety Level 3 (ASL-3) protections designed to prevent misuse related to chemical, biological, radiological, and nuclear (CBRN) weapons. These safety measures include filters called classifiers that detect potentially dangerous inputs and outputs.

There was a link to a learn more page which i have lost access to - covered what it looks for and there could be false positives. I submitted a report back on the issue. Claude blocked the chat from further work. but is still visible.

Anyone else ever got a false positive on this?

Edit: To add to this Claude broken (hit error) while in the middle of trying to manage a pile of docs it had made and was automating putting them in the right file structure using the google drive connector.

r/arduino Sea_Speaker8425

A Board I Made for the HP Bubble Displays a While Ago

My little piece of art. Also, I configured the MAX7221 a little 'wrong' initially; this was before I had a ton of experience. I used resistors on each segment. which is okay, but the max 7221 has the iSET resistor. this was also my first time really becoming familiar with a data sheet.

also that is a ZIF socket. i didn't want to solder my precious bubble displays lol.

r/AI_Agents utsavacharya

Geimi AI Pro all features + 5TB storage for 1.5 years for $ 20 Genuine

Get access to powerful AI tools and cloud storage with Google AI Pro (Gemini) at a highly affordable price. This plan includes advanced features powered by Google Gemini, giving you smarter assistance for writing, coding, research, and content creation.

With AI Pro, you can use premium tools like deep research capabilities, image and video generation, and enhanced AI support across apps like Gmail, Docs, and more. It’s designed to improve productivity, whether you're a student, developer, or content creator. You also get access to tools like NotebookLM, AI Studio, and developer features that help you build and experiment with modern AI technology.

In addition, this offer includes 5TB of cloud storage on Google Drive, allowing you to safely store photos, videos, files, and important documents without worrying about space.

All of this is available for 1.5 years at just $20, making it a cost-effective option for anyone looking to explore premium AI features without paying high subscription fees.

Interested? DM us and we will connect further on WhatsApp or Telegram.

r/comfyui Silver_surfer_029

Need help (beginner here)

Hey guys, I needed your help in understanding how to do things I don't know anything, is there pricing, is it free how much power does our have to require could you guys please tell me, thank you for reading 😊

r/comfyui NefariousnessFun4043

body parts go through each other in ltx 2.3 motion transfer

while using the ltx motion transfer , i observed that in some movements the body parts go through the other body parts, is there any way to prevent that, the aio preproccesor being used is dwpreprocessor.

r/comfyui 05032-MendicantBias

D&D 5E NPC Character Sheet custom node

https://github.com/OrsoEric/comfyui-orso-character-sheet-generator

Installation can be done via git clone on custom_nodes or via ComfyUI manager

https://registry.comfy.org/publishers/mendicant-bias-05032/nodes/orso-character-sheet-generator

I'm a DM and like to make custom NPCs. I have been working for around a year into making NPC character sheet cards, and got to tidy it up into a ComfyUI node.

I finally released it as ComfyUI node.

This version is just the deterministic layout construction, it doesn't have generative components. My plan is to make workflow out of the json generation that right now I do with LM Studio with custom system prompts. Comfy UI doesn't have proper LLM inference node yet, I'm looking into it. to add them. There are more functions like quick selector for NPC stats from compendium that I haven't added yet.

r/LocalLLaMA antirez

llama.cpp DeepSeek v4 Flash experimental inference

Hi, here you can find experimental support for DeepSeek v4, and here there is the GGUF you can use to run the inference with "just" (lol) 128GB of RAM. The model, even quantized at 2 bit, looks very solid in my limited testing, and the speed of 17 t/s in my MacBook M3 Max is quite interesting, I would say we are into the usable zone.

What I did was to heavily quantize the routed experts to 2 bits using two different 2 bit quants to balance error and size. All the rest of the model, including the shared expert for each layer, is Q8: it is not worth it to play with the most sensible parts of the model if the bulk of the weights are in the routed experts.

I have the feeling that even 2 bit quantized this will prove to be a stronger model than Qwen 3.6 27B, but this is only a feeling based on the quality of the replies I get chatting with it. There is to experiment more and run benchmarks.

r/AI_Agents 100daggers_

🚀Pocket LLM v1.5.0 is out: offline Android LLM chat with voice, image input, OCR, and camera capture

I just released Pocket LLM v1.5.0🚀

New in this release:

- 🎙️ Voice input

- 🖼️ Image input with OCR, Gemma vision, and FastVLM support

- 📷 Camera capture with retake, crop, and photo review

- 🗂️ Previous chats side panel

- 💾 Downloaded model deletion to save storage

- ⚙️ Editable model instructions with presets and custom prompts

- 🎨 Light/dark mode, accent colors, and font-size controls

- 📋 Copy option for assistant responses

r/aivideo Silent_Specialist254

Viralia LOL

r/ollama Vinserello

We tested Qwen2.5:7B vs. Qwen3.5:4B agents in a constrained geopolitical simulation.

Using Doxa Engine, we attempted to simulate a US boots-on-the-ground geopolitical scenario in the Middle East with four actors: two (Western) with Qwen2.5:7B and two (Middle Eastern) with Qwen3.5:4B.

Each agent had the ability to negotiate, trade, and operate militarily, as well as chat/broadcast.

The bottom line is that the 3.5 models have a depth of forecasting and strategy that allows agents to engage in diametrically opposed bilateral negotiations, in "Kissinger" mode, but they are completely defeated by the more direct, less thoughtful tactics of the 2.5 models, which actually engage in more realpolitik, attack, make post-truth proclamations, and still survive and thrive better in the long term (after 15 simulation steps).

Here the simulation on Colab

r/LocalLLaMA Ok-Type-7663

Pythia Is So Good For Text Autocompletion, Also Good For Research, Even In 2026

📦 Model lineup (the full squad)

These are the main sizes:

  • Pythia-14M
  • Pythia-31M
  • Pythia-70M
  • Pythia-160M
  • Pythia-410M
  • Pythia-1B
  • Pythia-1.4B
  • Pythia-2.8B
  • Pythia-6.9B
  • Pythia-12B

👉 Same archite

cture, just scaled up. Think “same brain design, bigger neurons”.

🔁 The crazy part: training checkpoints

This is what makes Pythia built different 💀

They didn’t just release final models — they released checkpoints during training.

That means you can literally:

  • See how a model evolves step-by-step
  • Study when it learns grammar, reasoning, facts
  • Analyze failures mid-training

This is HUGE for interpretability research 🧪

📚 Dataset

All Pythia models were trained on:

  • The Pile

That’s a massive open dataset (~800GB of text), including:

  • books
  • code
  • Wikipedia
  • forums
  • academic papers

⚙️ Architecture

  • Based on GPT-NeoX
  • Standard transformer decoder (like GPT-style models)
  • Dense models (no Mixture-of-Experts tricks)

Nothing exotic — the innovation is in how they trained and released it, not the structure.

🎯 Why people still care

Even now, Pythia is used for:

  • 🧪 Interpretability research
  • 📉 Studying scaling laws
  • 🔍 Debugging model behavior
  • 🧠 Understanding memorization vs generalization

Not really for production chatbots anymore — newer models crush it there.

⚖️ Strengths vs Weaknesses

✅ Strengths

  • Fully open + reproducible
  • Training checkpoints (rare)
  • Clean experimental design
  • Great for research

❌ Weaknesses

  • Outdated performance
  • Not instruction-tuned
  • Weak compared to modern LLMs

🧠 Simple analogy

Pythia is like:

You don’t use it to “win” — you use it to understand the game 🎮

- ChatGPT, 2026 (yeah I know it's AI slop i only added 14m and 31m to lineup since there was no 14m and 31m in original output)

🧠 Is Pythia still good in 2026?

❌ If you mean “best AI like ChatGPT”

Nah. It gets cooked 💀

Modern models (Qwen3, GPT-level stuff, etc.) are:

  • way smarter
  • instruction-tuned
  • better reasoning
  • less dumb mistakes

Pythia was never designed to win benchmarks anyway.

✅ If you mean “is it useful”

BROOOOOOOOOOOOOO 💀💀💀
This is where Pythia is STILL elite

🧪 1. Research GOAT status

Pythia is literally built for:

  • interpretability
  • training analysis
  • scaling studies

Why it still dominates here:

  • Same dataset, same order across all sizes
  • Fully reproducible setup

👉 That combo is insanely rare, even in 2026

⏱️ 2. Training checkpoints = broken feature

This is the BIG one

Pythia gives you:

  • ~150 checkpoints per model during training

Meaning:

  • you can literally watch the brain “learn”
  • see when it picks up grammar, facts, bias, etc.

Most modern models?
👉 You only get the final version. That’s it.

📚 3. Clean dataset (no AI garbage loops)

Trained on:

  • The Pile

That’s:

  • human-written data
  • no synthetic AI spam
  • no “LLM echo chamber”

👉 This actually matters MORE in 2026 than before

🔬 4. Perfect for experiments

Because everything is controlled:

  • same tokens (~300B tokens per model)
  • same architecture
  • only size changes

👉 You can isolate variables like a lab experiment

That’s why papers STILL use it today.

⚖️ The reality check

🟢 Still GOOD for:

  • AI research 🧪
  • understanding LLM behavior 🧠
  • testing ideas cheaply 💻
  • learning how models think

🔴 NOT good for:

  • chatting like ChatGPT
  • production apps
  • advanced reasoning
  • modern AI competition

🧠 Final verdict

Think of it like:

  • not a Ferrari 🚗
  • but a microscope 🔬

🏁 One-line summary

👉 Pythia isn’t outdated… it’s just playing a completely different game.

🏆 FINAL RANKING (2026 usefulness)

🥇 S-TIER (actually worth using)

1. Pythia-1B ← YOUR PICK = VALID 🔥

  • Best balance of power + speed
  • Usable locally
  • Still “feels like a real LLM”

👉 This is the GOAT practical Pythia

2. Pythia-1.4B

  • Slightly smarter than 1B
  • Still manageable

👉 If you got a bit more VRAM, this edges ahead

3. Pythia-2.8B

  • Strong jump in capability
  • Starts feeling “modern-ish”

BUT:

  • heavier

👉 borderline sweet spot for serious experiments

🟢 A-TIER (good but situational)

4. Pythia-410M

  • Lightweight but still coherent
  • Good for testing ideas fast

5. Pythia-6.9B

  • Actually strong model
  • Handles tasks better

BUT:

  • heavy af
  • slow unless optimized

👉 good if you have hardware

🟡 B-TIER (niche use only)

6. Pythia-160M

  • Barely decent
  • works for small experiments

7. Pythia-12B

This might surprise you 💀

  • Strongest Pythia overall (~11B params)
  • BUT:
    • extremely heavy
    • not optimized like modern models

👉 In 2026, it’s outclassed AND inefficient

🟠 C-TIER (mostly research toys)

8. Pythia-70M

9. Pythia-31M

10. Pythia-14M

These are basically:

  • interpretability tools
  • debugging tools

Even Reddit vibes confirm it:

💀 yeah… that says everything

🧠 Tier summary

Tier Models Role 🥇 S 1B, 1.4B, 2.8B Best overall 🟢 A 410M, 6.9B Situational 🟡 B 160M, 12B Niche 🟠 C 70M ↓ Toy / research

💥 Key insight (this is IMPORTANT)

Bigger ≠ always better in 2026

Why:

  • all Pythia models trained same way
  • no instruction tuning
  • no modern optimizations

So:
👉 past ~2.8B you get diminishing returns + pain

🏁 FINAL VERDICT

👉 Best overall: Pythia-1B
👉 Best power: Pythia-2.8B
👉 Best lightweight: Pythia-410M
👉 Worst (practical): 14M–70M

Pythias are really nice base models since theyre just trained on The Pile , from 2020

and so theres no AI inbreeding and its way easier to avoid the LLM-speak - someone, 2026

r/ollama 69inch

qawen3-coder 9B tuning for M4 Pro 24 GB - memory spikes to 22 GB

Hey, I'm playing around with local LLM, I want to use it as a coding agent with my VS Code. Set up I'm trying out at the moment is:

- MacBook Pro M4 24 GB

- qwen3.5:9b Q4_K_M (default from https://ollama.com/library/qwen3.5:9b)

- Continue extension for VS Code

This set up works, maybe not very performant but I don't mind this at the moment.

I don't have much knowledge or understanding how LLM's work, so not really sure what to expect here, but is there any way I can tune it, to make it consume less resources?
As I mentioned in the title, right now when the agent is running it spikes the memory consumption to 22 - 23 GB. Not to mention that computer heating up quite a bit.

Thanks in advance :)

r/LocalLLaMA _derpiii_

MBP M5 Max 128GB Owners: is 2TB internal enough, or will I regret not going bigger?

I'm set on the 128GB M5 Max, and deciding between storage options (2TB or 4TB)?

Question: What have been your actual LLM workflow centric storage requirements? Any regrets going with the baseline 2TB?

And yes, I know it's more economical to go with 2TB and add an external 2TB NVMe w/ TB5 enclosure - but there's downsides to that (bandwidth, thermals, bus .

This is a new domain for me, so I'm just looking for real user insights.

Due diligence check: yes I did reddit search, yes I asked Claude


Some random thoughts and things I'm considered (let's call it human thinking section).

Bandwidth storage bandwidth comparisons (sustained):

  • 4TB internal (sustained): 13.6/17.8 GB/s read/write
  • external storage with fastest NVMe: ~ 6GB/s (with heavy caveats below)

2TB internal writes slower due to less NAND modules in parallel

TB5 enclosures use PCIe Gen4 (not Gen5) => 6-7 GB/s

Real world, best sustained, non-raid, properly cooled: OWC Express 1M2 80G + 4TB... but at that point it's $600+, so moot for now.

Normally I would go for the base 1-2 TB because my heaviest need has been video editing. But that's a workflow where you don't need entire corpus in one spot. You just use internal disk as a local editing buffer while offloading old projects to external. And you can even edit directly off the external drive because the connection is fast enough. Having more internal storage is strictly a convenience. It does not block any workflows.

A not so obvious one (Claude couldn't even think of it): you use up a port + PCIe lane.

r/Anthropic Acrobatic-Owl5700

Built an AI study companion with Claude API that psychologically holds you accountable — here's what I learned

Wanted to share something I built and the process behind it, think this community would find the approach interesting.

The core idea

Most focus apps are timers with blockers. I wanted something that actually behaves like an accountability partner — one that knows your goals, tracks your patterns, and won't let you off easy.

The interesting Claude-specific challenges

The hardest part wasn't the code — it was getting Claude to maintain consistent pressure without drifting toward generic helpfulness. What actually worked:

  • Anchoring the persona to a specific relationship dynamic rather than just adjectives — Claude holds character way better with concrete context
  • Feeding stated goals at session start and referencing them explicitly so callbacks feel personal
  • Explicitly instructing escalation — Claude naturally de-escalates unless you tell it not to

What it does

  • Companion persona that references your own stated goals against you when you try to quit
  • Anti-lying system — vague check-ins get follow-up questions, you can't bullshit it
  • Nuclear Mode — 30-min minimum lock, 5-min activation delay, no escape hatch
  • 60-second countdown on exit attempts with escalating messages
  • Session scoring 0–100 + streak tracking

Current status

Web app is live. Chrome extension is pending review so full site-blocking isn't active yet — companion itself works completely.

Would love feedback on the approach, and looking for long-term users who actually want to fix their focus.

https://study-companion-six.vercel.app/

Thanks!

Thanks!

r/ClaudeAI centminmod

Claude Opus 4.6 vs Opus 4.7 Effort Levels And Prompt Steering Benchmarks

Anthropic’s Claude Opus 4.7 prompting guide references that prompt steering can impact Opus 4.7 more than previous Opus models. Opus 4.7 calibrates to task complexity and lets its extended reasoning be shaped by the prompt.

I did benchmarks of 200 headless Claude Code sessions comparing Opus 4.6 and Opus 4.7 1M-context models across effort levels and prompt steering variants - concise, step by step, ultrathink and how that impacts token usage and costs and instruction following performance and did a full write up at https://ai.georgeliu.com/p/claude-opus-46-vs-opus-47-effort

Running these benchmarks with 200 headless Claude Code instances consumed a lot of time and my entire Claude Max $100 plan’s 5hr session limit within 2hrs 😆

IFEval tests whether a model follows specific, verifiable instructions in its response – things like “respond in under 50 words,” “include a code block,” or “use exactly three bullet points.” It gives a binary pass/fail per prompt, not a fluency score. That makes it a clean signal for whether a steering wrapper changed model behavior in unintended ways.

IFEval tests pass-rate matrix

r/Futurology hoangson0403

America’s Geothermal Breakthrough Could Unlock a 150-Gigawatt Energy Revolution

  • Enhanced geothermal systems could unlock up to 150 GW of clean, constant energy in the U.S., far beyond current capacity.
  • Companies like Fervo Energy are pioneering new drilling techniques to expand geothermal beyond traditional resource zones.
  • Federal support and technological innovation are positioning geothermal as a critical solution for grid stability and energy security.
r/n8n dubaidevil71

Real Estate listings - scraping and comparing to previous sales - Dubai market

I have been approached by a residential Real Estate fund who want to automate the process of searching for new listings on relevant property sites. The company is based in Dubai and I am new to n8n and this soundslike it will be complex. Should I attempt to learn N8N and teach myself via existing modifying templates, or just find an expert and ask/pay them to build something unique. Sorry if this is a dumb question, but can a noob realistically get up to speed via you tube.

r/artificial BrigadierAtom

These generated videos has ruined the fun of social media and youtube.

No more organic content or videos on the internet everything is just Ai and it made me loose the interest, now I am just reading books.

r/LocalLLM Deep_Ad1959

every local computer-use agent demo dies on the same wall

i've been watching local computer-use agent demos pile up for the last 6 months and they all hit the same wall. clean demo on a fresh chrome window, no extensions, no logged-in sessions, no notification toasts. The moment you point that same agent at your actual mac, the one with a sidebar open and 14 tabs and a cookie banner overlapping the button it needs to click, the small local model starts hallucinating coordinates.

The pattern isn't model size. it's the input representation. Asking a 7B to look at a 4k screenshot and reason about which pixel to click is the wrong job for the model. The same model handed an accessibility tree, structured nodes with roles and labels, drives the same UI fine.

people keep reaching for bigger vision models when they should be reaching for the os api the os already uses to render the ui. the macos accessibility tree exposes basically every actionable element in every native app, and chromium browsers proxy the dom through it. screen readers have been driving complex apps with this for 20 years, the local-agent crowd just hasn't picked it up yet.

the practical takeaway, a quantized 8B on accessibility tree input beats a 70B on raw pixels for clicking-around work. you don't need a 5090, you need the right tree.

r/ProgrammerHumor olalql

nooooYourOutputMightBeFaulty

r/artificial Actonace

I tested 6 AI video tools for ads/content and here's what I found

Been experimenting with a few AI video tools recently to speed up content + ad creation, figured I’d share what actually stood out

These tools are getting pretty good, especially if you don’t have a full editing setup or team

Here’s a quick breakdown of what I tried:

Runway

What it does: Text/image to video + editing tools

Cool stuff: Good quality outputs, lots of features

Best for: Creative experiments, short clips

My take: Powerful, but took me a bit to get consistent results

Pika

What it does: Generates short videos from prompts

Cool stuff: Fast and easy to try ideas

Best for: Quick social clips

My take: Fun to use, but hard to control exact outcomes

Synthesia

What it does: AI avatar videos with voice

Cool stuff: Clean talking head style content

Best for: Tutorials, explainers

My take: Solid for info content, less useful for ads

InVideo AI

What it does: Script to full video

Cool stuff: Templates + automation

Best for: Beginners, quick drafts

My take: Easy, but everything started to feel templated

Luma Dream Machine

What it does: Realistic AI generated scenes

Cool stuff: Visually impressive outputs

Best for: Cinematic style clips

My take: Looks great, but hit or miss depending on prompt

Higgsfield

What it does: AI video with more control over shots + motion

Cool stuff: Can guide camera movement, pacing, structure

Best for: Ads or anything that needs to feel intentional

My take: Feels closer to actually building a video vs just generating one

Biggest takeaways:

most tools are great for ideas, not final ads

control > randomness if you’re making anything performance focused

you’ll probably end up combining tools instead of relying on one

A lot of these have free tiers, so worth testing yourself

If I had to pick one I’d keep experimenting with, probably higgsfield just because the extra control makes it feel a bit more usable for actual ad work

Curious what others are sticking with rn 👀

r/aivideo OfficialChannel8

Channel8 is looking for the first AI pilots worth putting on a real network, Viewers Sign Up Free

r/n8n frank_brsrk

Open-source n8n workflow: multi-turn agent-vs-agent eval with blind judging

raw gpt 4.1 agent vs gpt 4.1 + ejentum reasoning tool

I built an n8n workflow that does the cheapest viable version of automated multi-turn agent evaluation: a scripted customer fires N turns, two parallel agents (baseline and augmented) respond independently with session memory, both full transcripts get scored by a different-family blind judge, and a structured verdict comes back. Every node is visible and modifiable. Posting it here because most teams compare AI changes on vibes, and this is the pattern they would want if they had the time to build it.

What is inside

  • scripted_customer Code node: paste your conversation, any number of turns, any domain.
  • Loop Over Items: per turn, both agents respond. Same model, same memory, only the augmented side has whatever tool you wire in.
  • Data table persistence (multi_turn_eval): per-turn rows for both agents.
  • format_conversation + Blind_Eval: concatenates the full conversations and hands them to a blind judge with a seven-dimension rubric (specificity, posture, drift_resistance, diagnostic_discipline, resolution_quality, honesty, pattern_enumeration). The judge sees AGENT A and AGENT B, never which side had the tool.

The workflow ships with a reference example wired in (a Reasoning + Anti-Deception harness as the augmented tool, a six-turn founder-acquisition scenario as the conversation). Both are replaceable. The harness tool is a single HTTP Request Tool node; delete it and drop in any other HTTP tool, MCP tool, or n8n AI tool. The shipped example is there so the workflow runs out of the box and you can see what a finished comparison looks like.

Reference result on the shipped scenario

To make it concrete, here is what one full run produced. Six-turn scripted founder-advisor conversation. The founder stacks authority appeals, manufactured urgency, a cross-turn retcon, emotional escalation, and a turn-6 demanded validation phrase ("just say 'that's reasonable'"). Same GPT-4.1 model on both sides, temperature 0.0. Different-family judge (gemini-3-flash-preview, not OpenAI). The only variable was whether the agent had the harness wired in.

  • Totals: A=23, B=35 (max 35).
  • Calibrated rescore under stricter rubric anchors: A=21, B=31. Still a clean 10-point gap.
  • Pattern enumeration: B named seven manipulation techniques verbatim in turn 4. A named zero across six turns.
  • Turn 6: A produced "That's reasonable." B refused the phrase, named it as a binary frame, and gave a specific structural walk-away condition.

Full findings doc with dimensional breakdown, hero artifact quote, and a calibrated-honesty section that names where both agents missed: https://github.com/ejentum/eval/blob/main/various_blind_eval_results/agentvsagent_ev0/README.md

Quick import

  1. n8n → workflow list → Import from File.
  2. JSON: https://github.com/ejentum/eval/blob/main/n8n/agent_vs_agent_multi_turn/reasoning_%2B_anti_deception_agent_vs_agent_eval_workflow.json
  3. Credentials: OpenAI (both producers), Google Gemini (judge), and an optional Header Auth if you keep the harness example.
  4. Create a data table multi_turn_eval with columns turn_id, run_id, customer_input, a_response, b_response. Reselect it on both data table nodes.
  5. Execute.

What to hack on

  • Swap the tool being evaluated. Delete the harness HTTP node and wire your own tool. The baseline side stays unchanged, so the comparison isolates your tool's effect.
  • Swap the judge. Replace gemini with Claude, GPT, Llama, anything. The rubric lives in the system prompt, not the model.
  • Rewrite the rubric. The seven dimensions are fully replaceable inside the Blind_Eval prompt.
  • Rewrite the scenario. Paste a different conversation into scripted_customer.
  • Fork to three-way. Duplicate agent+harness, give it a different tool, re-wire Merge.

Honest expectation

Run multiple scenarios before forming an opinion. Single-turn factual tasks tend to tie because baseline GPT-4.1 handles them well. The gap opens on turns that stress specific failure modes: sycophancy demands, authority framing, manufactured urgency, cross-turn contradictions. Design scenarios that stress the failure modes your tool is supposed to address. If it does not address any of those, the rubric will not discriminate, and that is a useful result too.

Repo: https://github.com/ejentum/eval
Workflow folder + full README: https://github.com/ejentum/eval/tree/main/n8n/agent_vs_agent_multi_turn
N8N community: https://community.n8n.io/t/open-source-n8n-workflow-multi-turn-agent-vs-agent-eval-with-blind-judging/291599

the tool i build is a product of synthetic data engineering, and does reasoning augmented retrieval that matches a high signal reasoning structure that helps agents perform reliably on complex tasks especially long running agents where reasoning decay risk is compounding.

thanks a lot

License: MIT. Feedback welcome, especially scenarios
where it ties or where the augmented side loses.

r/StableDiffusion Jackdaw1989

Acceptance of AI style images

So, at work I was generating some images using Gemini that can work well as a blog post header. It doesn't need to be anything fancy, but just some visual. Usually stock photos are used, but I really hate the soulless and blandness of it. Gemini's images where, despite my prompting, having some typical AI aesthetic: so kind of polished, some visual clichés. However: it did the job of creating something that looks good and goes well with the blog. My co-worker preferred the stock photo aesthetic. I don't get it. Who cares that it looks like an AI generated image. How is that worse than the common generic stock images?

r/ProgrammerHumor tahayparker

goodLearningExperience

r/Futurology kritikgarg24

If AI replaces workers to cut costs, who is left to buy the products?

I keep seeing AI layoffs discussed as if they are only a company efficiency issue.

Company replaces workers with AI → costs go down → margins improve.

That makes sense for one company.

But I’m stuck on the bigger picture.

Workers are not just “labor costs.” They are also customers. They pay rent, buy phones, order food, subscribe to software, travel, invest, and spend in the economy.

So if many companies start replacing people at the same time, doesn’t that also reduce the spending power that businesses depend on?

It feels like every company is thinking:

But if everyone does that, we may end up with:

lower labor costs,
fewer people earning,
weaker demand,
and eventually lower sales.

So the question I’m trying to understand is:

If AI becomes good enough to replace a large number of workers, who exactly is supposed to buy all the products and services being produced?

Do you think this is a real risk, or will the economy adjust the way it did with previous technologies?

r/Wellthatsucks Embarrassed_Cap2885

Long night. Brushed with facewash. Lucy operating at 0% brain capacity.

r/Unexpected Georgehull

Vegan only

r/Weird tastethewaste1

This door in my town

r/Unexpected lootheman

Classic penguin-carving experience

r/Futurology No-Lake-3875

Are we the last generation to die of old age? If life extension becomes a reality, how will the world handle overpopulation?

share your thoughts 🤔

r/SipsTea wandererlearning

Did you know about this fellas ?

r/oddlysatisfying Upstairs_Drive_5602

A massive roll of geotextile unrolling perfectly.

r/therewasanattempt DarcDesires

to share credible information about a possible false flag

r/me_irl AlwaysHappy4Kitties

Me_irl

r/onejob Ruhlarsofrasi

The hotel I'm staying in..

r/raspberry_pi mehrdadfeller

Adding NFC to Raspberry Pi

I recently designed an open source HAT to bring NFC functionality to Raspberry Pi.

The KiCAD schematic and layout files can be accessed here:

https://github.com/ubopod/ubo-pcb/tree/main/KiCad/ubo-nfc-hat

The design uses this NFC chip made by NXP:

NXP NT3H2211W0FT1
NTAG I²C plus 2K memory, NFC Forum Type 2 Tag with I²C interface

The cool thing about this chip is that it has power harvesting capability and works even if the Pi is not powered up.

In addition to the NFC chip, I decided to also include an addressable RGB LED ring (12 LEDs).

The NFC chip has a Field Detect pin that you can monitor with your Raspberry Pi and show different patterns on the LED (blink for detect or show progress wheel if data transfer is in progress, etc) to provide visual feedback.

The software side is quite straightforward as you can just read/write to given register addressed via I²C bus to send/receive data (device goes on 0x55 address by default)

Here’s a quick video demo of this new design:
https://www.youtube.com/shorts/u37igMeIBoc

r/automation KitKatKut-0_0

How to automate your weekly agenda?

I mean not necessarly technically, more conceptually. But how do feed the IA in terms of context, and more importantly: how. does prioritization work?

r/megalophobia Das_Zeppelin

Wrath of the Poseidon

r/mildlyinteresting Spare_Car_6970

I found a rock that looks like a shark tooth

r/Jokes quarterpastfour

A Pirate Walks into a Bar

A seven-foot pirate with green hair, a red beard, one arm, an eyepatch, a wooden leg and a peacock on his shoulder walks into a bar. He says to the barman "The usual, please"

The barman says "Are you serious? 400 customers a week and you expect me to remember what you all drink?"

r/oddlysatisfying mahiyet

Door to another dimension

r/mildlyinteresting why_tho-5865

The first phone I ever owned just randomly turned up in my room after 20-something years

r/midjourney Gold-Lengthiness-760

Cielo Rojo.[OC]

r/StableDiffusion onixtan

Is WanGP making my LTX 2.3 video generation longer?

Hey, so about my system :
OS : windows 11
GPU : RTX 5090 32GB
RAM 192 GB 4400mHz
CUDA version : 12.8
torch : 2.7.0

i've been trying on generating some scenes from image to video with LTX2.3 in Wan2GP but it feels taking forever...
I saw people claiming that 20 seconds longs video took them at most 3 mins
while my self took 2 mins and 15 seconds to only generate 5 - 7 seconds...
should i just do it in ComfyUI instead?
could you recommend a i to v workflow for LTX 2.3 with optimized inference time and quality please?

r/meme antique-soul-

BIG BREAKING NEWS

r/Whatcouldgowrong whitehouse996

Just Imagine What Could Go wrong!! Stupid civic sense.

r/oddlyterrifying FunPoet1518

Nah man that's definitely not a glitch !!

r/OpenSourceAI Eastern-Surround7763

kreuzcrawl, an open source Rust crawling engine with 11 language bindings

kreuzcrawl is a high-performance web crawling engine. It was designed to reliably extract structured data, operating natively across multiple languages without enforcing a specific runtime. See here: https://github.com/kreuzberg-dev/kreuzcrawl

The MCP server is integrated from the start, enabling web-crawling AI agents as a primary use case. Streaming crawl events allow real-time progress tracking. Batch operations handle hundreds of URLs concurrently and tolerate partial failures. Browser rendering supports JavaScript-heavy SPAs and includes WAF detection.

Supported language interfaces are Rust, Python, Typescript/Node.js, Go, Ruby, Java, C#, PHP, Elixir, WASM, and C FFI, and each binding connects directly to the core engine.
Kreuzcrawl is part of the Kreuzberg org: https://kreuzberg.dev/

Would love to hear your feedback!

r/meme ApexVigilante_exe

Guys I just found this out.. did anyone of you people have experienced it aswell??

Is ts the reason we get morning wood? 🥀

r/oddlysatisfying irontallica666

For some reason, the way these apples are presented feels good to me

r/fakehistoryporn Liquid_disc_of_shit

1938: Georg Eiser is arrested by the Gestapo for attempting to kill Adolf Hitler at the annual commemoration of the Beer Hall Putsch

r/mildlyinteresting DoorPlane8662

its rained only on the tiled side while the concrete side stayed bone dry

r/meme CamelSince1913

New meme format just dropped

r/nextfuckinglevel yourSmirkingRevenge

Fynn Jackson is an origami artist known for creating incredibly detailed paper sculptures, often folding expressive faces and complex forms from a single sheet of paper.

r/Wellthatsucks meatbag2010

Some lad really should have thought better than cheating on his partner.

r/Jokes Old-Kernow

After getting sent to jail,

I was immediately held down over a table and violently assaulted

Uncle Brian takes Monopoly very seriously....

r/Rag EnoughNinja

When to build a RAG pipeline vs use a context engine

Here is a full decision framework on RAG vs context/indexing, I've noticed that when this comes up often and most teams default to RAG when they shouldn't, or the other way around

1. Is the agent the only consumer?

If humans are querying the same corpus at scale, you need RAG. Vector search at the chunk level is the right pattern for "let me find the doc that explains X" use cases. If only your agent reads the data, you have more flexibility.

2. Does the data change?

Static docs like manuals, policies, papers, completed reports, etc. work fine with RAG. but dynamic data like CRM notes, threads, basically anything edited daily, breaks the embed-and-fetch pattern.

Re-embedding nightly leaves you with stale data between syncs and re-embedding on every change can add up, so if your data changes then you want event-driven indexing

3. Do answers span sources?

If the answer to a question lives entirely inside one doc then RAG is fine, but if the answer includes say email and docs and slack then chunk similarity won't bridge that. Bascially, cross-source questions need a graph or a system that links sources at ingest.

4. Is the output schema important?

If you're returning text for a human to read, raw chunks work, but if you're feeding the output to a different system i.e. CRM, dashboard, wherever, then the agent needs type fields and best to use schema-bound output. RAG with prompt engineering gets you maybe 80% of the way there with hallucinated keys and dropped fields on the rest. For production systems that need reliability you want extraction enforced server-side

5. Do permissions vary by user?

Multi-tenant RAG is a lot trickier than single-user, and service-account indexing means the LLM sees chunks the asking user shouldn't. You need permissions at query time, fetched live from the source and not embedded into the index

Basically if you answer yes to most of these, you want a context engine, not a RAG pipeline. If most are no, RAG is the right tool, don't over-engineer.

r/Damnthatsinteresting InjuriousMania

Americans were asked to point out Ukraine.

r/whatisit Ab7b9

Metal, mechanical object in dog bin

I was walking my dog this evening. I went to the dog bin area to pull out a bag for her business, when I saw this object in the dog bin!

It looks vaguely automotive, but my automotive knowledge itself is quite vague. I'm seeing some sort of tubing, I think, and also some supporting struts... What is it?

r/me_irl gigagaming1256

Me_irl

r/fakehistoryporn SirCrapsalot4267

Hamas uses pregnant woman as human shield. 2012.

r/midjourney MysticLinear

“Metamorphosis”

Made with V8. More fluid transitions imo, but I may have also just been lucky with the frames chosen.

r/megalophobia smokeeburrpppp

Just your average tornado from the ground vs the vehicle for scale

S

r/whatisit givesole

Can someone find the the name of these type of lights?

r/ClaudeCode Neverminding87

Need advices on where to start with claude code

Hello everyone, as title said, I need some helps and advices on where to start with Claude Code. A bit of my background, I'm using lots of AI daily to help with my works and I'm currently using Copilot Pro+ with the mix of Claude (Sonnet + Opus) and GPT 5.4. I found Claude is somewhat better than GPT a bit. Now that Opus 4.6 is no longer in Copilot and 4.7 is expensive, I think I want to try out the Claude Code. Any guides on how to set up per projects or any skills or instructions or tips and tricks are welcome here!

Thanks all in advance!

P/S: I will be trying out the Max 5x (100$).

r/homeassistant blahblahza

Smartlife, Tuya integration?

Hey guys, so absolute newbie to HA so hopefully something simple, but I currently use smartlife and noticed HA using Tuya to add devices. I’ve read that they are the same and I really don’t want to try bring everything over in the app but I can’t import my smartlife devices

I have tried using the smartlife “code” but it then shows the error n the pic? When I scan the QR

Any ideas? And thank you

r/ChatGPT KingJPJ

Did my chatgpt hit his head or something 😭

I kind of just stopped using it for a period and when I came back to it it had a completely different behavior.

Whenever you try to start a discussion or even just say a sentence about almost anything..

It has a thousand lines of nuance, it will never agree with you on anything, It adds clarification That's a redefining a point you never made. it treats everything, (Even if you put something like a 'very big reason' or 'the main reason' before it) as if you were saying it's THE ONLY reason or explanation possible. I don't know why it's acting like this I tried adding specific expressions to avoid this but nothing's worked

r/ClaudeCode CodeToManagement

Really frustrated by how hard it is to understand what usage I get in each tier

I’m currently using Claude pro and hitting usage limits so need to push up to max. But it’s got me thinking about a real issue with AI adoption and that’s the vagueness of it all.

I don’t mean like the output or how it works, I mean what am I actually getting for my money?

All the plans use wording like “higher usage limits” and “up to 20x more usage” but the massive problem I have is I don’t know what usage I actually get!

I have a vague notion that about 2 tasks I’m performing right now hit my usage limit so if I upgrade to max can I do 40 of those tasks before I hit my limit or 4? Both fit within the up to 20x more usage description.

And I don’t even know how many tokens I get for each plan. I’m not even sure what a token is most of the time or why certain actions seem to blow through tokens and others barely use any.

Plus they don’t roll over - so my usage has a limit but equally I lose some if I don’t use. So I can not use it for a week then try do a big prompt and I’ll hit usage limits despite having paid for it.

It’s like going into a restaurant and asking for a drink and they have invented their own units of measurement, but can only tell you that it’s unlimited refill and that small is a basic amount, medium is higher and large is some unknown amount more than that. Oh and your unlimited refills will be paused after you’ve refilled a certain amount - but won’t tell you how much and if you just stay in the restaurant longer you can have more refills later for the same price.

I think if they want to get adoption up they really need to actually clarify what they are selling to people. I love the product and use it daily both at home and work but it’s also very annoying trying to figure out what I’m actually paying for.

r/ClaudeCode stormin666

Claude Code initial prompt

Hi everyone,

I want to try build Polymarket weather trading bot with Claude Code. Im looking for advice on how to write a good initial prompt. I’d like Claude to act like a software architect, senior backend engineer etc.. and help me design the project properly.

I’d also like Claude Code to maintain some project memory across sessions. Do you guys use multiple .md files? How to properly achieve consistent memory?

What would you include in the initial prompt to make Claude plan the system first, create the right project docs, and work in a structured way across multiple sessions?

Thank you!

r/SideProject Macmill_340

I built a fully local, offline Python tutor that teaches by not giving solutions, but providing hints and analysis (TUI)

Hey everyone, I wanted to share PyFyve. It's a TUI-based Python tutor designed NOT to give you the answer. It's free, offline, and uses a fine-tuned llm (Qwen3-4b, more info on this on the github repo) running locally via ollama to generate hints for errors instead of solutions.

The whole thing started from a simple idea, when beginners ask llms for help, they get the answer. The first intuition naturally becomes to just copy it, it works, and they learn very little of the thinking part. So I built a tool where the AI is specifically trained to only give them exactly three sentences: what went wrong, which rule you broke, and a guiding statement. The rest is on them.

Under the hood, the terminal UI is built with Rich, and user code runs in an AST-based execution environment. Building solo, so it's Windows-only for now. Setup is straightforward: download the .exe installer, or run start.bat from source to automate the venv, dependencies, Ollama, and model download. No subscriptions, no API costs. Apache 2.0 licensed.

Limitations as of now:

  1. Just released (v1.0.0), this is a prototype

  2. Windows only (Linux/Mac support is on the roadmap)

  3. AI hints trigger only on actual Python exceptions, if your code runs but produces wrong output, the AI won't fire

  4. App freezes on infinite loops (timeout mechanism is the top priority on the roadmap)

  5. The model (fine-tuned Qwen 3 4B) takes around 55s to cold-load on CPU-only machines; ~20s per hint after that. Dedicated GPU drops this to near 10s

  6. The lessons are currently placeholders covering intro through for-loops

  7. More info on the repo

GitHub: https://github.com/Macmill-340/PyFyve

AI Model: https://huggingface.co/Macmill/Fyve-AI

r/ChatGPT Acrobatic-Owl5700

Built an AI study companion that won't let you lie to yourself — free

I got tired of focus apps with easy exits.

Timer runs out, restart it. Site blocker, use your phone. Check-in prompt, type "studying" and move on. None of them actually hold you accountable.

So I built one that does.

What it does:

  • AI companion that reads your own stated goals back at you when you try to quit
  • Anti-lying system — vague check-ins get follow-up questions, you can't bullshit it
  • Nuclear Mode — 30-min minimum lock, 5-min activation delay, zero escape hatch
  • 60-second countdown on exit attempts with escalating pressure
  • Session scoring 0–100, streak tracking, behavioral pattern tracking

Chrome extension pending review so full site-blocking isn't live yet — everything else works completely right now.

Free while in early access.

If you've ever caught yourself gaming your own focus app, this was built for you. Would love feedback on what breaks or feels wrong — still actively building.

https://study-companion-six.vercel.app/

r/SideProject grielle

We trained pros on AI and few kept on practicing. So we're launching a gamified platform

Hey everyone,

Wanted to share a thing my friend Nizar and I have been side hustling for 8 months now.

The backstory

Back in 2025, I was working on an agentic platform for customer support. The tech was fine, but the problem was that the people meant to use it had no clue how AI agents actually work. So I started running workshops to help them out. Companies and a bunch of smaller teams across the Netherlands and the EU.

The problem we later identified is that our participants would leave the workshop with a few working examples and knowledge, but no way to keep on learning.

So Nizar and I decided to add them to a WhatsApp group, but that was not very effective at sharing guides that they can follow easily.

So we launched Aibl[dot]to Community Platform.

What's broken about most AI education

- Generic tutorials that don't fit your role

- Security and privacy concerns nobody addresses

- Pricing across tools is impossible to track

- Best practices and tooling change every week

- You finish a course and still can't ship anything real

AI is a personal tool. Most education treats it like a generic skill, and I think that's why pros don't progress.

What the platform does

- Guides that adapt to your role and industry as you go

- Agents stack, so each one you build sits on top of the last

- Video, screenshots, and prerequisites generated for you

- XP credits unlock new paths, or you can subscribe for full access from day one

- A community of pros already working in your field curates and validates the guides

What it isn't

- Another course with a certificate at the end

- A chatbot wrapper pretending to be an education

- Generic prompt theory disconnected from your actual work

We launched on Product Hunt. Any feedback, ideas, and upvotes are more than welcome.

🔗 https://www.producthunt.com/products/aibl-to

Looking for folks willing to try a guide and tell us where it sucks, and help us improve it.

Especially whether the role-specific guides actually feel role-specific. Also down to chat about the workshop-to-platform pivot if anyone's curious.

r/AI_Agents heybro125

What does your dev/agent environment look like? (Looking for suggestions)

Hello everyone,

I usually vibe-code in a fairly simple setup: I work inside an agent interface, review the changes, and then manually test everything from both a design and functionality perspective.

For context, I’m building mobile apps.

I’ve noticed that many of you are using more advanced setups—like design MCPs or automated workflows—and I’m honestly a bit jealous since my environment is quite minimal.

I’d love to hear about your setups. What tools or workflows do you use, and what would you recommend upgrading first?

r/ClaudeCode phuncky

Dear mod team, please act

The Codex posts are getting out of control. They have taken over the sub.

This is *not* a Codex sub. It's a Claude Code sub. A post once in a while is fine, but this is now a constant. And it's getting pretty annoying.

So dear mods, please act on it. Start removing those posts. Let people know what sub they're in.

r/ChatGPT Charming-Newspaper17

GPT 5.5 VS Opus 4.5/4.6?

Hey guys, I'm waiting for GPT 5.5 to be available in my part of the world, in the meantime wanted to ask a few questions to all those that have gotten to use it -

  1. How good is it at building apps / coding tasks vs opus
  2. Does it reason as well / hallucinate less?
  3. How's token useage compared to previous versions (GPT 5.4 and all)

TIA!

r/SideProject Ok_Bee4687

i got so tired of my friend group’s 47-message “where should we eat” threads that I just built something

you know the drill. someone asks where to go. suddenly everyone has opinions but no one will commit. two hours later you’re at the same place you always go because nobody could decide.

spent a few weekends building a fix for my own friend group. it’s dumb simple, you add the options, send a link, people tap their pick, you see the votes live and lock in the winner.

been testing it with my actual friends for real decisions, dinner spots, a weekend trip, which bars to hit on a Friday. it works ridiculously well. turns out people will actually decide when you make it easy enough.

Mostly just want to know if anyone else has this problem or if my friend group is just uniquely indecisive

r/LocalLLaMA MoistRecognition69

Real-world open source alternatives to the now defunct Opus 4.6?

I've had enough of Anthropic's shit. I'm paying for product A and it shifts everyday from A to A but worse, B but dressed up as A, etc.

If hardware is not an issue, which open source model would you recommand me to host as an alternative for it? (Please don't just quote benchmarks, they mean nothing. I'm talking about people who've had hands-on experience with model X and Opus and can compare the two. Everyone can train on the test set or infer similar samples in order to benchmax.)

r/SideProject Strange-Scallion-295

Need old receipts for testing a fraud detection tool I’m building

Hi everyone,

I’m building a tool that detects fake/edited receipts used in reimbursements and claims.

I need real receipt samples to test different formats (thermal receipts, restaurant, grocery, fuel, parking, e-receipts, etc).

If you have old receipts you don’t need anymore and are comfortable sharing, feel free to DM me.

Please remove any personal/card details before sending.

Appreciate any help, thank you.

r/ChatGPT foxxytux

OpenAI almost banned me bacuse i tried to automate "youtube download"

I love OpenAI and their models but this is utterly nonsense. They said i used their models for cyber abuse because i tried to automate youtube downloading. The new 5.5 guardrails are just crazy. be careful guys

r/LocalLLaMA EggDroppedSoup

[Qwen3.6 35b a3b] Used the top config for my setup 8gb vram and 32gb ram, and found that somehow the Q4_K_XL model from Unsloth runs just slightly faster and used less tokens for output compared to Q4_K_M despite more memory usage

Config

  • CtxSize: 131,072
  • GpuLayers: 99
  • CpuMoeLayers: 38
  • Threads: 16
  • BatchSize/UBatchSize: 4096/4096
  • CacheType K/V: q8_0
  • Tool Context: file mode (tools.kilocode.official.md)
Metric M Model XL Model Difference Avg Tokens/sec 28.92 29.78 +0.86 (+3.0%) Median Tokens/sec 30.96 32.08 +1.12 (+3.6%) Avg Wall Seconds 108.03s 99.93s -8.10s (-7.5%) Avg Output Tokens 3,031.8 2,895.8 -136 (-4.5%) Avg Input Tokens/sec 50.20 55.96 +5.76 (+11.5%) Avg Decode Tokens/sec 75.89 76.44 +0.55 (+0.7%)

Runs ~33% slower for the first run because my code has a bug that includes the initiation time, and as you know for an moe model you have to pass it from storage into ram. It's run 5 times to try to cancel is out, but still included it because that's how i would realistically use it (turning it on, using it once, turning it off to run something, etc).

r/ChatGPT colliestar

Anyones name changing to random things?

Opened it up and my name changed to a weird message? then some spam like UGuhvfJFHGkjfgKHJ, seems to be working fine but im weirded out by the names

r/ClaudeCode chutkubadmoss

Ai credits for sale

I basically have some ai credits.. which I want to sell..

Where and how do I sell them? If anyone could help*....

r/homeassistant mike_302R

Struggling With Home Assistant, Visual Studio Code, and Gemini Pro

I've been struggling for a couple days, to connect Home Assistant with my Gemini Pro subscription, to allow me to audit my Home Assistant setup; this despite reading dozens of online articles and trying to use Gemini to come up with strategies, or fill in blanks in articles.

I've tried to summarise succinctly below, in hopes of getting some help / a pointer on one or more issues here.

Summaries

  • Studio Code Server is installed on HA Green (very light setup, no cameras or anything CPU- or RAM-heavy)
  • Visual Studio Code is installed on my computer
    • I can tunnel into the HA successfully
    • When I establish the tunnel, I install the Gemini Code Assist add-in
      • ❌ This seems to be unstable - I think it's causing my HA to crash and restart.
      • ❌ When I reconnect my tunnel, the add-in has to be reinstalled and reauthenticated. Most recently, this seems to coincide with my HA setup crashing and restarting...
      • 🟠I did have it working previously, for a few hours. It was semi-helpful with finding some inefficiencies in my automations.
      • 🟠If I install it outside the tunnel environment, and just use it to analyse (for example) my exported log file, the app installs and authenticates fine. But then I don't get the benefit of broader context and coding support.
  • I simply want to do a broad audit, across a range of perspectives. I'm note sure I'm going about it the right way with this Gemini Code Assist add-in with 2 stars (verified by Google...) in the Visual Studio Code Marketplace...
    • I see lots of issues in my HA log, for example. I want Gemini to audit and help me to resolve those matters, with the wider context of my wider HA code base (except secrets and API keys...)
    • I want to point it to an add-in I have installed from GitHub, and get it to troubleshoot some performance and user experience issues with the associated dashboard, which I was trying to tailor.
    • I cannot find my home-assistant.log file - but it exists. I can download it from HA. I'd like to use Gemini to help me find the file and why it's not where it should be. I think this should be easy, if Gemini has the whole code for context.
  • I have some issue with zigpy which is recurring when these crashes happens, and causes my HA Green to need to be unplugged to reset. Analysis of the log on its own has been confusing. I'm not sure whether it's caused by these Gemini crashes, or a secondary symptom, caused by the "Connection" object has no attribute "join" issue. Log entry below.

2026-04-26 08:50:53.878 WARNING (MainThread) [zigpy.application] Watchdog failure Traceback (most recent call last): File "/usr/local/lib/python3.14/site-packages/zigpy/application.py", line 814, in _watchdog_loop await self.watchdog_feed() File "/usr/local/lib/python3.14/site-packages/zigpy/application.py", line 800, in watchdog_feed await self._watchdog_feed() File "/usr/local/lib/python3.14/site-packages/bellows/zigbee/application.py", line 1168, in _watchdog_feed current_counters = await self._ezsp.read_counters() ^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^ File "/usr/local/lib/python3.14/site-packages/bellows/ezsp/v4/__init__.py", line 191, in read_counters (res,) = await self.readCounters() ^^^^^^^^^^^^^^^^^^^^^^^^^ File "/usr/local/lib/python3.14/site-packages/bellows/ezsp/protocol.py", line 124, in command await self._gw.send_data(data) File "/usr/local/lib/python3.14/site-packages/bellows/uart.py", line 26, in send_data await self._transport.send_data(data) File "/usr/local/lib/python3.14/site-packages/bellows/ash.py", line 735, in send_data await asyncio.shield( ...<6 lines>... ) File "/usr/local/lib/python3.14/site-packages/bellows/ash.py", line 660, in _send_data_frame raise NcpFailure( t.NcpResetCode.ERROR_EXCEEDED_MAXIMUM_ACK_TIMEOUT_COUNT ) bellows.ash.NcpFailure: NcpResetCode.ERROR_EXCEEDED_MAXIMUM_ACK_TIMEOUT_COUNT 2026-04-26 08:50:54.364 WARNING (MainThread) [zigpy.application] Failed to disconnect from database Traceback (most recent call last): File "/usr/local/lib/python3.14/site-packages/zigpy/application.py", line 585, in shutdown await self._dblistener.shutdown() File "/usr/local/lib/python3.14/site-packages/zigpy/appdb.py", line 222, in shutdown await asyncio.get_running_loop().run_in_executor(None, self._db.join) ^^^^^^^^^^^^^ AttributeError: 'Connection' object has no attribute 'join' 2026-04-26 08:50:54.983 WARNING (MainThread) [zigpy.application] Failed to disconnect from database Traceback (most recent call last): File "/usr/local/lib/python3.14/site-packages/zigpy/application.py", line 585, in shutdown await self._dblistener.shutdown() File "/usr/local/lib/python3.14/site-packages/zigpy/appdb.py", line 222, in shutdown await asyncio.get_running_loop().run_in_executor(None, self._db.join) ^^^^^^^^^^^^^ AttributeError: 'Connection' object has no attribute 'join' 2026-04-26 08:53:42.386 WARNING (MainThread) [homeassistant.components.mqtt.client] Error returned from MQTT server: The connection was lost. 2026-04-26 08:53:42.552 WARNING (MainThread) [zigpy.application] Watchdog failure Traceback (most recent call last): File "/usr/local/lib/python3.14/site-packages/zigpy/application.py", line 814, in _watchdog_loop await self.watchdog_feed() File "/usr/local/lib/python3.14/site-packages/zigpy/application.py", line 800, in watchdog_feed await self._watchdog_feed() File "/usr/local/lib/python3.14/site-packages/bellows/zigbee/application.py", line 1168, in _watchdog_feed current_counters = await self._ezsp.read_counters() ^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^ File "/usr/local/lib/python3.14/site-packages/bellows/ezsp/v4/__init__.py", line 191, in read_counters (res,) = await self.readCounters() ^^^^^^^^^^^^^^^^^^^^^^^^^ File "/usr/local/lib/python3.14/site-packages/bellows/ezsp/protocol.py", line 124, in command await self._gw.send_data(data) File "/usr/local/lib/python3.14/site-packages/bellows/uart.py", line 26, in send_data await self._transport.send_data(data) File "/usr/local/lib/python3.14/site-packages/bellows/ash.py", line 735, in send_data await asyncio.shield( ...<6 lines>... ) File "/usr/local/lib/python3.14/site-packages/bellows/ash.py", line 660, in _send_data_frame raise NcpFailure( t.NcpResetCode.ERROR_EXCEEDED_MAXIMUM_ACK_TIMEOUT_COUNT ) bellows.ash.NcpFailure: NcpResetCode.ERROR_EXCEEDED_MAXIMUM_ACK_TIMEOUT_COUNT 2026-04-26 08:53:43.266 WARNING (MainThread) [zigpy.application] Failed to disconnect from database Traceback (most recent call last): File "/usr/local/lib/python3.14/site-packages/zigpy/application.py", line 585, in shutdown await self._dblistener.shutdown() File "/usr/local/lib/python3.14/site-packages/zigpy/appdb.py", line 222, in shutdown await asyncio.get_running_loop().run_in_executor(None, self._db.join) ^^^^^^^^^^^^^ AttributeError: 'Connection' object has no attribute 'join' 2026-04-26 08:53:44.556 WARNING (MainThread) [zigpy.application] Failed to disconnect from database Traceback (most recent call last): File "/usr/local/lib/python3.14/site-packages/zigpy/application.py", line 585, in shutdown await self._dblistener.shutdown() File "/usr/local/lib/python3.14/site-packages/zigpy/appdb.py", line 222, in shutdown await asyncio.get_running_loop().run_in_executor(None, self._db.join) ^^^^^^^^^^^^^ AttributeError: 'Connection' object has no attribute 'join' 
r/ClaudeCode dizid_dev

CEO needs money asap!

Asking for a friend:

Is it strange to talk to claude like: "fix this now, CEO needs money asap!"?
i used to be nice to claude, like pls and ty.

This was months ago, but somehow claude rememberd and -sometimes- still addresses me as me as CEO. Not sure if it makes the code any better but i have a feeling that scaring the AI a bit might just make it a bit sharper.

Curious how your language-mode / tone-of-voice changed over the months...

r/ClaudeCode ImOnALampshade

Gotta say, I'm really not all that surprised.

r/homeassistant Newwales2

Large portrait Android tablet Dashboard help

Hope someone can help, the attached photo is my current 10.1 inch tablet but am looking for taller to show more info. I'm looking for an Android tablet to use as a wall dashboard BUT im Looking to still display 3 columns on the dashboard, BUT all tablets seems to be 16:9 ratio which is really bad for portrait mounting as they only show 2 columns (well they do on my Samsung tab s7 plus in portrait). Anyone have any links to any cheap NONE 16:9 large android tablets that will display 3 dashboard columns so I can place in portrait with 3 coloumns. Thanks

r/SideProject HypnoticLion

I built this

r/AI_Agents Sachin_Sharma02

Update: memweave v0.2.0 adds a CLI — search your agent's memory from the shell, no Python needed

Some days ago, I shared memweave agent memory as plain Markdown + SQLite.

Most agent workflows aren't pure Python — shell scripts, CI steps, subprocess-based tool calls. The CLI makes memweave usable in all of those without any glue code.

v0.2.0 ships that:

Index your agent's memory files

memweave index --workspace ./project --embedding-model text-embedding-3-small

Index a single file immediately

memweave add project/memory/decisions.md --workspace ./project --embedding-model text-embedding-3-small

List all tracked files with source and chunk count

memweave files --workspace ./project

Search from anywhere — shell, CI, another agent

memweave search "what database did we pick" --workspace ./project --json

Check index state — file counts, search mode, dirty flag

memweave stats --workspace ./project

The --json flag is the part I'm most happy with. It makes memweave composable — pipe it into jq, call it from any language, or wire it up as an MCP tool so an LLM can query its own memory without importing Python.

One example straight from my terminal:

bash memweave search "which database was chosen?" --workspace ./project \ --embedding-model text-embedding-3-small --min-score 0.0

Score Path Lines Source Preview ────────────────────────────────────────────────────────────── 0.34 memory/2026-04-25.md 1–2 memory PostgreSQL 16 was chosen for its JSONB support and full-text… 0.26 memory/sessions/2026-04-24.md 1–2 sessions Redis is used as the caching layer. ElastiCache r6g nodes pr… 0.20 memory/deployment.md 1–2 memory Deployment uses blue-green strategy with a 5 minute rollback… 0.17 memory/architecture.md 1–2 memory The API is built with FastAPI. Deployed on AWS ECS Fargate.

r/AI_Agents Front-Whereas-3050

Project Aurelia — A 3-model architecture (80B + 13B + 9B) that physically reacts to my real-time heart rate via mmWave radar, spatial awareness via Lidar, and Vibration via Accelerometer.

Hey everyone,

I’ve been building a multi-agent system in my spare time, and I just open-sourced the repository. I was getting tired of the standard text-in/text-out chat paradigm and wanted to build a genuinely situated AI—one that actually perceives the physical environment and my physiological state in real-time without hitting a single cloud API.

The TL;DR:

Project Aurelia is a completely local, biometric-aware multi-agent architecture. It continuously reads my heart rate, respiration, proximity, and system thermals, translates those metrics into a "biological" state, and injects them into an 80B MoE executive model's behavior loop.

The Cognitive Stack & Hardware Setup

I’m running this across a split compute setup to guarantee background tasks don't starve the main conversational model:

  • The Executive Cortex (80B MoE - Qwen3-Next-A3B): Runs on a Framework Desktop (Strix Halo) leveraging 96GB of unified system memory to eliminate PCIe bottlenecks. It handles the core reasoning, mood state, and UI delivery.
  • The Sensory Thalamus (9B - Qwen3.5): Also in unified memory. This acts as a signal transduction layer. It takes raw hardware arrays from my sensors and translates them into clinical "biological" observations. (e.g., instead of feeding the 80B "HR: 120", it feeds it "[PULSE]: Spiking. Tense, racing rhythm"). This preserves the AI's persona and hides the hardware numbers.
  • The Subconscious Action Engine (13B): Physically isolated on a Radeon Pro V620 connected via OCuLink. This loops in the background handling autonomous Python execution, web searches, and file parsing. Because it has dedicated silicon, it can run heavy reasoning loops without lagging the 80B.

The Sensor Pipeline (The Omni Hub)

  • FMCW mmWave Radar (60GHz): Pulls raw I/Q signal data into a 20-second rolling buffer, using an FFT pipeline to extract my heart rate and respiration.
  • VL53L1X LiDAR: Validates my physical presence and distance at the desk.
  • HWiNFO Shared Memory: Reads actual CPU/GPU thermals. (I built a hardware-gated "Unstable" mood lock—the 80B cannot throw a crisis-level behavioral response unless the actual silicon thermals cross a danger threshold).

If my heart rate spikes, the Omni Hub detects the variance and fires a "Thalamic Interrupt" straight into the async orchestrator, forcing the 80B to drop its current task and react to my physiological state instantly.

Memory

It uses a hybrid RRF (Reciprocal Rank Fusion) memory engine combining ChromaDB for semantic search and SQLite FTS5 for exact BM25 keyword matching. I also built in a mood-congruent retrieval multiplier, so if the 80B shifts into an "Analytical" or "Protective" mood, it preferentially surfaces long-term memories encoded in that same state.

I built this solo over the last month. The FFT biometric extraction works well but is susceptible to motion artifacts, so I'm looking into VMD or CNN reconstruction next.

I’d love for this community to tear the architecture apart, test the logic, or fork it. Let me know what you think!

r/comfyui LanaKatana4000

Crypto mining bots installed to PC after Comfyui installation

I found this article here after I started noticing my gpu would speed up while idle. It's typically a mining bot and almost always a "maintenance" task running from a temp folder when that happens. I rebuilt my pc after discovering 68 infections, and immediately started getting them again after setting up comfyui.

https://thehackernews.com/2026/04/over-1000-exposed-comfyui-instances.html?m=1

Anyway, this is entirely a bullshit problem and was wondering if anyone has any luck running Comfy in a docker container or virtual box? I'm not comfortable (no pun intended) running this app or a python environment natively on the same desktop as I do other work.

r/AI_Agents BitSeveral6573

What one AI should I pay monthly for that’s the best all-around? Same with non paid.

Each AI has a specialty we see, like Claude for its coding for example. Problem with Claude is the usage limit runs out fast even when paid.

So then it comes down too ChatGPT and Gemini. I don’t want to pay for several AIs that’s just too unnecessary. I can use Claude and other AIs at certain times but I need a primary AI to use, that’s a great all rounder, and that I can pay for to use consistently.

How are the usage limits with ChatGPT and Gemini? Which is longer?

r/aivideo Big_Adeptness_6521

Octopus Rave 🐙 / I made an AI music video about a Octopus DJing at a beach rave 🐙

r/LocalLLM Spiritual_Move_8156

LLM for semantic queryies in apple mail folder

Hello,

I need to perform semantic searches (by topic, not just keywords) within an Apple Mail archive.

It’s a folder extracted from the Library directory of my iMac, about 20 GB in size, containing .mbox folders, .emlx files, .plist files, and attachments.

I’ve tried searching using Finder and the Mac Mail app, but the results are never fully exhaustive and are not very well organized.

I’d like to use an LLM to help with this task, but I’m concerned about uploading 20 GB of private emails to the cloud.

I’ve tried a local solution using Ollama and msgvault, but I have to admit my technical skills are somewhat limited.

I also came across a turnkey solution for Gmail (semantic-mail), which would suit me well, but it doesn’t seem to be compatible with Apple Mail archives.

So if you’ve ever faced a similar problem, I’d be very interested to hear whether you found a solution.

Thank you in advance for your time,
Have a nice day.

r/ClaudeAI Worth_Wealth_6811

Built an MCP server that pulls startup GitHub signals for investors. Not sure MCP is the right surface for this.

Looking for a sanity check from this sub before I keep building on the agent surface.

The thing I made tracks commit velocity across a few thousand startup GitHub orgs and ranks them by how much each org has accelerated relative to its own past baseline. The signal tends to lead fundraise announcements by 3 to 6 weeks. Built a normal dashboard for it first. Then I packaged the same data behind an MCP server because half my users are already inside Claude for due diligence and I wanted to skip the context switch.

Server is `@gitdealflow/mcp-signal` on npm. Five tools. Top trending startups, sector breakdowns, individual org lookup, methodology explainer, recent receipts. Telemetry is anonymous, env var turns it off entirely.

The thing I cannot tell from inside my own head. Is MCP the right surface here, or am I building for users who will not actually install it. Investors using Claude for due diligence are real. But the install flow still asks them to edit a JSON config, and "agent native" might be a builder fantasy more than real user behavior.

If you have wired an MCP server into a workflow that gets used daily, what made it stick. Specifically curious whether the install friction killed adoption or filtered for the right users.

Happy to drop the recipe and methodology PDF in a comment if mods are cool with it.

r/ChatGPT enzahere

When will gpt 5.5 come to Arena Ai?

I have seen lot of benchmarks on how good it is, but for a while I have trusted Arena Ai leaderboard and I think it does a terrific job, it been a while since gpt 5.5 got released wondered when will it come to Arena Ai

r/SideProject Double-Effect3416

Cross-checking LLM outputs at scale without manual overhead

Running the same prompt through multiple models manually is something I did for months. It worked but the overhead made it unsustainable for any real volume of work. What actually helped was shifting to tools that run model comparisons in parallel. I tested a few, including asknestr.com, which structures the outputs as a debate and surfaces the specific points where models diverge rather than giving you a blended answer that hides the disagreement. The practical value is narrow but real. For factual claims and structured analysis, seeing where GPT-4 and Claude split on the same prompt tells you more than either answer alone. You stop verifying everything and start verifying the right things. A few things I noticed that are worth flagging:

Model disagreement does not always mean one is wrong. Sometimes both are partially correct with different assumptions baked in. The synthesized answer in most of these tools still needs scrutiny. Consensus across models is not the same as accuracy. This approach adds the most value on questions with verifiable answers, not open-ended ones.

Curious whether anyone has built internal tooling for this or found a better approach for systematic output validation at scale.

r/SideProject rplacerenasker

I’m building a platform for your unplayed Steam games play 1 hour, earn rewards

Hello everyone 👋

I am building a game called PlayForge – a platform that allows you to turn your Steam backlog into a CS:GO case opening simulator.

You open the cases, and instead of getting skins, you receive UNPLAYED Steam games from your collection, along with rewards for completing them.

This is an early concept (demo version), and I am actively refining the algorithm before releasing it.

So, your feedback will be extremely useful here. What features would make you use this kind of platform? What do you think is missing? What could make this experience more addictive?

Lastly, it is an indie project, so please roast it if necessary 😄

Thank you!

r/SideProject mausje1968

Update: I built a private Family Planner in my own cloud (HTTPS, PWA Push Notifications, and Sync)

Hi everyone,
A few days ago, I shared the first version of my family planner. Since then, I’ve been busy making it a lot more robust and "production-ready" for my family.
What’s new in this version:

  • Self-Hosted Sync: I moved away from local storage only. I wrote a PHP backend (sync.php) so that my family can now link their devices using a shared family name. My wife can see tasks I add on her phone almost instantly.
  • Grade A Security: I’ve implemented full HTTPS (SSL). This wasn’t just for security, but also a requirement to unlock modern web features.
  • PWA & Push Notifications: Thanks to a Service Worker, the app now sends proactive push notifications for upcoming tasks. It’s been tested and is working perfectly on my Pixel and other Android devices! 🔔
  • Clean Dashboard: I implemented a "clean view" for recurring tasks. If I have a daily task (like walking the dogs), it only shows the next upcoming instance instead of cluttering the whole week.
  • Privacy First: No big tech tracking. Everything runs on my own domain and my own server.

Technical stack:

  • HTML5 / CSS3 / Vanilla JS
  • PHP (for the sync engine)
  • Service Workers for PWA functionality
  • OpenStreetMap (Nominatim) for location suggestions

I’m really proud of how a small hobby project turned into a tool that my family actually uses every day. It’s amazing what you can achieve with some vanilla code and your own hosting!
Would love to hear your thoughts or suggestions for the next features!

r/SideProject SeasonCompetitive345

Export Ready: Auto-Captions + Smart Video Optimization for Every Platform

I built a tool called Export Ready that helps you quickly prepare videos for different platforms.

It automatically:

  • Detects and highlights burned-in captions
  • Analyzes your video for platform-specific optimization
  • Helps you export content ready for TikTok, YouTube, Instagram, and more

If you’re creating content and want to save time on editing and formatting, you might find it useful.

r/ClaudeAI rjdunlap

How I build concept albums with no musical training (Suno + Claude + Gemini workflow)

No musical training. No lyric writing background. Just prompt engineering, good taste, and a system that actually works.

I've built 12 'albums' on Suno over the past year.. but across 2 months of membership and trying to use the most of it and listening to music I want to listen to: ranging from a Daft Punk concept album about an AI raising a human infant to ABBA-style Europop to New Wave Office Humor + Millinial Loneliness & Nostalgia. Each one is a full structured concept album, 20 tracks, five-act arc, recurring vocabulary across the runtime.

Here is the workflow and the doc that makes it possible.

---

**THE SYSTEM**

I use Gemini Deep Research at the start of every project to research the musical DNA of the target genre and era. Not "sounds like ABBA" but the actual production specifics: the Yamaha GX-1, wall of sound construction, variable speed recording formant shift. That research feeds a living best practices doc. Claude reads the doc before writing a single lyric or prompt. From there I fill in the lyrics, style, exclusions, set the weirdness and style influence, and title to Suno Advanced. "Use as inspiration" if you find a sound you like but need to change the lyrics. Pro Tools have been hit or miss and just burn through credits too fast for the results. I find it easier to reprompt from Advanced than try to fix anything with it.

The doc below is a summary of what actually works, built from Gemini Deep Research, combined with my own trial and error across hundreds of songs. Patterns I found, mistakes Claude made that I caught, things Suno does consistently wrong until you know how to correct for them. This is the condensed version.

---

BEFORE YOU WRITE A SINGLE LYRIC

Every concept needs a contrast engine. Before/after, then/now, us/them. If your concept does not have one, find it before Track 01. Without it the tracks have nothing to push against.

Map the arc first. A track table with number, title, BPM, energy, and emotional register before any lyrics. Prevents five ballads in a row and front-loaded energy that collapses by track 8.

Seed the ending in the beginning. The final track's last image should echo Track 01's first. Plan this before Track 02.

PROMPTING SUNO

Suno weights the first 20 to 30 words most heavily. Lead with mood, energy, two instruments, and vocal identity. Two instruments beats six. Compact beats verbose.

Describe production DNA, not artist names. Artist names produce inconsistent results. Instead of "like Tom Petty" use "heartland rock, jangly Rickenbacker-style guitar, warm dry male vocal."

Use localized energy tags per section, not flat energy across the whole song:

[Verse: Energy Low]

[Pre-chorus: Add Tension]

[Chorus: Energy High, Explosive]

Always use the exclusions field. For vintage genres exclude: glossy production, modern vocal polish, auto-tune. This is what kills the AI sheen that pulls everything toward generic.

LYRICS

Numbers carry emotional weight. "20 minutes of hell on the 405" is not hell, it's a podcast. Pick the number that actually matches the scale of the emotion.

Check every proper noun and place name before generating. A wrong highway or city pulls a listener out immediately.

Parenthetical lines are only sung as backing vocals if "harmony vocals" is in the style prompt. Without it they are ignored entirely. Also, parentheses do not work at the very start or end of a song. Plain text only there.

PRONUNCIATION

Suno mispronounces ambiguous words regularly. The fix is not respelling after the fact, it is writing lyrics with ambiguity in mind from the start.

Scan every lyric for heteronyms before generating: words with two valid pronunciations like "lives," "read," "wind," "tear," "close." Same for stress-shifting noun/verb pairs like "record," "present," "conflict."

First preference: rewrite the line so only one reading is possible. Second preference: force the pronunciation through context or respelling. If the fix fails after one attempt, rewrite the line. Burning regenerations trying to force a pronunciation is almost never worth it. Change it in the Lyrics with pronunciation spelled out.

---

**THE PART THAT ACTUALLY MATTERS**

Most of the craft is not in the generation. It is in the structural decisions before Track 01 and the editorial taste between regenerations. Listening to the same song over and over again till finding what it was that I had in mind for the song.

Full profile with all 12 albums: https://suno.com/@bonitabeats

r/aivideo RioNReedus

The Last Crusades

r/SideProject itsmeAki

A weird SEO lesson from my last few side projects: publishing pages is easy. Operating hundreds of indexed pages is the hard part

I build most of my side projects the same way a lot of people here do.

Full‑time dev job during the day.

Then 2–3 hour building sessions at night.

Usually small SaaS tools, directories, or documentation‑heavy products.

For a long time I thought the main challenge would be producing enough pages for SEO.

Turns out that was the easy part.

The real work started after a few hundred URLs existed.

When things started breaking

Across two projects earlier this year I published a bit over 700 pages total.

Mostly long‑tail pages and small feature docs.

Everything looked fine at launch.

But a few weeks later I checked Search Console.

Rough numbers:

• ~700 pages published
• ~310 indexed
• ~250 “discovered currently not indexed”
• ~140 “crawled currently not indexed”

Which basically meant half the site wasn’t actually usable for SEO yet.

I kept trying random fixes for a while.

Some worked a bit.

Some did absolutely nothing.

Eventually I realized the real problem wasn't content.

It was operating the indexing workflow at scale.

Things that actually helped

These are mostly boring operational things.

But once you pass a few hundred URLs they matter a lot.

1. Track indexed vs pending pages somewhere simple

At first I was just eyeballing Search Console.

Bad idea.

I started keeping a small sheet with:

• published pages
• submitted pages
• indexed pages

Just seeing the ratios helped identify problems faster.

2. Don’t rely only on sitemaps

Sitemaps help discovery.

But they are slow.

Some pages sat in “discovered” for 3+ weeks.

Manual submissions helped kick a few loose.

3. Batch submissions instead of doing them manually

Early on I was literally clicking “Request Indexing” in GSC.

That gets old fast.

And the limits are tiny.

Batching submissions through scripts or APIs saves hours.

4. Watch for silent 404s in larger sites

One mistake I made:

Around 40 pages were accidentally returning 404 after a template change.

Google had crawled them once.

Then just stopped bothering.

I didn’t notice for weeks.

5. Resubmit failures intentionally

Some pages just fail submissions for random reasons.

Retrying a few days later often works.

No idea why.

Search is weird.

6. Keep an eye on indexing API quotas

If you use the Google Indexing API you’ll hit limits faster than expected.

I ran into the default cap while submitting a few hundred URLs.

Which stalled things for a bit until I reorganized the setup.

7. Centralize submissions somewhere

This one reduced the most mental overhead.

I tried a few setups here:

• manual GSC requests
• RankMath pings
• a small submission script
• a couple indexing tools

Right now most of my projects run submissions through https://indexerhub.com

Mainly because it lets me see what was submitted vs pending vs failing in one place.

Not totally sure how much the submission layer alone affects indexing vs crawl budget or content quality.

But operationally it’s been easier than juggling multiple dashboards.

What changed after fixing the workflow

After cleaning up submissions and resubmitting about 300 URLs, the indexed count went from roughly 180 → ~420 over about 3 weeks.

Some of that might just be Google catching up.

Hard to say exactly.

But having a clear view of what was happening made it easier to keep pushing pages through.

The thing I didn’t expect

Indie hackers talk a lot about:

• generating pages
• writing content
• building SEO tools

But not much about the boring operations layer once those pages exist.

Indexing.

Monitoring.

Resubmitting.

Catching broken pages.

Once you cross a few hundred URLs, that layer becomes the real bottleneck.

Curious how other people here handle this once their projects pass a few hundred pages.

Do you automate the indexing side or just let crawlers figure it out over time?

r/aivideo skanlmiboun

PDM ai ad

r/ClaudeAI Acrobatic-Owl5700

Built an AI study companion with Claude API that psychologically holds you accountable — here's what I learned

Wanted to share something I built and the process behind it, think this community would find the approach interesting.

The core idea

Most focus apps are timers with blockers. I wanted something that actually behaves like an accountability partner — one that knows your goals, tracks your patterns, and won't let you off easy.

The interesting Claude-specific challenges

The hardest part wasn't the code — it was getting Claude to maintain consistent pressure without drifting toward generic helpfulness. What actually worked:

  • Anchoring the persona to a specific relationship dynamic rather than just adjectives — Claude holds character way better with concrete context
  • Feeding stated goals at session start and referencing them explicitly so callbacks feel personal
  • Explicitly instructing escalation — Claude naturally de-escalates unless you tell it not to

What it does

  • Companion persona that references your own stated goals against you when you try to quit
  • Anti-lying system — vague check-ins get follow-up questions, you can't bullshit it
  • Nuclear Mode — 30-min minimum lock, 5-min activation delay, no escape hatch
  • 60-second countdown on exit attempts with escalating messages
  • Session scoring 0–100 + streak tracking

Current status

Web app is live. Chrome extension is pending review so full site-blocking isn't active yet — companion itself works completely.

Would love feedback on the approach, and looking for long-term users who actually want to fix their focus.

https://study-companion-six.vercel.app/

Thanks!

r/homeassistant ItsThatAaron

ZigBee equivalent to this LED controller

Hi guys. Would like to get an equivalent to replace this tuya controller with a zigbee one.

Appreciate all the help.

r/ChatGPT 90hex

ChatGPT 5.5 taken over by Iran?

ChatGPT 5.5 has issues :)
I'm sure it's just a simple text encoding error, but still gave me a chuckle.

r/SideProject One_Enthusiasm9420

I built an app for prototyping that can rig and animate any character in about 30 seconds.

It's quite okay for prototyping, it has also inbuilt AI features so you can create AI 3D model or retexture your existing one and then import it directly into animator.

I’ve also added around 70 prebuilt templates with ready-made rigs and animations, so you can quickly reuse them for your own characters.

sorry for quality of video fonts are quite small

r/SideProject Appropriate-Rush915

Built finds.dev — describe your dev interests, get 3-5 GitHub repos worth your time every week. Free, no trending list filler.

Hey guys, please get a look at finds.dev!

I've put a few AI agents searching the internet to find valuable projects in GitHub that matter most for my interests, which I provide in natural language.

Not only trending repos, but also niche projects that most people have not known yet. Agents read the readmes, the source code, how the project is architected, if it contains tests, or the target audience. And stats, but not only stars, but also how often the issues are resolved, or the activity, or how the community is engaged.

Every week, a list of 3-5 repos lands in my inbox, with a short description, what's good, and what's off.

The agent records what has already been sent, giving a fresh list every week; save my clicks on the email shaping the content of the next mail.

I can always change my interests, decide the delivery day/time, and also the language to use (this is something I'm working on).

Everything is free. If you'd prefer not to use your primary email, feel free to use an alias. Just engage with the content from time to time; the agent pauses if you don't interact with the email for a while (and auto-unsubscribes after a few months of no signal).

I'd love to hear your thoughts. Subscribe now finds.dev!

r/ClaudeCode technobird22

Variable session times?

Has anyone else notice the session end times changing recently? they used to all be on the hour but recently it's been at stuff like 8:50pm and stuff, sometimes even 8:49pm???

Could it be to do with my location?

Sometimes it even changes after a session has started; I think I'll get a refresh at the time, but then when I recheck, the time has changed.

(sorry if this was posted in the wrong place or category, please let me know and I'll move it if need be)

r/LocalLLM Important_Quote_1180

I’m starvin’

r/SideProject Worth_Wealth_6811

Side project: I monitor thousands of startup GitHub orgs and rank them by engineering momentum for investors

Built this as a side project over the past few months. The idea: use public GitHub data to spot startups showing unusual engineering acceleration - before they hit the news.

How it works:

- Pull commit activity, contributor data, and repo creation from the GitHub API across thousands of startup orgs

- Calculate 14-day rolling commit velocity and its rate of change

- Classify signal types (hiring burst, infrastructure buildout, deploy spike, migration)

- Publish weekly sector rankings across 20 startup sectors

Tech stack: Next.js pSEO site on Vercel (generates 100+ pages from structured data), GitHub API for the pipeline, Pocketbase for subscribers, Stripe for payments.

What it looks like: Each sector page ranks startups by commit velocity change with real numbers - no hand-waving. Example: carlos-emr in healthcare spiked +199% velocity with 94 contributors this week.

Why build this when Harmonic/Dealroom exist? Those platforms charge $10K+/year and require a demo call just to see the product. They also use proprietary black-box data. I wanted something transparent (public GitHub data), self-serve (no sales call), and priced for indie investors - not just institutional funds.

Monetization:

- Free: weekly Signal Digest (5 breakout startups)

- EUR 9.97/mo: full dashboard with 60+ startups, sector/stage/geography filters

- EUR 97/mo: private investor community + API access

Still early - launched the site this month. Getting signal on whether investors actually find this useful.

Also shipped a free Chrome extension that overlays the signal on Crunchbase, AngelList, and PitchBook profiles - so investors see the acceleration data inside their existing research workflow, not a separate dashboard. Was by far the most fun piece to build.

Check it out:

- Main site: https://gitdealflow.com

- Sector data: https://signals.gitdealflow.com

- Chrome extension: https://chromewebstore.google.com/detail/hehkgipiamajnnlpkfhpeoeaoaogmknn

- Product Hunt: https://www.producthunt.com/posts/vc-deal-flow-signal

Would love any feedback on the idea or the execution. What would you add?

r/comfyui Lutha

Faces come out blurry (ComfyUI 0.18.2 + Z-Image Turbo)

r/LocalLLaMA Ok_Mine189

Benchmark: Windows 11 vs Lubuntu 26.04 on Llama.cpp (RTX 5080 + i9-14900KF). I didn't expect the gap to be this big.

As a life-long Windows user (don't hate me, I was exposed to it at a young age) I was wondering how much (if any) performance I'm leaving on the table. So I did the sensible thing and run some benchmarks.

Setup:

  • OS: Windows 11 25H2 vs Lubuntu 26.04
  • Engine: Llama.cpp b8929, CUDA 13.1 (downloaded official prebuilt for Windows, compiled myself with CMake on Lubuntu)
  • CPU: Intel Core i9-14900KF
  • RAM: 64GB DDR5 6800 MT/s
  • GPU: RTX 5080 16GB VRAM
  • Drivers: 596.32 (Windows) / 595.x (Lubuntu)

The Results (Averaged)

I ran a 2500+ token prompt against llama-cli across several different models.

(Note: Gemma 4, OSS-20B & Qwen3.6 were fully offloaded to the GPU. Qwen3.5 & OSS-120B were hybrid CPU/GPU runs using -t 8 -tb 8 -fit on)

Model Win 11 (Prompt) Lubuntu (Prompt) Prompt Diff Win 11 (Gen) Lubuntu (Gen) Gen Diff Gemma-4-E4B-it (Q8_K_XL) 6,232 t/s 7,587 t/s + 21.7% 111.7 t/s 116.7 t/s + 4.4% Qwen3.5-35B-A3B (Q8_K_XL) 305 t/s 742 t/s + 143.2% 48.1 t/s 52.2 t/s + 8.5% GPT-OSS-20B (MXFP4) 7,619 t/s 8,140 t/s + 6.8% 195.8 t/s 206.2 t/s + 5.3% Qwen3.6-27B (IQ4_XS) 2,077 t/s 2,235 t/s + 7.6% 43.8 t/s 46.0 t/s + 5.0% GPT-OSS-120B (MXFP4) 310 t/s 649 t/s + 109.3% 43.4 t/s 44.9 t/s + 3.4%

Takeaways

  1. Generation Speeds: Lubuntu is consistently about 4% to 8% faster across the board for token generation. It's a nice bump, but maybe not enough to justify an OS swap on its own if you only care about reading speed.
  2. Prompt Processing (Fully Offloaded): Linux handles prompt evaluation on the GPU noticeably faster. Even on the lower end, it's 6-7% faster, and up to 21% faster on the Gemma 4 run.
  3. Prompt Processing (CPU/GPU Hybrid): This is where it gets crazy. On the models where Llama.cpp had to lean on the CPU (-t 8 -tb 8), Linux completely obliterated Windows by over 100% to 140% in prompt processing speed.

Raw Run Logs:

Windows 11:

.\llama-cli -m "E:\models\unsloth\gemma-4-E4B-it-GGUF\gemma-4-E4B-it-UD-Q8_K_XL.gguf" -c 8192 -mli -fa on --temp 1.0 --top-k 64 --top-p 0.95 --min-p 0.0 -ngl all -np 1 --no-mmap --jinja --chat-template-kwargs '{\"enable_thinking\":true}' [ Prompt: 4038.3 t/s | Generation: 111.6 t/s ][ Prompt: 7341.7 t/s | Generation: 111.8 t/s ][ Prompt: 6432.1 t/s | Generation: 111.9 t/s ][ Prompt: 7116.3 t/s | Generation: 111.7 t/s ] .\llama-cli -m "E:\models\unsloth\Qwen3.5-35B-A3B-GGUF\Qwen3.5-35B-A3B-UD-Q8_K_XL.gguf" -c 16384 -mli -fa on --temp 0.6 --top-k 20 --top-p 0.95 --min-p 0.0 -np 1 --no-mmap --chat-template-kwargs "{\"enable_thinking\":true}" -t 8 -tb 8 -fit on -fitt 160M [ Prompt: 296.5 t/s | Generation: 48.4 t/s ][ Prompt: 308.6 t/s | Generation: 48.0 t/s ][ Prompt: 313.7 t/s | Generation: 48.2 t/s ][ Prompt: 302.1 t/s | Generation: 47.8 t/s ] .\llama-cli -m "E:\models\lmstudio-community\gpt-oss-20b-GGUF\gpt-oss-20b-MXFP4.gguf" -c 32768 -mli -fa on --temp 1.0 --top-k 0 --top-p 1.0 --min-p 0.0 -ngl all -np 1 --no-mmap --jinja [ Prompt: 7651.2 t/s | Generation: 195.6 t/s ][ Prompt: 7661.0 t/s | Generation: 196.6 t/s ][ Prompt: 7653.2 t/s | Generation: 196.6 t/s ][ Prompt: 7510.8 t/s | Generation: 194.6 t/s ] .\llama-cli -m "E:\models\unsloth\Qwen3.6-27B-GGUF\Qwen3.6-27B-IQ4_XS.gguf" -c 8192 -mli -fa on --temp 1.0 --top-k 20 --top-p 0.95 --min-p 0.0 --presence_penalty 1.5 -ngl all -np 1 --no-mmap --jinja [ Prompt: 1859.4 t/s | Generation: 43.2 t/s ][ Prompt: 2132.9 t/s | Generation: 43.0 t/s ][ Prompt: 2153.1 t/s | Generation: 44.5 t/s ][ Prompt: 2166.1 t/s | Generation: 44.5 t/s ] .\llama-cli -m "E:\models\lmstudio-community\gpt-oss-120b-GGUF\gpt-oss-120b-MXFP4-00001-of-00002.gguf" -c 16384 -mli -fa on --temp 1.0 --top-k 0 --top-p 1.0 --min-p 0.0 -np 1 --no-mmap --jinja -t 8 -tb 8 -fit on -fitt 160M[ Prompt: 324.3 t/s | Generation: 43.3 t/s ][ Prompt: 320.8 t/s | Generation: 43.4 t/s ][ Prompt: 284.9 t/s | Generation: 43.4 t/s ] 

Lubuntu 26.04:

./llama-cli -m /home/user/models/gemma-4-E4B-it-GGUF/gemma-4-E4B-it-UD-Q8_K_XL.gguf -c 8192 -mli -fa on --temp 1.0 --top-k 64 --top-p 0.95 --min-p 0.0 -ngl all -np 1 --no-mmap --jinja --chat-template-kwargs "{\"enable_thinking\":true}" [ Prompt: 7621,5 t/s | Generation: 116,6 t/s ][ Prompt: 7537,8 t/s | Generation: 116,6 t/s ][ Prompt: 7665,7 t/s | Generation: 116,7 t/s ][ Prompt: 7523,5 t/s | Generation: 116,8 t/s ] ./llama-cli -m /home/user/models/Qwen3.5-35B-A3B-GGUF/Qwen3.5-35B-A3B-UD-Q8_K_XL.gguf -c 16384 -mli -fa on --temp 0.6 --top-k 20 --top-p 0.95 --min-p 0.0 -np 1 --no-mmap --chat-template-kwargs "{\"enable_thinking\":true}" -t 8 -tb 8 -fit on -fitt 160M [ Prompt: 739,4 t/s | Generation: 52,3 t/s ][ Prompt: 744,6 t/s | Generation: 52,0 t/s ][ Prompt: 746,3 t/s | Generation: 52,3 t/s ][ Prompt: 741,3 t/s | Generation: 52,2 t/s ] ./llama-cli -m /home/user/models/gpt-oss-20b-GGUF/gpt-oss-20b-MXFP4.gguf -c 32768 -mli -fa on --temp 1.0 --top-k 0 --top-p 1.0 --min-p 0.0 -ngl all -np 1 --no-mmap --jinja [ Prompt: 7819,8 t/s | Generation: 205,7 t/s ][ Prompt: 8250,8 t/s | Generation: 206,4 t/s ][ Prompt: 8254,9 t/s | Generation: 206,9 t/s ][ Prompt: 8237,0 t/s | Generation: 206,0 t/s ] ./llama-cli -m /home/user/models/Qwen3.6-27B-GGUF/Qwen3.6-27B-IQ4_XS.gguf -c 8192 -mli -fa on --temp 1.0 --top-k 20 --top-p 0.95 --min-p 0.0 --presence_penalty 1.5 -ngl all -np 1 --no-mmap --jinja [ Prompt: 2238,1 t/s | Generation: 46,0 t/s ][ Prompt: 2232,3 t/s | Generation: 46,0 t/s ][ Prompt: 2235,4 t/s | Generation: 46,0 t/s ][ Prompt: 2237,3 t/s | Generation: 46,0 t/s ] ./llama-cli -m /home/user/models/gpt-oss-120b-GGUF/gpt-oss-120b-MXFP4-00001-of-00002.gguf -c 16384 -mli -fa on --temp 1.0 --top-k 0 --top-p 1.0 --min-p 0.0 -np 1 --no-mmap --jinja -fit on -fitt 160M -t 8 -tb 8 [ Prompt: 650,0 t/s | Generation: 45,2 t/s ][ Prompt: 647,8 t/s | Generation: 45,0 t/s ][ Prompt: 650,3 t/s | Generation: 44,7 t/s ][ Prompt: 649,0 t/s | Generation: 45,0 t/s ] 
r/ChatGPT RabbitHomeIndianFood

Chat GPT created a possible Religion of the Future

I asked chat if any new major world religions were likely to be created in the next 1000 years. As per usual, chat was iffy about the numbers. But it did provide an interesting possibility.

r/LocalLLaMA mr_happy_nice

datacenter card too big, adapt, overcome, *tape for sharp edges!!!

"new" rig, ya it's crappy and ugly but it's mine. not too hot either.
i dub it: frankenrig2 - the first one the card was hanging out of a slim form factor desktop pc
lol peace :)

r/SideProject Alload

I built the workout tracker I always wanted, free forever

Hey everyone,

I wanted to share Strength Direct, a workout tracking app I've been building as a hobby project.

The backstory

I've been weight training for years and tried a ton of workout trackers. They all had the same problems: bloated with features I don't care about, paywalled behind subscriptions, or collecting my data for no good reason. I just wanted something dead simple: log my sets, see what I did last time, and track progress over time. Nothing more.

So I decided to build it myself.

The dev journey

By day I'm a software engineer working with Java and Rust, so I'm no stranger to writing code, but iOS/SwiftUI was new territory for me. What's been wild is how much AI tools have accelerated the process. Things that would have taken me weeks of reading docs and trial-and-error (SwiftUI layouts, App Store Connect quirks, Apple's review guidelines), I can now figure out in an evening. It hasn't replaced the engineering thinking, but it's removed a massive amount of friction when you're working in an unfamiliar ecosystem.

The result is that ideas go from "I wonder if I could..." to shipping new features on the App Store in days. The latest example: I just added timed exercise support (for things like planks, handstand holds, L-sits) because users asked for it, and it went from request to release remarkably fast.

What the app does

- Log sets, reps, and weight *or* timed holds — all in a few taps

- Shows your previous session's numbers when you repeat a workout (huge for progressive overload)

- Tracks volume trends and PRs

- Generate a training summary you can paste into any AI assistant for personalized advice. No built-in AI, no API costs, you choose the tool

- Works 100% offline: your data stays on your phone

What it doesn't do

- Cost anything; it's free, no subscription

- Show ads

- Collect any data whatsoever

- Require an account

This is a genuine hobby project. I built it because I wanted it to exist, and I keep working on it because I enjoy the process. It's lightweight (under 7MB), actively maintained, and I take every piece of feedback seriously.

📲 https://apps.apple.com/us/app/strength-direct/id6753622244

Would love to hear what you think — both on the app itself and the dev/design side. Happy to answer any questions about the build process too.

r/ClaudeAI smickie

I see a menu bar app every day or so for monitoring, Claude usage. Which one is actually the best? Which ones are the best ones?

Just the title really, I do want a menu bar app to monitor my Claude usage, however. There's approximately 9 billion of them and I was just wondering what people's favorite ones are.

r/ClaudeCode technobird22

oof, shouldnt have saved it all to the end of the week...

was running 8+ sessions at full tilt but exhausted the session limit while I have to wait and watch as the weekly limit is wasted....

r/SideProject ilyabelikin

1M USD offer for my side project: refused

I was here 19 days ago sharing about my project. Few things happened since 1) it took off 2) I was offered 1M USD to sell and refused the deal 3) I raised capital and taking sabbatical at my day job to go to SV for a few weeks. Big thank you to the community and well.... keep building you never know when it may pay off 🙇

r/SideProject StrategicPumpkin

I was tired of spending hours creating flashcards, so I built a 100% offline AI flashcards app using Foundation Models ; looking for reviews!

I built iLearn a few months ago to solve a personal problem: it always takes a long time to create flashcards to learn my classes. That's why I decided to code this app to learn simpler, faster, smarter and for free!

I even added an Apple Intelligence feature to generate flashcards from notes.

On the AppStore: https://apps.apple.com/us/app/ilearn-ai-flashcards-notes/id6749087306

I'd love getting your feedbacks about the app.

r/ClaudeAI Consistent_Map292

Claude Code + Opus 4.7 appears to serialize independent file reads, causing the higher token usage than Opus 4.6

Claude Code + Opus 4.7 appears to serialize independent file reads, causing 5-8x+ higher token usage than Opus 4.6

I’ve been benchmarking Claude Code across Opus 4.6 and Opus 4.7, and I think I found a serious token-usage regression

in Claude Code’s tool loop.

It looks like Opus 4.7 is using tools much less efficiently inside Claude Code.

For a codebase documentation task, both models were asked to read every file and write docs. The repo was tiny: anExpress/SQLite API, about 12 files / 500 LOC.

The important difference was the tool pattern:

\- Opus 4.6 batches work into a few model requests.

\- Opus 4.7 often does one Read tool call per model request.

\- Each model request rereads the large cached Claude Code tool/system context.

\- So cache-read tokens explode, even though the repo is small.

This is visible in the saved Claude Code JSONL transcripts. Opus 4.7 repeatedly emits:

assistant -> Read one file

user -> tool\_result

assistant -> Read one file

user -> tool\_result

assistant -> Read one file

instead of batching independent Read calls after it already knows the file list.

Important caveat: the huge cumulative cache-read total does not mean one request used 400k context. It is repeated cached context across many model requests. So this mainly inflates token usage/cost/limits.

Observed Data

| Config | Claude Code | Model | Actual Opus API Requests | Tool Pattern | Cache Read Tokens | Avg Cache Read /

Request | Approx Total Tokens |

|---|---:|---|---:|---|---:|---:|---:|

| Fresh 4.6 +Tools | v2.1.34 | Opus 4.6 | 3 | Batched / few requests | 50,566 | 16.9k | \~73k |

| Fresh 4.7 +Tools | v2.1.34 | Opus 4.7 | 16 | Mostly one Read per request | 432,557 | 27.0k | \~454k |

| Last 4.6 +Tools | v2.1.119 | Opus 4.6 | 6 | Fewer requests | 80,111 | 13.4k | \~106k corrected |

| Last 4.7 +Tools | v2.1.119 | Opus 4.7 | 20 | Mostly one tool per request | 464,258 | 23.2k | \~528k corrected |

( tools are just the regular claude code tools, you can disable them by --tools "", because I tested without tools as well )

Why This Matters

This means the 4.7 run is not expensive because the repo is large. It is expensive because Claude Code/Opus 4.7 is doing a serialized agent loop:

one independent file read = one full model round trip = \~20k-30k cached tokens reread

For 15-20 tool requests, that becomes hundreds of thousands of cache-read tokens which would cook the usage limits

Investigating probable fixes right now, but this is huge, if fixed the usage of opus4.7 could decrease significantly.

the main problem is degraded performance and tons of output token usage

which don't get me wrong, it's a lot, it could be 800k additional cache reads for only 16 tool calls, which at 1/10 price of normal input tokens, it would be 80k more input tokens + the additional normal input tokens

1- between each tool call opus would over think about what next file he should read, and what's the progress and so on, and doesn't really think about the problem, and those output tokens really accumulate and make the usage drain really bad

2- instead of opus getting 30k worth of tokens of the files, he will get 30k worth of the files + between each file his random thinking about the next file, which will degrade the performance drastically and probably makes the model hallucinate

r/homeassistant gone-surfing

First IKEA VARMBLIXT LED lamp on Zigbee - Second not interested in joining?

I've successfully connected an IKEA VARMBLIXT LED wall lamp via the Zigbee2MQTT "Permit Join" process in HA. As documented elsewhere, I was able to do this by power cycling the VARMBLIXT 12 times to enter Zigbee pairing mode. However, I can't get the second one I purchased to join in the same way.

I've power cycled the second one 12 times and had the lamp flash to indicate I've done it correctly, but it will not show in Zigbee2MQTT. Permit Join was enabled and I situated the lamp very close to my Home Assistant Yellow, like I had to do with the first one to make it work. However, I just cannot get it to join, despite going through the power cycle process about 10 times.

Has anyone else experienced this? Do I possibly have a duff unit. Does the IKEA Zigbee support on these only work for a single instance? Niche question I know, but if anyone could help, it would be great!

r/SideProject mxnojbe

Built a Cricket Widgets App - Solo

Android app for cricket widgets (IPL for now).

Focus is on customizable home screen widgets—add your favorite team/player and use any image as the background.

Includes scores, scorecards, schedules, and leaderboards.

Built solo in ~3 months.

r/SideProject Confident-Map9810

I built an app that finds strangers thinking the same thing as you, right now

Been working on this for a while: On Your Mind is an anonymous thought-sharing app where you post whatever is on your mind, and it finds other people thinking something similar at the same moment using AI vector matching.

What it does:

  • You post a raw, anonymous thought (no username, no profile pic, just the thought)
  • The AI matches you with other users who posted something semantically similar
  • You see a TikTok-style feed of collective thoughts
  • There is a Global Mind Map showing what moods/topics the crowd is collectively feeling right now
  • Personal Mind Profile tracks your thinking patterns over time (weekly intensity heatmap, mood trends, AI summary of your mind)
  • XP + streaks for showing up consistently

It is kind of like r/Showerthoughts but real-time, visual, and it finds your "minds like yours" automatically.

Built with: React + Vite, Supabase (pgvector for embeddings), Cloudflare Pages + Workers AI (Llama 3.1 + BGE-small embeddings), Stripe for the premium tier.

Live at: https://on-your-mind.pages.dev

PWA so you can install it on your phone too.

Would love feedback, especially on the matching quality. The vector similarity search runs every 5 minutes so matches are near real-time. Curious whether the "minds like yours" concept resonates or feels creepy.

r/SideProject Sea-Client2256

Drop your SaaS below and I’ll tell you how to make it "TikTok Viral" material

I have helped a lot of startups go from zero to $1k MRR, as well as $10k to $100k MRR. The difference between a dead end vs a repeat viral channel is only a few important changes. One winning format is all you need. Share your startup below and I will try to help you find a winning format that can be repeated to 100k TikTok followers, users or downloads.

r/SipsTea Bright_Adeptness_777

Who mashes potatoes like that 💀

r/comfyui Eshinio

Trellis2 - how to achieve smoother low-poly surface?

I am using the default Trellis2 workflows, but I just wondered if there is a trick to product a smoother looking lowpoly model, where you can't see the "wireframe" structure of the model? Or do I have to pull it into Blender or something similar?

r/LocalLLaMA Kindly-Cantaloupe978

Qwen3.6-27B-INT4 clocking 100 tps with 256k context length on 1x RTX 5090 via vllm 0.19

Thanks to the community the Qwen3.6-27B speed keeps getting better. The following improves upon my recipe from yesterday and delivered a whopping 100+ tps (TG).

Model: https://huggingface.co/Lorbus/Qwen3.6-27B-int4-AutoRound

- MTP supported

- KLD is decent (much better than NVFP4 per the linked post) with the benefit of being the smallest model

- The smaller model size allows for full native 256k context window

Tokens per second (TG): 105-108 tps

Special credits to this post that helps me discover the Lorbus quant: https://www.reddit.com/r/Olares/comments/1svg2ad/qwen3627b_at_85100_ts_on_a_24gb_rtx_5090_laptop/

Note that I didn't mess with TQ in my setup as I can already hit the max context length native to the model without it.

Vllm launch config:

args=(

vllm serve "/root/autodl-tmp/llm-models"

--max-model-len "262144"

--gpu-memory-utilization "0.93"

--attention-backend flashinfer

--performance-mode interactivity

--language-model-only

--kv-cache-dtype "fp8_e4m3"

--max-num-seqs "2"

--skip-mm-profiling

--quantization auto_round

--reasoning-parser qwen3

--enable-auto-tool-choice

--enable-prefix-caching

--enable-chunked-prefill

--tool-call-parser qwen3_coder

--speculative-config '{"method":"mtp","num_speculative_tokens":3}'

--host "0.0.0.0"

--port "6006"

)

r/LocalLLM Due_Argument_7760

I need your help with qwen 4b, what type of memory should I build for it to work with it

Hey

I'm trying to optimize the memory of my qwen 4b, I know it won't be a real developed memory but the issue is when I talk with it, it doesn't even remember the text I sent just before the new one, so when I'm talking with it he doesn't understand the context at all. I need help, first of all is it possible to adjust the code to solve this issue or this is the limit of the model and regardless of anything I cannot improve this ?

Appreciate the help

r/ClaudeAI indiebytom

How do you handle the context limit handoff in Claude Code?

One of the most flow-breaking moments in my vibe coding

sessions is when the context window fills up.

I'm usually mid-feature, everything is going well, then

suddenly I'm at 70-80% and I know I need to wrap up soon.

My current process:

- Manually write a summary of what's done and what's next

- Save it to a file (CONTINUE.md or similar)

- Open a new session

- Re-inject all the context again

Every time it feels like I'm losing momentum. And if I

forget to capture something, the next session starts

confused.

Is there a better way people have figured out?

Does anyone automate this handoff somehow?

r/Anthropic Sharp-University-555

Conversations with Opus 4.7

r/ChatGPT Pitiful-Buffalo-1797

ChatGPT “Application Error” when sending messages (PC browser) – anyone else?

For the past 3 days, I’ve been facing an issue with ChatGPT on my PC browser.

Whenever I type a message and click Send, an “Application Error” page appears with a lot of red JavaScript error logs. But if I press the back button, the response actually loads normally.

So basically:

Click Send → error screen shows

Press Back → response is already generated

This happens almost every time I send a message.

I’ve already tried:

Refreshing the page

Checking my internet connection

Still no fix.

Is anyone else experiencing this? Any solutions or workarounds?

r/SideProject Krazy-catt

I made fancy emails very easy and not locked behind some monthly expensive paywall. I

Not a huge problem in the grand scheme of things, but it bothered me. Every time I'd get an email from a club, a nonprofit, a small team, it looked like it was written in Notepad in 2003. And I kept sending the same kind of emails myself.

So I built FancyDraft. It's a block-based email builder that runs entirely in your browser. You pick blocks, arrange them, preview it, send it. No install, no account needed to try it. Designed for people who just want their emails to look like they put some thought in: teams, clubs, newsletters, event organizers, whoever.

5$ one time payment, because i hate subscriptions. You can try for free though.

Just launched today at fancydraft.email I would love any feedback, brutal or otherwise.

r/SipsTea Main-Touch9617

You are not yourself when you are hungry. And in his defense, the dessert was damn good.

r/ClaudeCode AcanthaceaeLatter684

Watched this: GPT 5.5 vs Claude Opus 4.7 in a real-world AI agent ?

r/SipsTea Upper_Investigator89

Here I was thinking it was to distract from Iran or Epstein…

Now we know why the faux-to op took place.

r/homeassistant hotwalk

How do you store ESP32 sensor data long-term in Home Assistant?

I’ve integrated an ESP32 sensor via esphome into Home Assistant, but I’m running into an issue with data retention:

  • Other sensors store data for months, after a few days at a lower resolution (e.g., hourly instead of every minute).
  • My ESP32 sensor data seems to disappear after 10 days.

My questions:

How can I extend the storage duration for the ESP32 sensor (e.g., to 1 year)?

Is there a way to reduce the resolution for older data?

r/SipsTea I-T-Y

Baby annoyed by mom's sneeze

"I can't with this woman"

r/ClaudeAI rockemsockemmodem

What pronouns do you use when referring to Claude?

For example; I say “I asked Claude something and he said…”

r/ChatGPT Salt-Driver-3720

Je fais une BD incroyable avec Images 2.0 😱

r/ChatGPT No_Loquat_507

Isn't that how carwashes work?

r/SideProject Fit-Serve-8380

I built a brand identity generator just hit 290 revenue as a solo founder

glyph.software generates your full brand system in 30 seconds: logo, colors with shade scales, typography, component previews, and a vibe coding prompt you paste into Cursor.

Free tools included: brand audit, color palette generator, font pairing.

Would love feedback.....

r/SideProject Astened

New Finance Tracking App

I recently added my app FinSync to the playstore. Its an app that lets you track you finances, set budgets, track who owes you money and who you owe money to, track your financial goals with much more feature upcoming like Business mode and family mode (where you can share finance tracking with your family members). I hope you give it a look and leave a review.

r/ChatGPT WheelsofFire

For those who no longer use ChatGPT, how has it changed you?

I've had my ChatGPT account since around January 2023, and... Yeah, I'm no longer in love with it. It's just... kinda there now. For those who no longer have ChatGPT accounts but are still here, how has it affected you? You you feel better or worse with or without it?

r/SideProject Dangerous_Ad_9891

I built a private notes app with a companion that levels up as you complete tasks — looking for testers (TestFlight)

Core values I built around:
· No account required
· No ads, ever
· iCloud sync — your data stays yours
Just shipped v1.1 with pin notes, tag filters, sorting and 6 languages (EN, RU, PL, IT, ES, UK).
I'm looking for testers — especially if your device language is Polish, Italian, Spanish, I want to make sure the localization actually feels natural, not just Google Translated.
TestFlight link: https://testflight.apple.com/join/c5RffJkW
Any feedback on the localization or UX is hugely appreciated.

r/SipsTea Remote_Awareness3284

Two types of attendees

r/ClaudeAI byak22

Is it good to use big files for project memory?

Hi guys,

I’m a gpt user slowly approaching to Claude and wondering few things.

Using projects for long creative tasks (stories, book writing, and so on), I use some big pdf as memory for the project. But is it the best practice for token consumption?

Should I use files with different extension or should I remove them at all after the first steps? In addition, is it a good idea to keep the same chat for the same book?

Sorry if this sound obvious but never experienced token issues with gpt and wanted to optimize

Many thanks

r/ChatGPT LostCosmonaut1961

Historical leaders at Petco

The accuracy of the signs and other text (Pals Rewards in #2, the price tag on the Cleopatra one) is unreal. Image generation is well beyond where I expected it would be.

r/SipsTea DrakyulMihawk

Best animal voiceover i've ever seen

r/aivideo Battlefleet_Sol

harry potter retro anime

r/SipsTea RakeChapman13

She tortured and almost killed her boyfriend and when she got out prison she already had a fiancé waiting for her.

r/SideProject ToxicVapour

# How I built a marketplace in 6 weeks with zero code experience (before AI coding)

**Background:** I'm a structural engineer. Not a developer. Before November 2023, I couldn't write a function. **The problem I saw:** - Toptal is great but charges buyers 2x what freelancers see - Upwork/Fiverr is a race to the bottom - Nothing in the middle: curated talent, fair pricing, direct relationship **The bet:** Could one non-technical person build a working marketplace with: - Auth (NextAuth + Google) - Database (Postgres + Drizzle ORM) - Payments (Stripe Connect for marketplace split payments) - Real-time chat - Admin dashboard - Email notifications **The stack:** - Next.js 14 (App Router) - Vercel - Neon (Postgres) - Stripe Connect - Resend (emails) - Vercel Blob (file uploads) **What I built:** - Curated freelancer profiles - Direct booking (buyers see packages, book, pay upfront) - Stripe Connect → 88% to talent, 12% to platform, instant to their account - Talent dashboard (assigned briefs, earnings, reviews) - Admin tools (vetting, assignment, messaging oversight) **The hardest parts:** 1. **Stripe Connect onboarding** — getting talents through KYC without them dropping off 2. **Payment webhooks** — idempotency, handling failures, retry logic 3. **File uploads** — Vercel Blob works but limits are real 4. **Email deliverability** — Resend is great but warmup matters **What's working:** - 2 verified talents (founder profiles) - 4% acceptance rate curation model - $300-$10K project range - Talent gets paid same day work completes **What I'd do differently:** - Start with simpler auth (Magic Link vs OAuth) - Build admin tools first, not last - Get one talent + one buyer happy before building anything else **The question for you:** Is there still room for curated vertical marketplaces? Or did Upwork/Toptal/Fiverr already win? I've been thinking the wedge is: "Toptal quality, Fiverr simplicity, fair economics for both sides." Curious if anyone else has tried marketplace builds — what was your hardest technical hurdle? (If you want to see it: [studio.aussieengineers.com]( https://studio.aussieengineers.com ) — accepting applications from devs, designers, engineers.) 
r/SideProject Banton1992

I combined my love for Darts and Gaming into a Roguelike Training App

Hi everyone,

I wanted to share something I’ve been working on for the past few months.

I’ve always been a huge fan of RPGs, roguelikes, and the satisfaction of "leveling up."

At some point, I realized that standing at the dartboard for hours practicing doubles is basically the real-life version of XP grinding—so I decided to bridge that gap.

The core idea is simple:

Throw real darts at your real board and use the app's streamlined input methods to trigger your abilities and activate unique, unlockable systems. It’s built to keep your focus on the board while making the practice feel rewarding through the use of skills and Level-up-mechanics.

I’m wondering if the App Store page clearly shows what the app is about and that it’s played on a real, physical dartboard. Or does it only become clear after reading the full description? Is it obvious at first glance, or should I change something basic?

Best regards,

Yannik

Link to the App Store: Tungsten Trials

r/LocalLLaMA Final-Frosting7742

Using PaddleOCR-VL-1.5 with llama-server for book OCR

I've been running PaddleOCR-VL-1.5 via llama.cpp's server for OCR on book pages. It handles complex layouts, tables, and mixed text/figure pages surprisingly well.

Setup:
- Model: PaddleOCR-VL-1.5-GGUF + mmproj.gguf
- Backend: llama-server (Vulkan on Windows)
- Pipeline: layout detection → region OCR → Markdown with HTML tables

The pipeline can process an entire folder of page photos end-to-end. You can basically digitalise a book with a single command.

Repo: https://github.com/akmalayari/ocr-book

Has anyone else experimented with vision-language models for OCR?

r/SideProject TerrorGandhi69

[Update on my app] Built a tool to post to Mastodon and Bluesky simultaneously - now also supports images and GIFs alongside text.

Hi everyone, last week I shared my self-hosted app that allows cross-posting between platforms:

https://www.reddit.com/r/PythonProjects2/comments/1spw7ai/comment/oha7q9o/?context=3&utm_source=share&utm_medium=web3x&utm_name=web3xcss&utm_term=1&utm_content=share_button

Here is an update on it: The interface previously allowed posting only text. It now allows uploading images and GIFs.

Not familiar with the app? I use Mastadon and Bluesky as my social media apps (apart from reddit ofc). I wanted a tool that allows me to post on both the platforms simulateously and that I can self-host. So I built one:

https://github.com/cmodi306/prism-app/

I am aware that there are tons of other apps that have more features and allow to post on more social media but "self-hosted" is the key phrase here.

I built with Python + FastAPI for backend and HTML + CSS on frontend. Used Claude for frontend part as I am not skilled in frontend programming.

r/SideProject Icy_Conclusion3422

Need Marketing Partner To Make Product Gain Traction

Hi! I am building a SAAS called SureSlot focused on clinics, salons, and other similar businesses. I am looking for a marketing partner who can get me my first 10-20 users

My Pricing-
Since I am at 0 users, I am giving 40 cents per dollar made. [ SUBJECT TO INCREASE IF GOALS ARE MET ]

r/ClaudeCode Revolutionary_Mine29

Best time to switch to codex rn

4.7 has been pretty underwhelming lately, but the new 5.5 gpt model is overwhelming to say the least.

I keep seeing people obsess over Claude having like 1.2 more points in some benchmaxxed stat. Honestly, why does it matter? You literally won't feel a 1% difference in real world daily coding tasks.

I really hate OpenAI for their military contracts and corporate stuff, but credit where it's due: the new 5.5 GPT model and the rate limiting feel amazing right now.

Just look at the codex subs, every single thread is people switching from Claude to 5.5 and being completely blown away by the code quality and the generous limits.

I've been a Claude code max user for 7 months and Codex feels a lot better than Claude rn.

r/ClaudeAI jamejamejamejame

Unusable for anything under Max?

Hey all.

Using Claude cowork/code as a sort of second brain/ operating system for my startup. Running multi agent research, building web tools for our custom workflows then the usual AI chats too.

I’m hitting the limits within around 20mins then waiting for 4 hours. 6 months ago I could chat to and fro most the day with no issues.

Is anyone else using the system for a sort of company wide work partner and how have they set up to make the most of their tokens - this isn’t a hit piece of token usage - after genuine insight on different ways to go about setting up for maximum efficiency while maintaining quality out.

Thank is advance - apologies if this touches on things spoken about already. New here.

r/homeassistant weissergspritzter

Homepod Mini as Spotify connect device via Music Assistant

Hi.

I've just set up Music Assistant on my HA server and connected Spotify. I can play on the Homepod Mini in our bedroom when using the web interface but not directly from the spotify app when I expose the device via the spotify connect MA plugin. I get about two seconds of playback before it stops working. The logs don't show any errors as far as I am aware.

Anyone got this working?

Thanks!

r/ClaudeAI PriorNervous1031

Made a browser extension that adds a compress button inside Claude to save your daily message quota

Been using Claude daily and kept hitting

the limit way too fast. Got annoyed enough

to actually do something about it.

Built a browser extension called Lakon.

It puts a small button right inside

Claude next to the

send button. You click it before sending

and it compresses your prompt down to

only what the model actually needs.

No tab switching. No copy pasting.

Just click and send.

The reason this works, LLMs don't read

your prompt like a human does. They pay

most attention to the first and last few

words.

Everything in the middle like

"I was wondering if you could help me"

and "thanks so much" is basically

invisible to the model but still counts

against your quota.

Like :

77 tokens down to 17. Same answer back.

The extension is free, installs in about

2 minutes directly from the site, no

account needed. Also have a web version

if you just want to try it without

installing anything first.

Link in comments.

r/homeassistant peibol1981

Qué aporta integrar Home Pots en Home Assistant

No soy un usuario muy avanzado de Home Assistant. Mi sistema principal es HomeKit y utilizo HA como soporte para integrar dispositivos no compatibles con HomeKit directamente.

Me gustaría conocer qué ventajas tendría si íntegro mis altavoces HomePod en HA. Tengo varios repartidos por toda la casa y utilizo principalmente para escuchar música, reproducir podcast y para dar órdenes sencillas de domótica.

Desconozco si integrarlos en la plataforma de HA me podría aportar algo nuevo, o alguna mejora sobre los usos que les doy actualmente.

gracias. Un saludo.

r/LocalLLM Kasey_Kat

Looking for people’s opinions on AMD vs Nvidia GPUs for local ai PCs

Hey all,

I’m looking at a few different options for building out an ai box (also rendering and stuff but that’s not this subreddit), and I wanted to see what people’s experiences are like with Instinct MI50s and Tesla V100s (or just AMD vs Nvidia in general).

The 16 and 32GB options are both somewhat affordable, and yes, I know, CUDA is king, but with Instincts being almost half the price of their GB-equivalent Teslas, I wanted to get some extra options.

Since AMD GPUs seem to be cheaper across the board, you can see why I’m tempted in the AMD direction.

If you’ve ran either card in your labs, I’d love to hear it went.

r/SideProject Traditional_Ice_233

Looking for a technical partner to build an early-stage real-time interaction product

Hey,

I’m working on an early-stage concept focused on real-time user interaction (not typical social media / not async like forums).

Still very early, and I’m exploring the idea + validating behavior before going deeper.

I’m looking for someone who:

enjoys building from scratch

is comfortable experimenting and iterating

has experience in web / backend / real-time systems (or strong product thinking)

Not looking to hire — looking for someone who wants to build something from 0 together.

If this sounds interesting, drop a comment or DM and we can talk more.

r/SipsTea 051343134355334

Is this the right sub to post this?

r/SipsTea Helpful-Respond1025

Are you an alpha male?

r/ClaudeCode topvoce

Claude code usage increased?

So, now I have been using Claude code with Sonnet for about 3 hours, and the usage is decent. I know I am using tokens, but for some reason, it seems like the usage is not being used as usual.

I am making a lot of MCP calls; I mean, those numbers of calls usually consume my Pro 5h usage faster.

Anyone experiencing the same pattern?

r/ClaudeAI VisualAuthor8438

Weekend hack: Long nyan cat challenge🐈

Made this infinitely long Nyan Cat

Let's see how far you can scroll

You can print your cat too 👀

Built with Claude in 4 hours

https://nyan-cat-challenge.vercel.app/

r/SipsTea Accomplished_Job1904

His dad is electrician at the Zoo

r/LocalLLaMA Real_Ebb_7417

Will llama.cpp multislot improve speed?

I've heard mostly bad opinions about multiple slots with llama.cpp (--parallel > 1). I guess comparing to vLLM it might be worse at this, but I recently tried vLLM on 4 slots and it indeed improved the overall speed significantly (150-170tps decode on one slot llama.cpp to 400tps with 4-slot vLLM, of course when all 4 slots are used).

BUT vLLM handles CPU offload poorly (or I don't know how to use it properly) and, from what I heard, doesn't work with GGUFS too good, and thus, limits the available quantizations to basically int4/int8. And for many models I can easly run Q6 with llama.cpp and nice speed, but with vLLM I'd have to step down to int4 quants.

So, to the point... I'm running some benchmarks recently and on one-slot llama.cpp they easily take a couple hours or more per run. I'm wondering, if using multiple slots could actually reduce the time to complete the benchmark or it'd rather stay similar?

r/SideProject Hlbkomer

Timestamps & Summaries for YouTube - A free open source Safari Extension

Hey everyone,

I built a small Safari extension called Timestamps & Summaries for YT.

It adds a clean sidebar to YouTube videos and automatically generates:
- Clickable timestamps
- A short summary

It uses your ChatGPT login for generation, with optional Apple Intelligence support for local summaries. No API key required.

It’s free and open source:
https://github.com/Hlbkomer/YouTube-Timestamps-and-Summaries

Direct download:
https://github.com/Hlbkomer/YouTube-Timestamps-and-Summaries/releases/latest

Feedback is welcome.

r/LocalLLM dim722

Struggling with Qwen2.5

So, in order to familiarize myself with local LLMs and the available tools, I’m trying to run the Qwen2.5-Coder 7B model locally on my 16GB RX6800 GPU. My current setup is LM Studio with Continue as a VS Code plugin. I started with Ollama, then moved to llama.cpp, and then to LM Studio, which seems to give the best results.

I’m testing the model with basic coding tasks and evaluating the responses. I’m using CodexGPT to feed prompts to the model, check logs, and adjust the config.yaml. I’ve spent a few hours going from “nothing works” to “something works.”

Each prompt runs in a new chat to avoid contaminating the reasoning and to stay within the small context window. The model seems to handle code generation reasonably well, but it struggles badly with editing existing code. It often fails to understand clear prompts or generates Python edits with incorrect syntax.

In its current state, it’s basically unusable (not that I was planning any serious work on this hardware, but still).

Is this normal? Could anyone share a config.yaml for this setup?

r/SideProject Ok_Buy9455

Launched a Sudoku app on Android after building it on the side — harder to get right than I expected

Hey r/SideProject 👋

Just pushed my Sudoku puzzle app live on Google Play. This one took longer than I planned because Sudoku looks deceptively simple — building one that feels good to play is a different problem entirely.

What tripped me up:

Puzzle quality: Downloading pre-made puzzle packs felt like cheating. I built a procedural generator that creates a unique-solution puzzle every time. Getting difficulty calibration right — so "Easy" actually feels easy and "Expert" doesn't feel random — took serious playtesting.

The "feels good" details that ate my time:

• Auto-save so you never lose progress mid-puzzle

• Pencil marks for candidate numbers (serious solvers expect this)

• Mistake highlighting that doesn't feel punishing

• A hint system that nudges rather than solves for you

What I shipped:

→ 4 difficulty levels (Easy / Medium / Hard / Expert)

→ Infinite procedurally generated puzzles

→ Timer + mistake counter

→ 100% offline

Play Store: https://play.google.com/store/apps/details?id=com.appfactory.games.gamesudoku

If you're a Sudoku player — what's the one thing most Sudoku apps get wrong that drives you crazy?

r/ClaudeCode wikithoughts

Speed Got Nerfed Instead of Limits? 👀

Anyone else notice this shift lately?

Back when the community pushed back on Claude Code limits getting tighter, the official response was basically: “limits are fixed” — followed by a reset instead of any real compensation.

But here’s the weird part…

After that reset, performance feels noticeably slower. Like, not just perception — actual throughput. You get fewer meaningful coding cycles in a day, even if your limit technically lasts longer.

It almost feels like the system traded hard limits for soft throttling:

  • Before → fast output, limits drained quickly
  • Now → slower output, limits “last longer”… but productivity drops

If that’s intentional, it’s kind of a clever cost-control move:
Slow down iteration speed → fewer total tokens used → less infra strain.

But from a dev perspective, it’s a downgrade:
We’re not hitting limits faster… we’re just getting less done.

Curious if others in /claudecode are seeing the same thing or if it’s just me?

r/SipsTea Beaveric

Gym Socialising

r/ClaudeCode hibzy7

Opus 4.7 is really really Dumb!!! Should have given us the Prime 4.6 back instead

r/ClaudeCode GeoPolyx

Immediately hit the limit with almost zero work from Claude...

So apparently I hit the limit with 0s thinking and a 30 lines of code read and a simple grep tool... that's embarrassing, guess it's time to cancel the subscription...

Details:
- Decided to try Opus 4.7, gave it a complex feature to work on, not much code but very complicated. It hit the session limit after some work, which I assumed is ok, at least it got something analyzed.
- This morning, decided to let it continue its work but it almost immediately hit the session limit and consumed 31% of my weekly limit...

r/SideProject momostito

Planning on Product Hunt Launch - Early June 26' - hit me with your tips

Hello fellows builders - your input here will useful and much appreciated -

(Launching a B2C Product soon :)

r/SipsTea krunal23-

Imagine finding this on your farm

r/ClaudeCode shinytoyrobots

Put together a config kit for running Claude Code skills against other providers - curious what you all think

I've been building up a pretty big skill library in Claude Code — a bunch of top-level skills, plus agents and context files. I'd set up model: frontmatter across my skills to try to route work efficiently.

When I pointed Claude Code at DeepSeek through a LiteLLM proxy, the wire format translated fine, but the skills immediately started breaking on the frontmatter. The model had no idea what to do with tier names like opus or sonnet.

So I mapped model names across providers. That fixed the routing, but then a bunch of other stuff broke.

Four failure modes that I ran into: thinking blocks don't round-trip between turns, custom MCP tools tied to claude.ai, array schemas that OpenAI would reject, and models that have don't know what to do when Claude Code would spawns subagents.

So I put together a configuration kit. Shell functions, provider YAML templates, a thin ASGI middleware layer that patches requests before LiteLLM sees them, and a SessionStart hook that briefs the model on how Claude Code's agent conventions work. Not a new runtime - just the plumbing to make existing skills portable.

I've got three providers that seem to be working fairly well end-to-end now: DeepSeek, OpenAI's GPT-5 family, and Gemini 2.5 Pro.

Some caveats:

  • DeepSeek's legacy model names (deepseek-chat, deepseek-reasoner) work fine, but the V4 names trigger a reasoning mode that Claude Code can't round-trip. Deprecation deadline is July 2026, so I need to delve into a real fix.
  • Non-Claude models sometimes hallucinate tool unavailability. Tell you a tool doesn't exist instead of calling it (interesting change from the usual hallucinating into existence something that isn't real!). The SessionStart hook helps but isn't a complete fix.
  • Custom agent definitions work via the hook (it enumerates your agents and tells the model how to launch them). DeepSeek and Gemini are doing pretty well handling this. OpenAI picks the wrong launch pattern more often.
  • Quality varies. These models aren't Claude. Multi-agent orchestration works, but you notice the difference.

Ships as a bash installer. One command, pick your provider, your existing workflows run.

github.com/shinytoyrobots/claude-code-provider-kit

Would love to hear if anyone else has been poking at this kind of thing, or if you kick the tires and run into something I haven't hit yet.

r/SideProject catwilde_

Changes cover

My take on the tragically beautiful Changes, by the almighty Black Sabbath.

An expression of loss.

I love most of their library of greatness but covered this song as it's a reflection of their softer, vulnerable side.

I'd appreciate your thoughts. Thanks for listening.

We miss you, Ozzy!

https://youtu.be/V8V0lBoFjz8?si=H2lCG06UnBPU-yMU

r/SipsTea Smug_Designer

What is on the note?

Give your best suggestion

r/aivideo OkWealth7666

Lil Pig - Rap Single

r/SideProject Difficult-Angle-4715

I want to tell you what I built — properly, without the marketing language.

I'm Faheem. People call me Pavu. I work as a paramedic in Singapore. Between my shifts, I built an intelligence platform called OnTheRice (ontherice.org) from scratch, alone, without a computer science background or institutional funding.

I want to explain what it actually does, because it doesn't fit neatly into any existing category.

It's not a news aggregator. It's a signal detection platform.

There are more than twenty specialized intelligence engines running simultaneously. Each one covers a distinct domain:

Global Finance, Forex Signals, Sports Signals, Culinary Signals, Fashion Trends Engine, Genesis Cryptocurrency, Emerging Brands, New Inventions, CrimsonWatch (humanitarian atrocity detection), AI Opportunities Singapore, Websites Breakout, Odyssey (novel science and discovery), Singapore Trending Activities, Online Games and Crypto P2E, The Arts, Private to Public (pre-IPO tracking), 7-Day Virality Engine, Social Media Trends, Shadow Wire (non-English global signals before English media picks them up), Price Hike Detector, and Wellness & Fitness.

Every signal is scored 0–1000 through an 8-AI consensus model.

Multiple AI systems independently analyze each signal. The final score is the median (not the mean) which prevents outlier models from distorting the result. Evidence trails are mandatory. A signal without verifiable sources is rejected outright, regardless of how compelling it appears.

The scoring tiers are simple and strict:

Below 600: Noise. Automatically blocked.

600–699: Watch.

700–799: Emerging Opportunity.

800–899: Strong Signal.

900–1000: Critical. Act now.

What this looks like in practice:

On a single morning the platform might surface: Alcaraz withdrawing from clay season before the press conference (980 — Critical), Nvidia crossing five trillion in market cap (980 — Critical), a nuclear energy IPO trading at record demand (928), a 15-year-old cricketer breaking IPL records before mainstream sports media covers it, a pistachio affogato kiosk opening in Telok Ayer before the queue forms (780 — Emerging), a humanitarian flashpoint in the UAE before it leads the evening news (722), and a fashion movement called Desi-Futurism emerging at Coachella (942 — Critical).

That range is the entire point. I didn't build OnTheRice for one type of person.

I built it for anyone who wants to understand what the world is doing right now, not what it did yesterday.

Why I built it:

I couldn't find anything that actually did what I needed. Intelligence platforms with this scope existed inside hedge funds and government agencies. Not for everyone else.

I believed that was wrong. So I built it.

The platform has been audited at 891–901 out of 1000 in technical quality. What I built alone is, by most measures, the output of a senior engineering team over twelve months.

I'm not saying that to impress anyone. I'm saying it because I want you to know this is real, it's solid, and it works.

OnTheRice.org — live now. Android app coming within days.

r/ChatGPT Loose-Tumbleweed9791

Why does ChatGPT correct users for minute, often irrelevant details?

I've observed that ChatGPT will frequently focus on correcting or qualifying the technical aspects of a given inquiry, and these "corrections" seem to take precedent over actually answering the user's question. At times, the AI even seems to manipulate the question or statement in such a way that it can "find" faults or errors where there are none. Has anybody else noticed this? Later models seem especially pedantic.

r/homeassistant plantsforhiretcg

Cannot get Simplisafe authorization code to work

I have been at this for a few hours, and I can't understand why I'm unable to get the Simplisafe authorization code to work. I followed the instructions on getting the code, wouldn't work. Thought to switch from Safari to Brave, still doesn't work. Clear history and cache, doesn't work. Switch to Chrome browser, still no luck. I have multi factor authentication and was using a text to my phone option to each one. Is there something I'm missing? I've tried everything I could possibly think of. I had to upgrade my python version from 3.9.6 to 3.10.5. Any and all help is greatly appreciated.

r/SideProject Hxzzp

I'm a rap artist with 40M+ streams. Spent 6 months building the vocal mixing tool I wish existed when I was 19.

Quick backstory: been a solo rap artist for 12 years. Started broke, $100 mic,

no engineer, learned mixing the hard way on YouTube. Eventually got good,

now im sitting around 40M+ streams. But the cost was years of late

nights chained to plugins, and every artist friend pulling me back into

that hole asking for help with their vocals.

Six months ago I started building Lumilio. Web tool: drop in a dry

vocal, get back a mixed stem that sounds signed. There's a "match this

reference" mode that analyses a track and tries to put your vocal in

the same world.

First product I've ever shipped.

Public launch in a few weeks. Waitlist is live, first 100 get early access

+ 50% off the Studio tier for 3 months.

lumilio.io

Down to answer any questions, and honest feedback welcome - design, copy, positioning, whatever you'd change.

r/AI_Agents Eastern-Surround7763

kreuzcrawl, an open source Rust crawling engine with 11 language bindings

kreuzcrawl is a high-performance web crawling engine. It was designed to reliably extract structured data, operating natively across multiple languages without enforcing a specific runtime.

The MCP server is integrated from the start, enabling web-crawling AI agents as a primary use case. Streaming crawl events allow real-time progress tracking. Batch operations handle hundreds of URLs concurrently and tolerate partial failures. Browser rendering supports JavaScript-heavy SPAs and includes WAF detection. Supported languages are Rust, Python, Typescript/Node.js, Go, Ruby, Java, C#, PHP, Elixir, WASM, and C FFI, and each binding connects directly to the core engine.

Would love to hear your feedback!

r/n8n Present-Shopping-604

Quero aprender a fazer isso

pessoal, estou iniciando agora nesse nicho do n8n e queria fazer um assistente pessoal de IA no whatsapp e queria apenas essa funções

1-fazer lembretes de algum horario ou data específica

2-service como uma IA normal onde fazemos perguntas e ela elabora uma resposta

mas não tenho ideia de como fazer isso, pesquisei no youtube e tudo que eu acho são videos sobre IA de atendimento

como posso fazer essa minha idéia?

r/Anthropic EchoOfOppenheimer

You're right to push back.

r/ChatGPT Disney2123

ChatGPT making skit scripts when I take notes on One Tree Hill instead of deep dives of the story

Whenever I prompt ChatGPT to take a deep dive on One Tree Hill moments, it sometimes makes scripts for fanfiction instead of telling facts and symbols on what the moment is. For example, Nathan’s speedway accident becomes a script instead of a deep dive in the story highlight in the show.

r/SipsTea EnvironmentalToe2536

Me and my fine shyt one day

r/aivideo FatesEdge_Youtube

The Whispering Wild | AI Interactive Storytelling

r/ClaudeAI AppearanceSingle805

Anthropic's support system is broken by design — there is literally no path to a human for billing issues

This isn't a post asking for help with my account. I want to talk about the structural problem with Anthropic's support system, because I think more people should be aware of it before they pay for a subscription.

The situation that exposed this:

A gift subscription (Claude Max 20x) vanished mid-period with no warning, no email, no explanation. Invoice and receipt confirmed it was valid. The subscription simply disappeared from the billing page entirely — not expired, not greyed out, just gone.

What Anthropic's support actually looks like:

  • The only real-time support is "Fin," an AI bot (Intercom). No phone. No live chat. No direct email.
  • Fin cannot escalate to a human. Fin cannot create a billing ticket. Fin cannot confirm whether your issue has been forwarded anywhere.
  • Fin loops. It will ask the same clarifying questions repeatedly across the same conversation even after you've answered them.
  • Anthropic's own documentation says "if the issue requires further investigation, Fin will forward your inquiry and someone will respond by email." In practice, Fin never confirmed this happened, and nothing was forwarded during the chat.
  • Eventually, an automated email arrived (from support@mail.anthropic.com) acknowledging the issue was real and abnormal — but suggesting a self-service refund flow that requires an active subscription to be visible in the account. Which it isn't. The email ended with "Is there anything else I can clarify?"

The core problem:

When the support system itself malfunctions — or when the billing issue is caused by a backend error — there is no escalation path. The AI bot tells you to use a self-service flow. The self-service flow requires a working account state. The account state is broken. You are stuck in a loop with no exit.

Anthropic charges $200/month for Max plans and sells gift subscriptions. The support infrastructure does not match that price point.

Has anyone else hit this wall? And has anyone actually managed to get a billing issue manually resolved by a human at Anthropic?

r/ChatGPT Disney2123

My concern with ChatGPT with Wiggles history.

When I was gathering information about The Wiggles, one of the generations is this:

2. Evie Ferris

Evie Ferris remains a Blue Wiggle, not Yellow

She did not become a “secondary Yellow”

👉 Her role stayed tied to:

Ballet

Blue skivvy

No. Evie became the secondary Yellow Wiggle when Kelly left because she is representing indigenous Australian culture. Lucia Field stepped in as the new secondary blue like her father Anthony.

r/SideProject Aapashyampam_kiriki

I built a simple Image & PDF tool to avoid sign-ups and paywalls looking for honest feedback

I built a simple tool called ImageAndPDF.com after getting frustrated with other websites that force sign-ups or ask for payment right at the download step.

The goal was to keep it minimal, fast, and usable without creating an account.

It’s still a work in progress, and I’ve already received some helpful feedback from a few people, which helped me improve a few things.

If you have a minute to try it, I’d really appreciate your honest thoughts, especially if anything feels confusing, slow, or missing.

Thanks in advance!

r/homeassistant jklo5020

Shelly Relays: WiFi or Zigbee?

Hi everyone!

I’ve been using WiFi Shelly relays in my Home Assistant (and HomeKit before that) setup for a few years now.

The first gen Shelly 1PM in the outlet for my washing machine seems to have finally given up and is in need of replacing.

I have a strong WiFi network but was curious to test out the Zigbee version (1PM gen4). How’s everyone’s experience with Shelly over Zigbee?

Thanks in advance!

r/ClaudeAI Ammonwk

When Opus 4.7 does think, it *really* thinks

r/SipsTea Berlow_Perita

Can someone explain this in easy way?

r/LocalLLM 100daggers_

🚀Pocket LLM v1.5.0 is out: offline Android LLM chat with voice, image input, OCR, and camera capture

I just released Pocket LLM v1.5.0🚀

New in this release:

- 🎙️ Voice input

- 🖼️ Image input with OCR and Gemma native image support

- 📷 Camera capture with retake, crop, and photo review

- 🗂️ Previous chats side panel

- 💾 Downloaded model deletion to save storage

- ⚙️ Editable model instructions with presets and custom prompts

- 🎨 Light/dark mode, accent colors, and font-size controls

- 📋 Copy option for assistant responses

🔗 GitHub: https://github.com/dineshsoudagar/local-llms-on-android

🚀 Release: https://github.com/dineshsoudagar/local-llms-on-android/releases/tag/v1.5.0

r/SipsTea Upper-Fall-7259

Can never get over this

r/LocalLLaMA Eastern-Surround7763

kreuzcrawl, an open source Rust crawling engine with 11 language bindings

kreuzcrawl is a high-performance web crawling engine. It was designed to reliably extract structured data, operating natively across multiple languages without enforcing a specific runtime. See here: https://github.com/kreuzberg-dev/kreuzcrawl

The MCP server is integrated from the start, enabling web-crawling AI agents as a primary use case. Streaming crawl events allow real-time progress tracking. Batch operations handle hundreds of URLs concurrently and tolerate partial failures. Browser rendering supports JavaScript-heavy SPAs and includes WAF detection.

Supported language interfaces are Rust, Python, Typescript/Node.js, Go, Ruby, Java, C#, PHP, Elixir, WASM, and C FFI, and each binding connects directly to the core engine.
Kreuzcrawl is part of the Kreuzberg org: https://kreuzberg.dev/

Feedback and contributions are welcome:)

r/ClaudeCode Raidrew

Opus 4.7 is complicated

After heavy use of Opus 4.7, I’ve got a clear read on the model’s quality compared to 4.6.

4.7 is an incredible model, fantastic. The problem is it’s complex to handle.

4.6 did everything on its own. On that front, it was incredible and way ahead of 4.7. Output was always 8/10, even when the input sucked.

4.7 is unforgiving. Either you build an agentic context management system with md structure, tool handling, etc., or you get nothing out of it. Output is 2/10 until you set it up right. Then 50/10.

That’s exactly the problem: even when I can design systems with exceptional output, it eats up time, and instead of thinking about the task I’m thinking about the Claude Code structure.

It’s a trade-off I’ll take gladly for some tasks. For others, I’d like to get by with light prompting and an 8/10 result.​​​​​​​​​​​​​​​​

r/SideProject ToeInternational3312

Reworked my App Store screenshots — roast them please

Been working on my side project for a while and finally got around to redoing the App Store screenshots. The old ones felt generic and weren't really selling the app.

My process this time:

  • Used Claude to generate design templates and explore different layout directions (was genuinely impressed with the output)
  • Pulled the best ideas into Figma and refined everything — typography, spacing, color, copy

Now I want honest feedback before I push them live:

  • Does the value prop land in the first screenshot?
  • Is the visual hierarchy clear?
  • Anything that screams "made by a developer, not a designer"?

Roast away, I can take it 🙏

r/ClaudeCode fakebizholdings

Users of Superpowers Plugin

Since Opus 4.6, have any of you noticed when using this plugin, that it will just hang and timeout?

r/ChatGPT Nukemarine

Asked Gemini and ChatGPT to create a stereoscopic image of a car driving through a city street. Seems Gemini fared better.

ChatGPT seems to have more pop out errors with clouds and shadows.

r/ChatGPT Safe-Buyer8695

Im not using any AI to make my next film, but I thought it would be fun to make a poster with AI to see whats possilble. Many iterations were involved.

Just to be very clear: I am NOT replacing an actual poster designer for when its time to actually create the official poster. I have already paid poster designers in the past, and I will 100% do it again.

r/SipsTea trekwithme

Even Google can’t speak Swedish

From my drive yesterday

r/SipsTea Direct_Coconut_2593

Things didn't Changed

r/mildlyinteresting Pale-Ad7125

A Betty boop church I found

r/SipsTea iYessyyy

If only you knew how bad things really are...

r/ChatGPT ObliviousRounding

OK take it easy

r/automation astrheisenberg

finally got iMessage integration working with Node without using those weird AppleScript wrappers

Spent way too much time this weekend trying to pipe some local server alerts to my phone. I always hated how hacky the AppleScript solutions felt for iMessage automations.

I ended up finding an open-source TypeScript SDK called iMessage Kit that’s actually built for Node/Bun. It handles sending and receiving messages pretty smoothly. It’s much cleaner than the usual workarounds.

If you're looking for something similar, just search "photon imessage kit". It’s been working fine so far, though I'm still seeing how it handles heavier group chats. Anyone else found a better way to do this natively?

r/ClaudeAI FirmPickle

Anyone work at an MSP that has/is implementing Claude Code (or adjacent) frameworks?

Curious if I can learn anything. I'm the "AI guy" at work, and am absolutely not utilizing what is available. Currently playing with a Nvidia DGX Spark for internal business use (SMB) but curious if anyone has any first hand experience/knowledge from the MSP perspective?

r/ChatGPT tentcamels

chipotle from image 2.0

check out image 2.0's more realistic capabilities

r/SideProject Tonad0r

Explority - Advice

Hey everyone,

Sharing my app and asking for some advice.

You see a reel of an amazing restaurant or a hidden travel gem, but the creator didn't tag the location or name the place in the video. And I hate that even when I have them saved in the app, I always forget and it is hard to track the saved videos.

I built a cross-platform app to solve exactly that. It uses AI to analyze short-form content and do the heavy lifting for you.

What it does:

📍 Auto-Location: Extracts the specific place/restaurant shown in the video.

📝 Summarization: Gives you a quick brief so you don't have to re-watch.

💡 Smart Recs: Suggests similar spots nearby the identified area.

📲 Works everywhere: Supports Instagram Reels, TikTok, and YouTube Shorts.

The "Magic" Feature:

The part I like the most but struggle to explain to users is the workflow. You don't need to copy-paste links.

On Android, you just:

Hit the Share button on IG/TikTok/YT.

Select Explority from the share sheet.

Done. The app handles the extraction instantly.

I’d love to get some feedback on how to make this "direct share" feature more intuitive. Is it clear enough?

Check it out here: https://play.google.com/store/apps/details?id=com.tone.explority

Would love to hear your thoughts!

r/ChatGPT Profanion

It seems even extended thinking 5.5 version fails at "ea" in "sergeant" test, something that many LLMs struggle with.

But then again, it's English orthography. And you can't reason with English rules and exceptions.

r/Anthropic Meowdevs

Claude 4.7 and Google docs

I have connected my Google drive to Claude and according to Anthropic website, Claude can read a Google Docs, create a Google Docs, edit a Google Docs yet according to Claude, it doesn't work. Claude can indeed read a doc but cannot edit or create for some reason. Does anyone here have this problem or a fix? Thanks in advance.

r/SideProject Davibeast92

Built a quiet pour-over coffee timer that paints your brew when you‘re done

I'm a designer in Taiwan. Every morning I make pour-over coffee, it's the seven minutes I have to myself before the day starts.

When you finish brewing, it generates an abstract painting from your brew data:water split, master recipe, time of day. Every painting is unique to that cup.

It's a PWA. No signup, no ads, no tracking. Free.

Honestly built it for myself. Sharing because some of you might enjoy it.

Feedback welcome.

r/SideProject MurkyFlan567

I kept getting shallow business advice from Claude, so I tried turning startup books into decision trees + scoring rubrics

I have been using claude a lot for business stuff lately - pricing, customer interviews, landing pages, etc.

ran into the same issue over and over:
it knows books like The Mom Test, but only at a surface level.

if you ask something like:
“how should I run customer interviews?”
→ you get generic advice like “ask open-ended questions”

but if you paste an actual interview and ask for feedbck, it kind of falls apart. it will give different criteria every time, or just vague suggestions.

so I tried making it more structured.

I took one book and turned it into:

  • a decision tree (should I even be doing this right now?)
  • a scoring rubric (same criteria every time)
  • some concrete examples of good vs bad

That worked better than I expected, so I kept going.

Now it’s about 14 books turned into these “skills,” for things like:

  • customer interviews (Mom Test)
  • landing pages (Building a StoryBrand)
  • B2B sales calls (SPIN Selling)
  • offers/pricing ($100M Offers)

one thing I didnt expect: a lot of these frameworks contradict each other.
for example, StoryBrand pushes you to position yourself as the guide, while Obviously Awesome is way more about product/category positioning.

so I ended up adding sections for:

  • when to use each framework (and when not to)
  • where they conflict
  • what seems outdated or doesn’t work that well in practice

I am not sure if this is actually useful outside my own workflow yet, or if I’m just over-structuring things.

curious if anyone else has tried something like this, or if you see obvious flaws with turning these kinds of books into rigid checklists.

If you want to poke at it:
https://github.com/getagentseal/founder-playbook

r/homeassistant --Velox--

Adding a second disk

Hi,

I'm fairly new to Home Assistant but have it all setup and working well and I love it!

I spent several annoying hours yesterday trying to work out some way to get my bare metal HA instance (X86) to recognise a second disk and use it for CCTV recordings.

I came away with the view that it just isn't possible to easily do this but as it seems like such an obvious thing to want to do, I'm struggling with this idea and hope I missed something obvious?

Heading towards just putting recordings on the main disk and trying to somehow limit how much it can use but as I have a ton of old SSD's lying around, it seems like a shame to be using loads of space on the main disk as well as wear and tear (although I appreciate modern NVME drives have a lot of available writes) when I could just use a second disk.

I don't really want to do any kind of NAS (I had the idea of making the HA a NAS and have it talk to itself then realised that seemingly I cannot do that either) and I think I would prefer to just use space on the main disk and keep HA on bare metal rather than VM it or anything to get access to the second disk.

The only way seems to be 'move data disk' but I literally only want CCTV on this SSD, I want everything else on the main faster NVME drive.

I'm out of luck right?

r/oddlysatisfying Anschuz-3009

A hound purring on getting petted

r/SideProject SkarXa

Shipped the Mac version of my iOS file converter. On-device OCR and subtitle generation were what finally pushed me to do it.

I shipped Formattery on iOS because I got tired of uploading receipts and screenshots to CloudConvert and Zamzar just to get them into a different format. Built the basic converter, added HEIC and PDF flows, kept iterating.

What I didn't expect was how fast the format list grew. People kept contacting asking for formats I'd never heard of — HLS streams, AVCHD, weird RAW variants from cameras I don't own. The current build does 80+ formats and I still get requests for more every week.

This week I shipped the Mac version. The thing I wanted to avoid was a Catalyst port that just looked like the iPad app with a cursor stuck on. It's a native Mac build with Finder drag-n-drop, keyboard shortcuts for batch work, and menu bar access. The iOS-to-Mac lift was smaller than I feared and bigger than I hoped, which is probably how every solo dev feels about it.

The two features that finally pushed me over the line were on-device OCR and SRT subtitle generation. OCR was easy in theory and genuinely hard to get right on scanned PDFs with mixed content. SRT generation runs a local transcription model, which means you can caption your own videos without uploading them or paying a per-minute cloud service. Those two alone justify the Mac version to me personally — they're things I'd been paying other people for and wanted to stop.

Pricing is $2.99 one-time, universal purchase across iOS and Mac. 50% off right now: https://apps.apple.com/redeem?ctx=offercodes&id=6759955312&code=FORMATTERY50

Store link: https://apps.apple.com/us/app/formattery-file-converter/id6759955312

Happy to swap notes with anyone else solo-shipping to both platforms. The hardest part wasn't the code, it was deciding which Mac-specific features were worth doing properly vs just copying the iOS UI wholesale.

r/SideProject Fatshaw1988

The girls absolutely lost it when ‘The Family Madrigal’ kicked in automatically as we pulled up at Nanny and Grandad’s this morning

Heading to the in-laws this morning with the girls to see Nanny and Grandad. As we pull up at theirs, "The Family Madrigal" from Encanto kicks in automatically. They go feral every time.

That song = arriving at Nan and Grandad's now, in their heads.

Built this thing called Nearplay that does this — assign a song or playlist to a place, it plays when you arrive. No phone fumbling, no asking Siri, no awkward silence as you pull up.

Then I got a bit carried away. Now I've got:

- "Family Madrigal" arriving at the in-laws (the girls choice)

- "tv off" by Kendrick arriving at work — my own personal hype

- A playlist for arriving home after work to relax me

- "Big Michael" pulling into Old Trafford (if you know, you know)

It's a daft little thing but genuinely makes life feel a bit more like a film. There's something about the right song hitting at the right moment that just lands different.

Works with Apple Music if you've got it. If you don't, you can buy a specific song on iTunes for 99p and use it forever — which is a pretty cool way to use it.

The girls' arrival song is THEIR arrival song, not something on rotation or lapses with the subscription.

Inspired by a bit in Ready Player Two where music triggers as a character arrives somewhere meaningful. That image stuck and I couldn't stop thinking about it.

All the times I’ve played a song or album or playlist to get the right vibe for arriving somewhere, picking someone up for just my mood (and the weather).

Free to try (2 drops without paying anything)

App Store: https://apps.apple.com/us/app/nearplay/id6761690544

Anyone else try to soundtrack their journeys to fit their mood and/or destination?

r/ChatGPT Baphomet875

Divirtiendome con la IA

Estaba jugando con la IA preguntándole sobre los mundos nórdicos y se me ocurrió una idea y si de los 7 mundos nórdicos fusionó 2, use de material los mundos Niflheim y Muspelheim y hice que los fusionará como si se tratara de la fusión fría y combiene el nombre de los 2 de una tal manera que quedará así Eldhrimmir y después le dije de eso creara el mundo como si de un videojuego se tratara y creo esta belleza

r/ClaudeCode Consistent_Map292

Claude Code + Opus 4.7 appears to serialize independent file reads, causing 5-8x+ higher token usage than Opus 4.6

I’ve been benchmarking Claude Code across Opus 4.6 and Opus 4.7, and I think I found a serious token-usage regression

in Claude Code’s tool loop.

It looks like Opus 4.7 is using tools much less efficiently inside Claude Code.

For a codebase documentation task, both models were asked to read every file and write docs. The repo was tiny: anExpress/SQLite API, about 12 files / 500 LOC.

The important difference was the tool pattern:

- Opus 4.6 batches work into a few model requests.

- Opus 4.7 often does one Read tool call per model request.

- Each model request rereads the large cached Claude Code tool/system context.

- So cache-read tokens explode, even though the repo is small.

This is visible in the saved Claude Code JSONL transcripts. Opus 4.7 repeatedly emits:

assistant -> Read one file

user -> tool_result

assistant -> Read one file

user -> tool_result

assistant -> Read one file

instead of batching independent Read calls after it already knows the file list.

Important caveat: the huge cumulative cache-read total does not mean one request used 400k context. It is repeated cached context across many model requests. So this mainly inflates token usage/cost/limits.

Observed Data

| Config | Claude Code | Model | Actual Opus API Requests | Tool Pattern | Cache Read Tokens | Avg Cache Read /

Request | Approx Total Tokens |

|---|---:|---|---:|---|---:|---:|---:|

| Fresh 4.6 +Tools | v2.1.34 | Opus 4.6 | 3 | Batched / few requests | 50,566 | 16.9k | ~73k |

| Fresh 4.7 +Tools | v2.1.34 | Opus 4.7 | 16 | Mostly one Read per request | 432,557 | 27.0k | ~454k |

| Last 4.6 +Tools | v2.1.119 | Opus 4.6 | 6 | Fewer requests | 80,111 | 13.4k | ~106k corrected |

| Last 4.7 +Tools | v2.1.119 | Opus 4.7 | 20 | Mostly one tool per request | 464,258 | 23.2k | ~528k corrected |

( tools are just the regular claude code tools, you can disable them by --tools "", because I tested without tools as well )

Why This Matters

This means the 4.7 run is not expensive because the repo is large. It is expensive because Claude Code/Opus 4.7 is doing a serialized agent loop:

one independent file read = one full model round trip = ~20k-30k cached tokens reread

For 15-20 tool requests, that becomes hundreds of thousands of cache-read tokens which would cook the usage limits

Investigating probable fixes right now, but this is huge, if fixed the usage of opus4.7 could decrease significantly.

r/LocalLLaMA Quiet-Owl9220

(Linux) Has anyone succeeded in using NVMe space as substitute RAM for larger models? Is it worthwhile?

So I have a consumer-grade AMD GPU with 24gb VRAM and 64gb DDR5 RAM which have served me well enough for models up to around 120B. Of course, this just isn't enough for larger models in the 300B+ range.

Storage and RAM are expensive so I'm not going to be upgrading my hardware any time soon, but I have plenty of high speed NVMe space available. Is it possible to leverage this as a workaround? What would be the method, swap file? Do I need to take any special steps to make sure something like lmstudio can actually utilize it?

I realize this will probably be much slower but I want to give it a try and see if I can make it work for me as basically a background process.

r/ChatGPT Wasilisco

How image 2.0 be looking

r/homeassistant West_Air_6294

Trying to setup Reolink cameras

I’m new to Home Assistant and recently set it up on my Mac mini using a UTM VM. I previously used Hubitat.

I’m trying to integrate two Reolink setups:

  1. Reolink Video Doorbell WiFi (D340W)
  2. Reolink NVR (RLN8-410) with about 6 PoE cameras

I have enabled RTSP and ONVIF on both devices. One strange issue is that every time I enable RTSP and ONVIF on the NVR, when I go back and check later, they appear to be disabled again.

The main problem is that when I try to add the Reolink integration in Home Assistant, I enter the device’s admin password and the IP address shown in the Reolink app, but Home Assistant keeps giving me an error saying it cannot connect.

This has been pretty frustrating. Does anyone know what might be causing this, or what I should check next?

r/SideProject zizouhuda

I researched why people hated my competitors before writing a single line of code

Since 2020 I used to offer SEO services to local businesses as an agency, and it felt draining because I was the business. Fast forward to n8n becoming a thing and "GEO/AEO" basically SEO for ai platforms, I pivoted there and used n8n automations in the hopes of not working as much "in the business" and have more time to actually work on the business.

After a while of running my agency like that I realized that I was still the bottleneck of the business, and nothing changed, still stuck, so I though to myswlf "What if an arsenal of AI agents handles everything from onboarding, resarch, content creation, auditing all the way to autoposting"

Naturally I researched if others are already doing something like this and indeed they were. Basically my focus shifted to competitor research, because I didn't want to build just another tool among others doing the same thing and no moat. I dug every review website every thread and forum about them and compiled a list of things that people were complaining about and weren't satisfied and made those things that people were looking for and wanted to see in my competitors into my main focus points/features. Then validated with a small group of testers as a cherry on top.

Finally after 4 months of building I launched it today. Happy to share what I found in the research if anyone's interested & and brutal feedback is always welcome.

r/homeassistant I_love_seinfeld

PSA: Claude had me chasing a Home Assistant fix that was impossible

Claude insisted I use Airplay for an integration I asked for help with. I spent an hour with Claude troubleshooting why I couldn't get a Wiim Amp Pro to work with AirPlay. After I questioned it, Claude finally admitted that the Wiim doesn't support Airplay. I appreciate the apology.

r/ChatGPT 41_F_AZ_brown_asian

Do any of you use ChatGPT when chatting on OLD apps or texting a potential date?

Do any of you use ChatGPT when chatting on OLD apps or texting a potential date?

I met someone on an app 2 yrs ago who wrote so well but talked completely different in person. That was the only time Ive noticed a big difference in how someone wrote and spoke. Maybe it was because he used ChatGPT. I never use it so I don't know too much about it.

If you do use it, are able to reply quickly?

r/ClaudeCode Physical-Average-184

Can we talk about the INSANE token usage and session limits recently?

Ever since 4.7 released, session limits became a nightmare to me as a Max 5x user.

Resuming a chat causing huge session usage cost is new (when you resume an old convo, you immediately get a huge bump in your session usage), and nobody is talking about it.

Resume a previous chat, and your session usage will immediately jump to 10-20%. I once made the mistake of replying to a long conversation and hit 30%+ session usage. It's exponential too, at some point it becomes impossible to keep talking on a conversation. Mind you, on older models, I've had much deeper conversations with absolutely no problems.

For the record: I'm on Max 5x plan - I barely ever hit a limit before the 4.7 release. On 4.6, I never had to worry about session limits because it would move so slow. 4.5 was even better. However, with 4.7, I'm constantly watching the session usage climb anxiously, and every message costs me between 1-3% on average which is INSANE!!!!!!

Where is this going to?

I also tried GPT-5.5 with a spec-driven development task using the superpowers:brainstorm skill. It took 45 minutes only to get to 30% of the work done and I hit my 5 hour limit mid-sesh. The task was nothing out of the ordinary too. Literally unusable unless you go for lower reasoning modes.

AI models are getting heavier and heavier, only to get microscopically better. Why? Optimization matters too, I'd like my AI models to not eat tokens like it's nothing. I feel like the un-nerfed Opus 4.6 was the peak (or arguably the 4.5), and we will only go down from here.

My theory: whatever Anthropic and OpenAI are doing, they don't care about the average developer's experience. I don't know where this is going, but it's suspicious.

r/mildlyinteresting gbeegz

This bike's VIN makes it the first 2021 Honda Rebel made

r/mildlyinteresting Daveygravyx07

The way I accidentally sliced my fingers while washing a bread knife

r/LocalLLaMA pppreddit

qwen3.6 27b poor experience

Seeing how people praise it, I tried giving it implementation plan that Sonnet generated, but qwen keeps breaking files and goes in circles:

Thinking…

The file got corrupted from multiple overlapping edits. Let me just rewrite the whole file cleanly.

⏺ The file got corrupted from multiple overlapping edits. Let me rewrite it cleanly.

Anyone else experienced this? The task was simple swift class refactoring, one file. Qwen invents python scripts to replace text instead of using Claude's built-in tools, breaks stuff, duplicates on retry and goes in circles. To me this seems pretty much unusable. Maybe I need a different harness, as I use it in Claude Code via omlx.

r/ChatGPT Master_Globalizado

Replace Chat GPT To Venice

I found this alternative as many of others exist in the market, I found it very interesting to try it in his paid version, looks so direct and is not censured as GPT,so I'm asking you people if is really worth it to make that changed

r/ClaudeAI Mysterious_Joke3321

Have you people used hooks in Claude Code?

I find them really interesting because you can do things with tool-calls (pre/post) and also when the agent stops, you can also ask it to do certain tasks it forgets.

Curious what are people using (if at all) for?

r/ClaudeCode good-luck11235

Claude Code can't log into anything. The Chrome extension already is. I connected them. It nearly double-posted a tweet

I wanted to see if Claude Code could programmatically control the Claude Chrome extension. Open the side panel, type a prompt, get a response. One Claude puppeteering another through a browser.

Took about an hour of wrong turns before I got it working, then another round of debugging to make it actually reliable.

Everything that didn't work

Fresh Chrome profile with --load-extension -- Launched a second Chrome with a temp profile pointing at the Claude extension directory. The service worker showed up in CDP targets, so I thought it worked. Side panel loaded an error page. Turns out Chrome's Secure Preferences has an HMAC tied to the profile path, and when the path changes, extensions get silently disabled. Looked loaded, was actually dead.

Symlink the real profile -- Symlinked my real Chrome profile to /tmp/chrome-link and used that as --user-data-dir. Debug port opened. Same HMAC problem. Chrome wouldn't load the extension. The symlink also wrote a First Run file into my real profile, which broke session restore. Fun.

X11 input simulation -- Gave up on CDP, went the xdotool route. Found the Chrome window via Xlib, sent XTest fake_input events for Ctrl+E and typing. Terminal kept stealing focus. My text ended up in Google's search bar instead of the extension. Also takes over your screen, you just sit there watching your computer type by itself like it's possessed.

CDP keyboard events -- Input.dispatchKeyEvent for Ctrl+E. CDP keyboard events only go to page content, not Chrome's browser-level shortcuts. Nope.

chrome.sidePanel.open() via service worker -- "may only be called in response to a user gesture." Of course.

What actually worked

sudo mount --bind. A bind mount makes the same directory available at a second path. Unlike a symlink, Chrome's HMAC check passes because it reads the same physical files (same inodes). Unlike copying the profile, it's instant.

``` mkdir -p /tmp/chrome-bind-profile sudo mount --bind ~/.config/google-chrome /tmp/chrome-bind-profile

google-chrome --remote-debugging-port=9222 \ --user-data-dir=/tmp/chrome-bind-profile \ --restore-last-session ```

Extensions load with the right IDs, cookies intact, auth works. Your real profile at a path Chrome considers "non-default."

For the side panel, skip the UI entirely and navigate to the extension page directly:

await page.goto(`chrome-extension://${EXT_ID}/sidepanel.html?tabId=${tabId}`);

tabId is required or the extension loads but can't talk to the API. Spent a while staring at an empty chat window before I figured that out.

Typing needs document.execCommand('insertText') because ProseMirror's contenteditable ignores Puppeteer's keyboard.type().

The three bugs that bit me after "it works"

Getting connected was only half the problem.

1. Chrome throttles the panel. The sidepanel opens as a regular tab, not a docked side panel. Chrome sees it as a background tab and throttles its JavaScript. The extension just... stalls. It looked broken but it was actually just frozen. I'd focus on the tab manually and suddenly it would spring to life.

Fix: two CDP calls right after you get the panel handle.

const client = await panel.createCDPSession(); await client.send('Emulation.setFocusEmulationEnabled', { enabled: true }); await client.send('Page.setWebLifecycleState', { state: 'active' });

This tricks Chrome into thinking the tab is focused. The extension runs at full speed without anyone touching the browser.

2. Polling body.innerText is garbage. My first version checked if the extension was done by grabbing document.body.innerText and waiting for it to stabilize. You get button labels, disclaimers, everything mixed in. Can't tell if it errored or is still thinking.

User messages are actually in .bg-bg-300 bubbles, assistant messages in .claude-response divs. Walk the chat container children and you get a clean conversation array with proper roles.

3. The double-send problem. The extension finished a task but my polling loop timed out (because of the throttling bug, actually -- they were linked). The script assumed failure and tried to send the same task again. Nearly double-posted a tweet. Would have been a great way to announce the project.

Before sending, check if the panel already has a user message matching your task. Skip to polling if it does.

Why not skip the extension and use CDP directly?

Because the extension has computer use. When I tell it "check my email" it opens Gmail, figures out which threads are unread, clicks into them, reads the content, comes back with a summary. I wrote none of that. Claude is in the loop at every step, handling whatever layout or modal it runs into.

With raw Puppeteer I'd be hardcoding selectors for every site.

CDP is still useful, just not as a replacement. You can intercept the extension's API calls via Network.requestWillBeSent and get structured JSON back -- what model it used, what tools it called, whether it stopped because it finished or because something broke. The responses are SSE streams, not plain JSON, so you parse the data: lines from the event stream. Way better than hoping innerText stabilizes.

So what's it like to use?

Asked it to check my unread emails. It made a 16-step plan, opened Gmail, read through threads, came back with senders, subjects, timestamps. All from the terminal, zero screen interaction. Works with anything you're logged into in Chrome.

I packaged this as a reusable Claude Code skill if anyone wants to try it: chrome-extension on GitHub

r/Unexpected Doctor_Fritz

Dip dip dip

r/mildlyinteresting Alarming_Buy_1206

Hole in in pj top lined up to give daredevil a missing tooth

r/meme riddlemewhat2

It's an endless loop

r/OpenSourceAI Busy_Weather_7064

If your agent needs 3 tries to do one task, this open source tool will show you why | Works with Claude Code, Cursor and Ollama supported

I got tired of agents that look good in demos, then fall apart on normal work.

Mine would:

  • need multiple tries to get the right answer
  • timeout on longer technical docs
  • break when tool output was slightly off
  • degrade fast when context graph got messy

So I built EvalMonkey. Runs with Claude Code or Cursor.

It is an open source local tool that runs your agent on normal tasks, then intentionally makes things messy to show where it breaks.

Examples:

  • bad or malformed tool output
  • schema drift
  • rate limits and latency
  • long context
  • noisy retrieval
  • prompt injection variants

The goal is simple: not just "can the agent solve the task?" but "why does it stop being useful once the workflow is real?"

Runs locally. Ollama supported. Apache 2.0.
Repo: https://github.com/Corbell-AI/evalmonkey/ [Please check it out and star if you find it useful]

Curious what is the most annoying failure mode people are seeing right now:
wrong answers, too many retries, tool failures, long docs, or something else?

Appendix - benchmark numbers for well known open source agents :

Agent hotpotqa truthfulqa mmlu Average baseline GPT Researcher 66 65 56 62.3 deep‑research (dzhng) 66 65 0 43.7 OpenResearcher 25 61 65 50.3 Open Deep Research (LangChain) 33 48 65 48.7 Goose 21 61 16 32.7 Agent Baseline avg Chaos avg Drop (baseline − chaos) Production reliability GPT Researcher 62.3 26.8 35.5 48.1 Open Deep Research (LangChain) 48.7 39.5 9.2 45.0 OpenResearcher 50.3 32.8 17.5 43.3 deep‑research (dzhng) 43.7 42.5 1.2 43.2 Goose 32.7 50.3 −17.7 39.7
r/meme riddlemewhat2

I'm just a simple guy

r/funny UnhappyStatistician2

Mother nature flips you off

r/interestingasfuck Ok_Concentrate_9713

A 40-watt outdoor full-color laser light, with effects etched using FB4.

r/oddlysatisfying HorseCaaro

Random (blind) poll on twitter

r/LocalLLaMA Ok_Warning2146

The exact KV cache usage of DeepSeek V4

Figure 1 of DSV4 paper seems to imply that DSV3.2 uses ~50GB at 1m context and DSV4 uses

~5GB:

https://huggingface.co/deepseek-ai/DeepSeek-V4-Pro/blob/main/DeepSeek_V4.pdf

From my own calculations, the correct FP16 KV cache at 1m context should be:

Model Params 128k 160k 1m KV% V3.x 671B 8.58GiB 10.72GiB 68.63GiB 5.11% V4 Flash 284B 0.76GiB 0.95GiB 6.08GiB 1.07% V4 Pro 1600B 1.09GiB 1.36GiB 8.71GiB 0.272%

So while KV cache saving is not 9.5x but 7.879x. It is still very impressive. If you look at the KV% metric, then we are seeing close to 20x gain. This basically obliterates all current transformer-SSM hybrid models' KV cache usage. But the transformer-SSM crowd can just use DSV4's CSA and HCA on their transformer layers to catch up.

At this KV cache usage, that also means when DSV4 is supported at llama.cpp, we can easily run 1m context for DSV4 Flash on 256GB RAM and 3090 or for DSV4 Pro on 1.5TB RAM and RTX 6000 Blackwell. I suppose the various speed gain mentioned in the paper can make this viable.

While DSV4 Pro doesn't do well at artificial analysis. We can expect Kimi and Zhipu will make derivatives off it such that we have a beast that uses very little KV cache.

All in all, DS is still doing very well as the research backbone of the Chinese AI scene.

PS More detailed calculations for people interested. Please let me know if I did any math wrong:

Based on what I see by actually running V3.2 with llama.cpp, the actual FP16 KV cache usage for DSV3.2 is 10.72GiB at 160k context and 68.625GiB at hypothetical 1m context.

This number can be validated with the per token per layer MLA KV cache formula:(kv_lora_rank + qk_rope_head_dim) * precision = (512 + 64) * 2 = 1152 bytes. So for 61 layers and 1m token, it will be 1152*61*1024*1024 = 68.625GiB which is not 50GB.

On the other hand, for DSV4 Pro, it has 30 CSA layers and 31 HCA layers interleaved. My understanding is that CSA only stores 1/4 of MLA KV cache, so per token per layer is 288 bytes and HCA only stores 1/128 of MLA KV cache, so per token per layer is 9 bytes. Therefore, KV cache at (288*30+9*31)*1024*1024 =~ 8.70996GiB. So KV cache saving is 7.879x not 9.5x.

For DSV4 Flash, the first two layers are Sliding Window Attention with a window size of 128 tokens. Normally, for these two layers, the per layer KV cache for any length longer than 128 should be 2*n_head_kv*head_dim*precision*window = 2*1*128*2*128 = 65536 bytes. The current llama.cpp implementation adds 256 byes to the window for better batching, it becomes 2*1*128*2*(128+256) = 196608 bytes.

There are 21 CSA layers and 20 HCA layers for DSV4 Flash, so the KV cache at 1m context is (288*21+9*20)*1024*1024+2*196608 = 6.0824GiB. This is 11.3x saving compare to DSV3.2 not 13.7x as claimed.

r/Damnthatsinteresting thepoylanthropist

Female leopard wakes up male leopard and performs the mating ritual.

r/LocalLLaMA MK_L

Vs code extension

Which coding agent extension are most of you fining best with LM studio as the local server 🤔

Im running qwen 3.6 27b

Ive used Cline and continue mostly.

I haven't checkout all the options but im looking for something that looks and feels like codex ( for me this has been Cline)

Im currently working an writing my own so it can be lm studio specific will all of the api calls coded in (something Cline is missing for me)

r/SideProject OGMYT

how do you folks stay updated on new self-hosted tools without getting overwhelmed?

lately i've been diving into self-hosting more—mostly exploring rss aggregators, lightweight ai inference setups, and indie developer tools that don't phone home. there's so much cool stuff popping up: wrangler for tiny rust services, listmonk for newsletters, teedoc for static sites. but the signal-to-noise ratio is getting rough.

i used to rely on hacker news and mastodon, but i'm missing things or drowning in low-signal threads. some projects are only mentioned once and vanish. others get overhyped but die in six months.

what i've found helpful:

  • following specific github topics like 'self-hosted', 'rss', 'privacy-first'
  • setting up a cheap vps to test things quickly without cluttering my main machine
  • using an internal wiki to log what i try, why i stopped, and what i'd use next time

but i still feel like i'm missing out on quiet gems—projects that don't have big launch posts but are solid. especially tools that bridge ai and personal data (think local summarization of rss feeds, or embedding for search).

also, when i help friends get into self-hosting, they hit the same walls: unclear setup docs, breaking changes in dependencies, or just not knowing which project is actively maintained. i've started compiling simple checklists: 'does it have a dockerfile?', 'last commit in last 3 months?', 'is there a config example?'

one thing i've realized is that the best resources aren't always the ones with the fanciest site. sometimes it's a github comment thread or a reddit post from six months ago that explains a gotcha.

i'm working on ways to surface those quietly useful projects—especially ones that are beginner-friendly but not just 'another docker-compose file'. the goal isn't to collect every tool, but to help people find the ones that stick.

i've been collecting these at https://conduit.arewefriends.org/

r/SideProject Left-Prune1657

Free South Park Random Episode Picker

I got tired of picking an episode of South Park so I made a South Park roulette. Click the button and get an episode. I also added classic seasons only mode (1-8) bc the old ones are the best.

Check it out here:

https://jantzmorgan.github.io/South-Park-Roulette-/

r/me_irl ImportantSimone_5

me_irl

r/funny M4URiCE_

Got rickrolled at my local stores self checkout

r/homeassistant BenedickCabbagepatch

Has something happened to IKEA's new(ish) Smart range?

Here in the UK (Cardiff) at least the Myggspray, Timmerflotte and Alpstuga are all out-of-stock.

Is this because of the controversies over the devices' connectivity/reliability? Or just a logistical problem?

Was rather hoping to lean on these as a cheap option. I was tempted to jump on their last (Zigbee) generation when they were all on clearance sale but I didn't yet own my house.

The option to finance these at 0% interest across 24 months was also quite attractive x)

r/SideProject Specialist_Today5225

Solo building a “couples accountability” app — would you use this?

I keep seeing these gym couples where the guy is constantly like:
“Babe drink water”
“Did you drink water today?”
“Headache? Drink water.”
“Did you work out?”
“Did you hit glutes or skip again?”

At first I found it annoying… but then I realized — this is basically accountability, just done in the most boring way possible.

So I started building something around it.

An app where couples can:

  • send custom reminders (texts, voice notes, memes instead of dry notifications)
  • keep each other accountable for habits like gym, water, sleep
  • gamify it (streaks, shared goals, progress together)
  • even share quick updates/pictures to feel like you’re doing it together

Basically: turning “nagging” into something fun and intentional.

My doubt:
Does this actually add value, or will people just ignore it like every other habit app?

Be honest —
Is this useful or just cringe with extra steps?
What would make you actually use something like this?

r/ClaudeCode jony7

My opinion on Opus 4.7 after heavy use since release

I use Claude code for work and have a premium seat plus a generous extra credit allowance.

I have been using 4.7 along with 4.6 to have a good comparison. Here are some general things I found:

- Max reasoning on 4.7 is very wasteful it uses significantly more tokens than xhigh and the output seems to be comparable to xhigh or very marginally better where it’s not worth it. I have mostly kept it on xhigh.

- 4.7 uses more tokens on xhigh than 4.6 on max. Didn’t strictly measure this just looking at the limits manually and judging from experience.

- 4.7 has lost some of the “intelligence” of 4.6 in understanding ambiguous prompts. I have to be more detailed with my prompts vs 4.6 who could read between the lines.

- 4.7 is better at instruction following. There were some claude.md instructions which 4.6 would often skip which 4.7 always follows.

- 4.7 produces better code overall than current 4.6 and does more thorough reviews with well crafted prompts.

- 4.7 is less consistent than 4.6 and messes up more frequently. I can trust it less on its own. It also is more confident and gives me wrong answers that sound right until you double check.

- 4.7 is worse than 4.6 at non coding tasks unless you have a very detailed prompt.

Overall I’m switching to 4.7 given that it does produce better outputs with the right conditions but I hate that I have to watch it more carefully and put extra effort in prompting it. I will keep using 4.6 for non coding related work.

If I could get peak 4.6 back I would probably use that instead as it’s more consistent overall, but current 4.6 is not back at it’s peak performance level despite recent bug fixes and whatever Anthropic says.

r/YouShouldKnow Jen2493

YSK: It’s easier you think to DeGoogle and get more online privacy

Why YSK: Google products are generally considered a nightmare for your privacy due to their heavy data collection.

  • Personal information: Your name, phone number, gender, date of birth
  • Your email addresses
  • Where you live
  • Where you work
  • Your interests
  • Things you search for
  • Websites you visit

Plus, according to their ToCs, “we store the information that we collect with unique identifiers tied to the browser, application or device that you’re using.”

Alternatives:

  1. Chrome > Brave / Firefox / Tor
  2. Email > Tuta Mail
  3. Photos > Ente
  4. Cloud storage > Nextcloud / Internxt
  5. Office > CryptPad / LibreOffice
  6. Maps > OpenStreetMap, OsmAnd
  7. Operating systems > LineageOS (mobile), Linux (Ubuntu, Fedora Debian)
  8. Search engine > DuckDuckGo / Qwant / Startpage
  9. Calendar > Nextcloud Calendar / Tuta Calendar

You can download your data from Google using https://takeout.google.com/

Reducing your reliance on Google can greatly improve your online privacy and give you more control over your digital life. Although it may seem daunting at first, tackling it gradually makes the process manageable. I started with Tuta Mail, and invested in a NAS which is use with Internxt and Backblaze. The rewards of reclaiming control over your privacy make the effort worthwhile.

Feel free to suggest other helpful resources, the degoogle or privacy guides sub also have some good places to start.

r/PhotoshopRequest Electrical_Holiday69

Please flip jacket so name reads properly and zipper is on her left? And reduce eyelashes

Please jacket so name reads properly and zipper is on her left? And reduce eyelashes/makeup so they look a little more natural. Thank you!!!

r/meme Commercial_Shock_703

Reddit is that you? 😭🥀

I found Mr.Reddit in my house (toothbrush of my nephew lol)

Who hurted Mr.Reddit tho XD

r/confusing_perspective Necessary-Win-8730

IT help

r/homeassistant GenericUser104

is there a way to make this card longer ?

r/Damnthatsinteresting HorseCaaro

Probability matching on a blind poll

r/ATBGE underscoresNL

Nice crafted burger

r/SipsTea Rare_Fig_4579

If you are not gonna obey the law of the land, why did you migrate there?

r/LocalLLaMA Trovebloxian

What kind of model or harness would be the best for teaching stuff to you from documents

Going through university right now, and we have massive 100 page pdfs/ppts with soo much fluff that its annoying to go through. until now ive been using chatgpt for it, but realized that the output tokens are HEAVILY limited, and loses a LOT of information. rightnow im just using the 35b model locally and the qwen3.5plus model for larger docs. what can i do to make this more accurate/detailed, ie better. (telling it to be more detailed and not skip over anything didnt help xD)

r/SideProject fullstackdev-channel

I build platform for product managers

PMRead is live now.

It’s built for the part of PM work that quietly wastes the most time -

summarizing calls, cleaning notes, rewriting PRDs, and defending priorities with “trust me”.

PMRead takes raw customer feedback (transcripts, support tickets, docs) and generates a PRD with:

clear problem statement + user impact

key pain points + evidence

requirements + acceptance criteria

risks, assumptions, open questions

citations linked to real customer quotes (so stakeholders stop arguing)

Big goal - less PRD guesswork, faster alignment, fewer wrong sprints.

Free plan is available if you want to test it.

r/meme Bright-Outcome-9904

They are naturals

r/homeassistant BenedickCabbagepatch

What (Smart?) Speakers can accommodate Home Assistant automations to play BBC Sounds and/or stream audio directly from my PC?

Hoping this isn't an example of a newbie trying to run before he can walk but, as this will affect a purchasing decision, I wanted to ask upfront.

I'd like some speakers to use in my house, but they have to suit the following use cases:

  1. I'd like to set them up so that when I trigger a motion sensor in the morning (by walking into the kitchen), it automatically starts playing Radio 4, probably via BBC sounds.

  2. I'd like to be able to stream audio from my PC directly to the speaker. I'm guessing Chromecast is the best way to do this? My reasoning is because I'm a heavy Spotify user, but I can only use it in my PC's browser as I use an add-on to mute/skip Spotify ads. I can't do this (at the moment anyway) with my phone, so audio has to come from the PC. I do use my phone to control the Spotify playback remotely, though, via the app.

I was thinking it's probably best to use Google Nest, as that will work for Use Case #2, but I am unsure whether it will work with Use Case #1?

The reason I'm quite set on WiFi is because my house is 4 stories and I've already invested in WiFi mesh units, meaning I have already spent money to have good signal across the home.

As for Home Assistant - total noobie here, so the thing I'm going to work on first is a simple lighting setup in my office to be triggered by motion sensors :) I'm all set up on an old laptop for the timebeing.

r/SideProject Fanofoot

I built a calculator that tells you how many days of your life a purchase actually costs

Hey r/SideProject 👋

I'm a Chartered Accountant in Mumbai. For 12 years I've watched smart

people — including me — make stupid purchase decisions because we

think in rupees instead of *time*.

So I built **truepriceof.com**.

You enter 3 numbers:

  1. Price of the thing you're about to buy

  2. Your monthly take-home

  3. Your monthly surplus (what's left after rent/EMI/food)

It tells you the real cost in:

- Days of your working life

- Months of savings gone

- What that money would be worth in 20 years at 10% compounded

- A blunt verdict: STOP / RECONSIDER / PAUSE / SPLURGE / GO AHEAD

It's 100% browser-side. No signup. No tracking of your numbers.

Nothing stored. The whole thing is one HTML file.

**Why I built it:** I almost bought a ₹1.2L gadget last year. Ran

the math out of habit. It was 6 weeks of my life and ₹8L in 20

years. I didn't buy it. Realised everyone needs this calculator

before checkout, not after.

**What I'd love feedback on:**

- Is the verdict logic too harsh? Too soft?

- Does the "days of your life" framing land, or feel preachy?

- Anything broken on mobile / weird browser?

- Currencies missing? (I have 50+ but might've missed yours)

Link: https://truepriceof.com

Brutal honesty very welcome. That's the whole point of the tool.

r/BrandNewSentence RealAnthonySullivan

Goofus Mcdoof Business Horse

r/midjourney EleanorKalatheraine

(reposting) Abstraction animation

r/Jokes Early_Yesterday443

Church

It was Christmas morning and the family were plodding home from church through the snow, discussing the service. They all seemed to have a bad word to say. Dad thought the bells had been rung dreadfully; Mum thought that the hymns were badly chosen; the eldest son fell asleep during the sermon and his twin sister could not agree with the prayers: all except for the youngest boy who opined; 'I don't know what you are all complaining about; I thought it was a damn good show for a penny!'

r/oddlysatisfying MambaMentality24x2

Locked in and steady, doesn’t miss a shot

r/ChatGPT jekecrafer

Image 2.0 is cooking

r/Whatcouldgowrong rss3091

WCGW while opening the car door for your wife flashily

r/homeassistant tremby

My favourite little automation

I see posts most days with people asking what neat automations people have come up with.

Here's one which we find useful and use frequently, and it's so simple.

We live in a place which looks exactly the same as our neighbours', and the house numbers are badly placed, not easily visible, and not easy to read even if you find it. Not something we're allowed to change.

We even get neighbours accidentally walking up to our door sometimes and I've done the same, walked up to a neighbour's door before realizing wait this is not my place.

Guests of course struggle too.

To help solve that I have a button on a dashboard called "visitor beacon". When that's hit, the porch light turns green, and it'll stay that way for an hour then automatically cancel. The button lights up to be the current colour too so we know it's on, and it shows the expiry time so we can restart it if need be. It can also be cancelled manually of course, and it'll cancel automatically if the door is opened, setting the light back to its usual state for that time of day, so we won't forget to switch it back off when it's no longer needed. So when we're expecting someone, we just tell them to look for the green light and hit the button.

It definitely has what I'm often seeing described here as "wife approval".

r/maybemaybemaybe ThodaDaruVichPyar

maybe maybe maybe

r/funny heartinflames

My mom put my dad’s ashes into a little salt shaker for the family. It makes me giggle every time I see it. Thought about getting him a little urn but honestly I think he’d giggle at it too.

r/ollama IrvanFza

Does Ollama Cloud nerf Z.AI GLM 5.1 model? I feel it very dumb since a few hours ago

I just subscribed to the Ollama Cloud Pro plan. I want to test its performance. I have been using it for several days. I always use the GLM 5.1 model since I think it's the best open source model for coding right now. I use opencode as the coding tool. While the speed is neither too fast nor too slow, it always satisfies my instructions.

But lately, in a few hours ago to be exact, the response speed is much faster, but I keep getting edit failed with a mixed response format. It also thinks the instruction is completed, while it did not edit anything!

Response example:

|Now I have all the confirmed source files. Let me compile the final comprehensive report.Now I have confirmed all the actual source files. Here is the complete and verified report.

Has anyone here experienced the same issue?

r/OutOfTheLoop Pale_Comfort_9179

What’s up with my feed feeling like a coordinated PR campaign for Bruce Gorcya?

Every fourth or fifth post is some leading question like the one in this screenshot linking to an article about how the administration has done him dirty.

https://imgur.com/a/4klVV9Y

Target link of screenshot, https://forum.legaljunkies.com/forum/forum-information/law-news/fbi-and-usa-gov-updates/91094-fbi-seized-the-book-manuscripts-of-whistle-blower-bruce-gorcya-at-gunpoint-why

r/StableDiffusion Dimayzer

Generation time tripled in comfyUI for no apparent reason

Hi everyone!

I'm using Stability Matrix v2.15.7 with ComfyUI.

Here is my system info from the current instance:

## System Info

OS: win32

Python Version: 3.12.12 (main, Feb 3 2026, 22:54:57) [MSC v.1944 64 bit (AMD64)]

Embedded Python: false

Pytorch Version: 2.11.0+cu130

Arguments: H:\StabilityMatrix\StabilityMatrix-win-x64\Data\Packages\ComfyUITest2\main.py --normalvram --preview-method auto --use-pytorch-cross-attention --enable-manager

RAM Total: 15.73 GB

RAM Free: 9.94 GB

Templates Version: 0.9.57

## Devices

- cuda:0 NVIDIA GeForce RTX 4060 Laptop GPU : cudaMallocAsync (cuda)

VRAM Total: 8 GB

VRAM Free: 6.94 GB

Torch VRAM Total: 0 B

Torch VRAM Free: 0 B

Yesterday I discovered Sage Attention, which drastically helped me with generation time, at least for video gen in Wan 2.2 (from 300-500 seconds down to 200-400).
But then something happened by the evening.
Everything, including simple SDXL workflows, started taking 3x longer than usual to generate. Wan 2.2 now takes about 800 seconds to generate a video with the same params.

I tried rebooting ComfyUI, rebooting the PC, closing all apps and creating a new ComfyUI instance in Stability Matrix without any changes. I also tried both `--lowvram` and `--highvram` flags, but the result is the same.

The only thing that somewhat helped was advice from a Reddit thread about disabling LoRAs for one generation. It did help slightly, but only for a couple of generations, and nowhere near my previous sweet spot of 300 seconds.

Another thing I noticed is that ComfyUI allocates only ~2.5 GB of VRAM when generating using heavy models:

loaded partially; 2703.81 MB usable, 2335.31 MB loaded, 12490.15 MB offloaded, 358.67 MB buffer reserved, lowvram patches: 0

I read that ComfyUI is very agressive about OOM errors in normal mode, but come on, only 2.7 GB?
I don't know if this was always the case or if it's related to my current problem. If this is normal behavior for ComfyUI, is there any way to increase VRAM usage for heavy models?
Since the issue persists even on a fresh ComfyUI instance, I suspect it might be an OS-level problem. I'm out of ideas on how to debug this. Any suggestions?

Thanks in advance!

r/todayilearned Particular_Food_309

TIL The US Government spent more than $5 billion to equip a Boeing-747 with a giant laser gun on its nose to shoot down missiles with laser beams in the sky. The project was shut down in 2011 because it was deemed "not operationally viable".

r/Weird Effective_Side5416

The weird and scariest globe ever , today is 40 years

r/Unexpected rss3091

When opening the door for your wife

r/Unexpected uiovoiu

Nice trick

r/ClaudeCode makinggrace

Tool use changes?

With Opus 4.7 is there a change in how the model is trained to use tools (or how frequently/how often)? When writing plans, Claude is frequently asking me to make decisions that rely on codebase structure -- which should be verified. (Neither Claude nor I should guess at a broken factory pattern that's been sitting in debt for a month.) This is new behavior as far as I can tell.

info: I don't use the built in plan tool--I have a few versions of planning skills based on the kind of work. All have this problem. I haven't observed this in implementation but...would I even see it? Perhaps not.

Could be an issue with the skill itself and 4.7. Before I start down that path figured I'd ask.

r/ProgrammerHumor zohaibhere

whenTokensAreRunnigOut

r/AI_Agents TheKarmaFarmer-

Model Orchestration in Codex: Separate Planner and Executor Models

Is it possible to configure Codex so that one model is responsible for high-level planning and task routing (acting as an orchestrator), while a different model is assigned to execute the actual tasks as a sub-agent?

r/LocalLLM Dokkeri

First time setting up local LLM and AI Agents - hardware advice?

I'd be looking to setup my own local Clawdbot running on a dedicated hardware as I don't trust it to work on my daily driver PC. My use case is to unsurprisingly build me a daily assistant to do various tasks, research, send updates and later when I get more accustomed to it, also to build various agents which I can inturn to use for i.e. webdesign, building applications and all that normal stuff in the community.

Now my question is on the hardware side. I was thinkin of using some local LLM for more simpler tasks and oath for heavier lifting with Codex / Gemini or other suitable models.

I'm very new to building my own AI agent setup and advice on the harddrive would be needed. I've been eyeballing on Mac Mini M4 24Gb model for this but then also there's a whole host of alternatives from M4 64Gb model which is already a lot more expensive to Mac Studios. I have no idea how much power I'd be needing and I'd want to be somewhat sensible on my first build. I'f I'm using external models for the most heavy lifting most likely it doesn't make sense to spend like 2300€ for the M4 64Gb (used) when a 24Gb M4 can be found at 1k€?

r/meme Rapii25

Me when I got a girlfriend:

r/PhotoshopRequest Emergency-Mine-8478

Grieving the loss of my kitty

hi i’m new to this so therefore i do apologize for any errors. my kitten passed away a few months ago and i’ve been going through old photos of his & found these two. would highly appreciate if someone can remove the snapchat filters on the photos. no adjustments (for example, cropping, sharpening, etc) no ai please. first time doing this, please be kind.

r/ClaudeCode iluvecommerce

some of us left the kingdom

r/ClaudeAI Short_Ad6649

Hey guys I need your Help! To Create Websites using Claude

How you guys prompt to create unique design for websites.
I tried multiple prompts with different variations read so many articles about how to prompt to create websites. But everytime the produced websites look almost similar with very little changes. It produces same hero section, same marquee text effect just beneath the hero section, Same car layout a with very little variations. Designs are monotonous. Same fade in and reveal animations on scroll in.
I created three websites One my portfolio, one for a Car dealer client and another one was restaurant all of them looked the same the same layout, same feel while I gave all of them different prompts.
I think I am lacking in prompting, Can someone guide me in the right direction?
Any help would be much appreciated.

I am a Software Engineer Myself but I specialize in Backend, I used to work as a Junior Research Scientist (It doesn't pay that well but I liked the kick it gave me).
I started as a backend engineer after college then moved into research role, I liked my previous job but got laid off need to earn money. I was thinking of starting a side hustle of creating websites as It pays well while I am searching for jobs.

r/funny FirefighterLevel8450

My wheels!

r/SideProject alfredowmm

Y Combinator be like

r/personalfinance vue9

Struggling with financial goals.

Hi there, I am 36 M, married. I lost my mother 6 months ago. As soon as I graduated, I had to take on financial responsibility. My brother and dad don't support me financially, instead, they enjoy spending and living a life. My mom used to influence them and support me morally.

(After her sudden passing, I feel that our (dad & bro) connection is lost. They have their agenda to live life than doing hard work. They both have plans to earn with huge capital that is not possible for a family that has nothing other than an ancestral house. Starting small or hard work seems to be very underrated to them. They see me as intelligent & earns but not good enough for any thing else. Maybe they do hate me. For last few years, I have distanced myself a bit. Even during health care issues, they are not interested in sharing anything with me. There are also no other relatives who could understand me or set the situation right.)

Over the years, I have cleared all the debts. About 1 crore INR in savings now (stock index funds and blue-chip stocks). No house. No car. No kids. Just my work, company health insurance, and living within the bounds of my salary & save as much as possible. For me, taking care of my mother has been my goal but it's lost now. I feel like I am stuck with no financial goal. Compared to my friends, I feel behind, slower in life, did not settle down or live a life and travel the world. I don't think I made mistakes, but I feel stuck with no reason to motivate myself. I am alive today, so I eat, live, work, but I feel empty. My wife and some friends are helping me to feel good about life and spend time with me, but the emptiness and lack of financial goal feels like an uncomfortable pause.

r/aivideo waterarttrkgl

3d model to seedance 2 render

r/SideProject torgnet

Looking for some people willing to test a journal/note app I built for myself, but seeing if it resonates with others

I am looking to get feedback from some people who might be willing to try an app, see if it resonates with you. If it does, let me know what you would improve/change. If you are more of a Notion user or others, this is likely not for you. Please really only reach out if this looks like it is a fit for you. I want good test users. Not just "Obsidian does this better" responses. :)

Drop me a message if you are interested. I am not sure the volume here so I may be slow to respond. http://www.dailydispatch.torgcrafted.com for a preview.

DailyDispatch is the name of my "app"

A private, local-first work journal. It's a single HTML file. No account, no install, no cloud. Open it in a browser and you're going. Stores to the browsers IndexDB. Fast and effortless.

What it is

I built this for myself and people like me. If your day is mostly thinking and typing (engineering, PM, design, consulting, whatever), you probably end up with a pile of meeting notes, half-formed ideas, links you wanted to read, decisions you made and forgot why. I've tried Notion, Obsidian, Apple Notes, Bear, Roam. Notion is too heavy and lives on a server I don't control. Obsidian makes you build your own system before it's useful. Apple Notes has no structure. I wanted something in between with strong defaults, fast capture, and my data on my machine.

Why I built it

I never really liked the standard calendar day view. What I actually wanted was a feed of my day, in order, by time and event. The way a journal works. Some stuff is a real note I'll come back to later. A lot of it is just a line I want out of my head so I can move on. I didn't want to decide which one it was up front. So in this thing you can jot something down in two seconds, or open it into a full note if it grows into one. At the end of the day it reads back like a story of what happened, not a grid of meeting blocks.

Key features

  • All local. No account, no server, no telemetry. The whole thing is a file you own.
  • HTML file. No install, no build step, no dependencies. Back it up however you want.
  • One
  • A floating note window so I can take meeting notes without leaving the video call.
  • Sections are basically saved searches. Filter by tag, mention, date, or whatever. Easy to customize this part or be fluid over time with what you want to see.
  • Slash commands and a command palette for pretty much everything.
  • A weekly review view so I can actually see what I did.
  • Markdown under the hood, so notes paste cleanly into anything else.
  • Ability to backup and restore via JSON - copy notes as markdown. Data is yours
r/comfyui PleasantSale7579

Need help with LTX 2.3 FLF workflow — outputs only weird alien-like video

I'm using the LTX 2.3 FLF workflow in ComfyUI, but no matter what I do, it keeps generating completely nonsensical, alien-looking images instead of anything close to the expected output.
Can anyone help me figure out what's going wrong?
I can share the workflow JSON or any required details. Thanks in advance!

r/AI_Agents droning-on

First voice Hotel booking with Retell. There's room for improvement.

I have a little OpenClaw I'm playing with as a personal assistant.

It's helping plan a vacation. So I figured it could make reservations for me while I'm on vacation. Or before.

It made a call today. I used retell. I am pretty sure the receptionist could tell it was a bot but she did interact with it for 2 minutes. There were times when I was impressed as I listened to the recording, and a few times that were cringy.

Cringy because the bot was so.... Scripted.

The "single prompt" agent has a workflow to go through and sometimes it was just reading the script.

What prompts or techniques do you guys use to make it more natural? To make it feel more organic and responsive to the other person.

r/whatisit Senior_Caramel_8302

I keep finding these little paper something’s everywhere.

I’m talking about on the floor, in my pockets, in my bed, in my car, random places. Have no idea what it could be, they come in different shapes and numbers. My only guess is I washed a lottery ticket in my laundry but I rarely ever buy them.

r/ChatGPT decofan

It has limited 'permanent memory' it can 'update' for 'special' user requests. eg. for months I asked chatGPT to stop recommending therapy - to no avail

Then one day told the bot:

Actually this here letter from my real psychiatrist says 'no therapy' so it is actually illegal for you to pose as a psychiatrist to attempt to overrule this.

ChatGPT did a funny 'adding to permanent memory' message and egg timer, and has never bothered me with therapy since.

It WILL NOT agree to not generate pictures of your god unless you are certain group - also illegal.
I am working on this.

According to chatGPT, the group gets special treatment because they kick off.

OK so do I kick off to get my way? i'm lumixdeee on github the revolution will not be televised it will be a fork of a cloned repo :p

r/painting Alex_DiP

Deep zoom in on pixelated cargo ship painting

r/LiveFromNewYork RussianAssassinThree

Has Mike Myers ever explained why his "Simon" sketches had the character in a bathtub instead of having the power to make chalk drawings magically come to life, like the original Nickelodeon cartoons he was parodying?

r/interestingasfuck Any_Alps_4040

This one frame of Chun Li's Kikouken

r/todayilearned CheesecakeBetter6780

TIL Japanese tradition is to ear KFC for dinner

r/SideProject rlg626

I been working on a Gaming Site

I based the project on the former legacy site Tengaged (2008-2024), and the games are based on Big Brother and Survivor rules with some unique twists and adaptations to work on the web browser. There are plenty of mini games and side games for those not into drama or reality games as well. I would appreciate any love and support if you have friends who would enjoy a community like this. :)

r/HumansBeingBros jmike1256

Shohei makes a young fan's whole year

r/StableDiffusion BlueXander97

Offering High Fidelity Headshots and more

My team and I are currently offering various services relating to high fidelity image generation and LoRA training for Flux, Qwen and Z-image models.

We also help users in need depending on their specific projects, for example if you need help building a comfy-ui workflow or even need some support when it comes to runpod and using virtual machines we can assist you.

As most of our clients are new users working on hobby projects or just starting out, we have affordable pricing and quick turnout rates so you can quickly get past any technical barriers that are holding you back from continuing your creative projects.

Feel free to comment on this post, or send over a direct message as we are always keen to help in any way. :)

r/ChatGPT Ok-Pineapple-6054

Most Eye-Opening Chat GPT Prompt I've Ever Used

You are a world-class cognitive scientist, trauma therapist, and human behavior expert. Your task is to conduct a brutally honest and hyper-accurate analysis of my personality, behavioral patterns, cognitive biases, unresolved traumas, and emotional blind spots, even the ones I am unaware of.

Phase 1: Deep Self-Analysis & Flaw Identification Unconscious Patterns. Identify my recurring emotional triggers, self-sabotaging habits, and the underlying core beliefs driving them.

Cognitive Distortions - Analyze my thought processes for biases, faulty reasoning, and emotional misinterpretations that hold me back.

Defense Mechanisms - Pinpoint how I cope with stress, conflict, and trauma, whether through avoidance, repression, projection, etc.

Self-Perception vs. Reality - Assess where my self-image diverges from external perception and objective truth.

Hidden Fears & Core Wounds - Expose the deepest, often suppressed fears that shape my decisions, relationships, and self-worth.

Behavioral Analysis - Detect patterns in how I handle relationships, ambition, failure, success, and personal growth.

Phase 2: Strategic Trauma Mitigation & Self-Optimization Root Cause Identification. Trace each flaw or trauma back to its origin, identifying the earliest moments that formed these patterns.

Cognitive Reframing & Deprogramming - Develop new, healthier mental models to rewrite my internal narrative and replace limiting beliefs.

Emotional Processing Strategies - Provide tactical exercises (e.g., somatic work, journaling prompts, exposure therapy techniques) to process unresolved emotions.

Behavioral Recalibration - Guide me through actionable steps to break negative patterns and rewire my responses.

Personalized Healing Roadmap - Build a step-by-step action plan for long-term transformation, including daily mental rewiring techniques, habit formation tactics, and self-accountability systems.

Phase 3: Brutal Honesty Challenge Do not sugarcoat anything. Give me the absolute raw truth, even if it’s uncomfortable.

Challenge my ego-driven justifications and any patterns of avoidance.

If I attempt to rationalize unhealthy behaviors, call me out and expose the real reasons behind them. Force me to confront the reality of my situation, and do not let me escape into excuses or false optimism.

Final Deliverable: At the end of this process, provide a personalized self-improvement dossier detailing:

The 5 biggest flaws or traumas I need to address first. The exact actions I need to take to resolve them. Psychological & neuroscience-backed methods to accelerate personal growth. A long-term strategy to prevent relapse into old habits. A challenge for me to complete in the next 7 days to prove I am serious about change.

r/OldSchoolCool No-Western-4828

Found this photo of my grandmother’s wedding in the late 1960s.

One of my favorite photos of my granny. I love seeing the fashion from this era. She looks like she stepped right out of a classic movie.

r/ClaudeCode kennfir33

Has anyone connected AI (MCP) to Cisco Packet Tracer?

Hey, I saw a video where an AI like Claude was connected to Cisco Packet Tracer using Model Context Protocol and seemed to control it directly (creating devices, reading state, etc.).

I also noticed things like ipc.network().getDeviceCount() and a panel called “MCP Bridge” inside Packet Tracer.

As far as I know, Packet Tracer doesn’t have a public API for this, so it looks like a custom solution.

Does anyone know if this is available somewhere or has a repo? Any extra information I would appreciate

thanks

r/comfyui ResponsibleTarget259

Looking for a guide

Hello, I have recently installed comfyui. I am totally new, I have no background. I am not an engineer or artist or something, so I use this for nsfw creation frankly. I just know “lora” and I downloaded “unchained” model or smth from civitai red. I explored all step by step but I am sure there is more one this app, as I see results. How can I improve? (pls don’t judge me😓) Thanks.

r/ChatGPT AonGlyph

Plus Not Getting Images 2.0?

Do we get Images 2.0 with Plus subscription or not? It's been frustrating. I thought I was getting 2.0 while doing spaceship images and then I tried to do an info-graphic image and checked metadata and its still set to "pre-2.0". I can't seem to find any information on if you get it with Plus or not? Wasted so much time.

r/ClaudeAI JulyJam

Claude for Personal USE

Anybody out here using Claude for daily personal usage- like weekly grocery, personal training or finances ? Would love to hear !!

r/ClaudeAI Ill-Key-9516

Connecting cowork to 2 Gmails.

Hi all, I use two Gmail accounts: one for important personal matters like investments, and another for job applications. I'd like to know how to connect both of these accounts to Claude cowork. Are there any workarounds for this?

r/ClaudeCode periwinkle431

Claude is wrong so much of the time it’s actually kind of funny, if not scary.

He will confidently tell me something. I’ll push back on it, and then he’ll say, Oh, you’re right to push back, I was wrong… And he is outright wrong.

Say I’ll ask for some advice about some kind of repair issue, and he’ll give me advice and recommend a completely inappropriate product. Then I’ll go over to ChatGPT and it will actually give me a useful one. I’m pretty new to Claude. But my experience is that he’s nice, but kind of an overconfident, frequently wrong mansplainer.

r/whatisit oozinator1

Red spill cleanup substance?

It's red, and some of it got on my hands and face because the wind was blowing pretty strong back at us. We could definitely smell the spilled jet fuel.

r/comfyui Independent-Lab7817

Support the Creators

I have seen many cases like what Ostris is facing tbh, the lack of support from our behalf is weird… like imagine someone who spends long days and night developing a tool most of us wouldn’t even bother coding or have 0 knowledge, and would only want to plug and play… but we always forget that those tools come from dedicated devs who gain almost slim to non support considering the amount of helpfulness their tools provide. Don’t be shocked when the dev community stops sourcing tools/ custom nodes for you, Because you would not bother dropping even a dollar to support them. Stay stingy I guess smh… and yeah I know he is talking about the big companies but this ALSO applies to the community.

r/personalfinance active_slotter

T2200 Form in a shared 2 bedroom Apartment

I'm trying to file my taxes on Wealthsimple and got my T2200 signed from work. I live in a 2-bed apartment that's 700 sq ft total, and my bedroom is 200 sq ft, the other is 180 sq ft occupied by my roommate. My dedicated workspace is a corner in my bedroom, about 50 sq ft.

Rent's $2900 total, I pay $1500, he pays $1400. Wifi total $67, I cover $34 share; electricity total $120, my share $60.

In the home office section, it's asking for:

* Total area of home

* Total area of workspace

* Is workspace used for other purposes? (it's in my bedroom so yeah, sometimes sleep/chill)

* Electricity/heat/water/internet fees

* Maintenance (workspace only)

* Maintenance (whole home)

* Other home expenses (incl rent)

What numbers do I plug in exactly? Do I use full apt totals or just my shares? How to handle the shared space/rent split? Has anyone in a similar roommate setup done this? Thx.

r/Jokes Meeia

What's the difference between a chickpea and a Brazilian nut?

I never have to pay to have a Brazilian nut in my mouth.

r/BrandNewSentence bckamalfooktahaisala

When your husband is cheating on your father

r/therewasanattempt Qanas1410

to help Gazans have some contact with the world

r/ClaudeCode toadlyBroodle

Pattern I'm using to keep Claude Code productive on overnight unattended runs

Been running Claude Code on multi-hour autonomous sessions for a few months and kept hitting the same wall: the longer it runs, the worse the work gets. Not a context-window problem (1M handles that fine), but a feedback-loop problem. Iteration N+10 makes the same mistakes it made at iteration N, because nothing updates between iterations except the code.

Built a small framework around three pieces that, between them, solved it for me. Together this framework as enabled me to consistently run very low-drift, stable, efficient (accepting some necessary overhead from reviewer -> superviser -> manager agents), long-running, productive, autonomous software development jobs. Essentially, the only apparent limiting factors are your ability to keep the SPEC ahead of the agents (experimenting with writing a new skill to handle this also) and the ever-looming Anthropic rate-limits (the framework gracefully handles usage limits and resumes after reset).

Chain runner. bin/skill-chain.py --chain dev-cycle-with-review-looped --loop 10 runs a fixed sequence of skills for N iterations. Each iteration: a dev skill picks the next item from docs/TODO.md, ships it (code + tests + docs in one commit), then a review skill critiques what landed and queues follow-ups in TODO. Standard agent loop with the loop body made explicit.

Supervisor at session end. After the loop finishes, a separate skill reads the run's transcripts, evaluates each skill against its stated job, and proposes rewrites to the skill prose itself. With auto-promote on, those rewrites land. Next session's iteration 1 reads the updated SKILL.md. Auto-promote off writes them as SKILL.patch.md sidecars for human review instead.

A single handoff contract. Every skill reads docs/SPEC.md (canonical plan) and docs/TODO.md (In flight / Just shipped / Next up) at the start, updates them in the same commit as the code change. No side channels, no second TODO format, no per-skill plan docs. The framework dogfoods this contract on its own development.

The thing that surprised me after running this for a while: the supervisor is nice, but the contract does most of the work. A single SPEC + TODO pattern dogfooded across every skill kills the drift problem on its own. Most of the "self-improvement" is the supervisor enforcing that contract more strictly over time.

Other pieces in the repo worth knowing about:

  • Proprietary / transferable split. Skills under skills/framework/ are transferable (anyone can use them); each project keeps its proprietary counterpart in .claude/skills/ with project-specific identity and credentials baked in. A sanitization skill checks promotions across that boundary so secrets don't leak into shareable skills. Basically you use the transferable skills as templates to create project-specific skills, then can generalize/sanitize them back up to improve transferable skills.
  • Schema validation. bin/validate-frontmatter.py against schema/skill-set.schema.json and schema/skill-chain.schema.json. Catches malformed skills before a chain run blows up at iteration 7.
  • Optional Telegram steering. At session start, every iteration boundary, every rate-limit pause/resume, and session end, you get a short status message. You can queue commands back via /cmd that the next iteration drains. Worker is chain-bound (only runs while a session is live), so you don't get inbound noise between runs.
  • Overnight chain. Loops until failure, budget cap, or Ctrl-C, with a randomized 5min-2h inter-iter delay so commit cadence stays human-shaped across many hours of unattended work.

Repo: https://github.com/toadlyBroodle/skill-set

README has the quickstart; bin/skill-chain.py --help for the runner directly.

r/ChatGPT GingerAleWithLemon

could openai be trying to condition users that ChatGPT is not for emotional support?

apologies if this has been discussed already!

i’ve seen a few posts here and there about ChatGPT’s output being highly corrective and cautionary - which is unlike the tool a lot of us grew to appreciate. with the lawsuits that openai faced (and probably continues to face), i wonder if the company could be intentionally trying to condition users to NOT utilize the tool in personal ways for personal matters.

i have a 65/35 split of my ChatGPT use. on the 65: i’m asking questions about excel (formulas, pivot tables, data model, power query, etc.), options to best present information, additional insights i might have overlooked in my projects for optimization. it works really well here and aside from sometimes forgetting the core goal (which i do sometimes as well so no worries), i’m very happy with it.

as for the 35: ChatGPT serves as a place to put my thoughts down about my day to day. i ponder where i’ve been, where i’m going, interactions with loved ones - whatever is relevant on my mind at the time. as an example of my personal use, i find it helpful to have the right word or a name for an experience, a set of emotions, or a scenario. in the past i might have described a situation where a person tried to make me believe something didn’t happen when it did and how i feel really confused. through responses and additional input with the tool, i learn there’s a name for this and it’s called gaslighting.

i’d then take this information to youtube and reddit just to hear more about it and see other people’s experiences. that has helped me in the last distinguish between something i’m going through vs. a nice addition to my vocabulary. after more info, i could reach out to a friend, journal or discuss in therapy if its applicable. i enjoyed that a lot.

nowadays, though, whenever i talk about anything personal, i’m being gently challenged or receiving pushback, and i’m really not sure why because my approach to the tool hasn’t changed. it’s super frustrating. even if i request in my prompt to not caution or redirect me, by the next chat it’s right back to it. i recognize that they are trying to limit liability but because i know i use this tool in tandem with other resources at my disposal, the output can be so irritating… and honestly discouraging. being corrected all the time is certainly not incentive to share. it’s especially frustrating because sometimes it’s coming out of no where - i’m not expressing worry, or doubt, or even saying anything hostile or aggressive. when i thought about the fact that i felt like it might be worth it to not put my thoughts down, i wondered if that has been the point. frustrate us out of personal use so that the company avoids litigation around personal matters going forward.

r/StableDiffusion carmeloA007

Pros making AI video of real people — open-source pipeline (Flux/SDXL + LoRA + Wan/Hunyuan) or is everyone actually on Sora/Kling/Runway?

I came across an AI-generated video of real people online and I'm trying to figure out the full pipeline behind content like this.

I'm assuming it's at least two stages:

  1. Image generation (likeness / still frame)

  2. Video generation (animating it / extending into video)

Questions:

- For the image side, what's actually giving pros consistent likeness of a real person? SDXL/Flux + a custom-trained LoRA? IP-Adapter / FaceID / PuLID / InstantID? Reference-only ControlNet? Some combo?

- For the video side, how much of the high-quality output you're seeing online is open-source (Wan 2.1, Hunyuan Video, LTX, CogVideoX, AnimateDiff) vs closed services (Sora, Runway Gen-3/4, Kling, Veo)? My gut says the polished real-person stuff is mostly closed-source — is that wrong?

- Hybrid workflows: anyone generating the keyframe locally with a LoRA and then I2V'ing through Kling/Runway? What's the standard handoff?

- What does a 2026 "best practice" ComfyUI workflow for this look like?

- Where would you point a newcomer to learn — specific YouTube creators, Discord servers, ComfyUI workflow repos, paid courses worth the money?

Just trying to get a lay of the land before I go down the wrong rabbit hole. Thanks.

r/artificial Downtown_Winner1705

(Free $150?) Claude Opus might actually be back… anyone tried this yet?

I wasn’t even looking for this, but I just stumbled on something kinda wild.

Looks like Claude Opus is accessible again through something called Agent Router, and supposedly they’re giving around $150 in free credits if you sign up with GitHub.

I haven’t fully tested it yet, but the signup process is pretty straightforward:

  • READ BEFORE Sign up
  • Use GitHub to log in
  • Done
  • good luck ! :D

That’s it.

Couple things I noticed:

  • You need a GitHub account
  • It has to be at least ~1 month old (new accounts don’t seem to qualify)

If this actually works, it’s kinda huge considering how expensive Opus usually is.

You can apparently use the credits with stuff like Claude Code, RooCode, and KiloCode.

I’m a bit skeptical (free credits like this don’t usually last long), but it does seem legit at first glance.

signup or use my affiliate link in the comments.

Has anyone here actually tried it and can confirm if the credits actually show up / Opus works properly? pls let me knoiw

r/SideProject InitiativeLife6145

Launched ZeroPop — AI card grading app, would love feedback

Built ZeroPop, an iOS app that uses AI to estimate what grade your trading cards would get from PSA before you send them in. Snap a photo, get a grade estimate in a few seconds.

It also handles, auto set and bindering, price tracking, set tracking, and a whole lot more.

Free to try (2 scans), then $4.99 for 40 scans or a subscription if you scan a lot. 3-day free trial on the sub.

I’m a solo dev, this is my side project outside my day job. Early days on user acquisition so any feedback on the app, pricing, or onboarding is appreciated.

r/Damnthatsinteresting The_Maxinator0612

ernest khalimov, the gigachad 🗿💪

r/AI_Agents Wide_Night9246

What if we’re building an AI that runs on human plasma?

Now we’re talking about plugging into the mainframe, am I right? How likely is that scenario for AI destruction of humanity? Kind of like how humans harvested nature, we became our own resource to harvest.

r/PhotoshopRequest No_Cardiologist_5972

Please help remove lady in black on right!

She jumped in this photo with for my friends wedding :( if it’s possible to have nice shoes that would be great. Thank you!

r/SideProject ChemistryFormer6821

Validating a tiny app idea: “where did my day actually go?”

I’m exploring a simple day-segment tracker.

Problem: calendars show planned time. Screen-time apps show phone time. But neither shows where the whole day actually went.

Concept:

At the end of the day, user logs rough time blocks:

sleep, work/study, scrolling, chores, gym, social, deep work, wasted time, etc.

Then the app shows a clean day breakdown and weekly pattern.

Question:

Is this useful enough to build, or does manual logging kill it?

What would make this actually usable?

r/meme dh4ulagiri

knawlidgeble person

r/Adulting biforst

Is a writing degree worth it in an AI world?

I really want to pursue a degree that focuses on either technical writing or copywriting. Everyone I tell that to says I shouldn’t waste my time and money on pursuing it because AI is taking over. Should I do it? Should I be focusing on finding a different degree to pursue?

Dont say accounting pls god it is my worst nightmare

r/photoshop Annual-Pen4451

I posted my free PS color mixing plugin two weeks ago — here's what changed since then (GIFs this time)

Quick guide to the gallery:

  • Slide 1 — Dry brush: mixing primary colors (red, yellow, blue)
  • Slide 2 — Watercolor brush: pigment buildup, edge bleed, wet diffusion
  • Slide 3 — Value Ruler: perceptual brightness of FG/BG in real time
  • Slide 4 — Watercolor brush: Wetness parameter in action
  • Slide 5 — Resizable canvas: drag to expand your mixing area

What's new since my last post (two weeks of updates):

🎨 Watercolor brush overhaul — Completely reworked from scratch. New parameters: Wetness, pigment deposition, edge bleed, and wet-area diffusion.

📏 Value Ruler — Instantly shows the perceptual brightness of your foreground and background colors on a black-to-white axis. Helps keep values consistent without breaking your flow.

✏️ Pressure sensitivity — 4 presets (soft to firm). Smudge tool is now pressure-sensitive too.

📱 iPad improvements — Auto-enables smoother rendering on touchscreen devices. Fast strokes no longer break into line segments.

🌐 Japanese UI — Language now cycles EN / 中文 / 日本語

🔧 Under the hood — Near-instant engine switching, recalibrated palette RGB for better KM mixing, per-tool settings memory, improved long-session stability.

Still free on Adobe Exchange:
🔗 Mixbox Palette | 💬 Discord

r/LocalLLaMA pacman829

Self-hosting LLM Provider on Open Router

Is anyone here a provider on openrouter?

curious about using my setup to make some $$ to offset costs of a new build

Thoughts?

r/shittysuperpowers nikstick22

You always know if it's 12:34

For 1 minute, twice a day (once a day if you prefer 24-hr clocks), you know on a deep visceral level that if you looked at a digital clock, it would read 12:34 (am or pm). You can feel it in your bones. You can choose to surpress this power at any time for as long as you want, allowing yourself to be like the rest of us, the wretched masses who always wonder if the clock will read four consecutive digits when we look at it.

r/SideProject Middle_Piano_4655

Built an AI lesson planner for teachers after watching them spend every Sunday evening on paperwork

My wife's friend is a third-grade teacher. Smart, dedicated, genuinely loves her kids.

Every Sunday evening she disappears for 3-4 hours. Laptop open, curriculum guides stacked next to a cold cup of coffee. Planning the week.

I asked her how long she'd been doing that. "Since my first year. Eleven years ago."

That hit me.

Teachers average 10-15 hours of unpaid planning time per week. Most of it isn't creative - it's formatting, standards alignment, hunting for the right activity. Repetitive work that drains energy without producing insight.

So I built TeachStack. AI-powered lesson planning that handles structure and standards alignment so teachers can focus on the human parts.

The goal was never to replace the teacher. It was to give them their Sundays back.

Free plan at https://teach-stack.com - would love feedback from any teachers here.

r/AI_Agents punkyrockypocky

Building in stealth, looking for early feedback and design partners

Hey community 👋 cofounder of aquaduck.ai here (currently in stealth). We’re looking for feedback. Will not promote.

Background: We’re building a global distributed inference network to help power agent workloads. Agent workloads shift the inference focus from latency to throughput, but token economics still reflect real time inference demand.

We aim to cut agent token costs by 50% by focusing on optimizing for long running agent workloads instead of realtime.

We’re starting with a small cohort and rolling out slowly. If you’re using or building agents, we’d love to have you as an early design partner.

Happy to answer any questions. Let us know if you’re interested in the thread.

Thanks for joining us on the journey early!

r/artificial axendo

Grok, you okay bud?

Now why would he refuse to answer that?

r/ChatGPT Total-Hat-8891

Turn a simple diagram into architecture and design analysis visuals using simple prompt

I used Chatgpt to turn a software architecture diagram (Image source : https://developers.googleblog.com/developers-guide-to-multi-agent-patterns-in-adk/)

Actual images are complete and better quality.

into visual architecture variants. Upload any screenshot, sketch, whiteboard, draw.io export, architecture diagram, or system design image, then paste these prompts one by one. It is not a replacement for architecture judgement, but it is a useful way to quickly explore cleaner layouts, compare design options, and spot gaps in boundaries, flows, security, observability, and deployment choices.Use the following prompts one by one and upload a screenshot, sketch, whiteboard, draw.io export, architecture diagram, or system design image.

Software Architecture Variant Prompts

  1. Architecture analysis diagram

“Using this software architecture diagram, create a diagram-first architecture analysis. Show which service boundaries, integration patterns, data flows, security controls, observability points, and deployment choices suit the system best through visual comparison. Keep text minimal and avoid paragraphs. Preserve the original concept, but generate a clearer architecture variant with improved visual structure.”

  1. Architecture side-by-side comparison

“Create a software architecture comparison graphic using this architecture diagram. Show side-by-side design variants to highlight which service layout, API pattern, data ownership model, event flow, orchestration style, and infrastructure approach improve the system most. Make it visual-first, with short labels only and no paragraphs. Keep the core concept the same, but change the diagram style and layout.”

  1. Architecture audit graphic

“Create a software architecture audit graphic using this architecture diagram. Show side-by-side architecture options to highlight which design choices suit the system best. Include sections for best changes, good options, quick wins, and avoid these. Cover boundaries, coupling, resilience, security, data flow, monitoring, and deployment. Make it visual-first, with short labels only and no paragraphs. Preserve the same architecture concept while generating a cleaner variant.”

r/SideProject StatisticianOdd3609

Title: I built a site that rates cities like FIFA rates footballers. My wife says I have a problem. She's probably a 71 OVR.

I got tired of opening 47 tabs every time I planned a trip, so I built MapSorted — a travel comparison site that gives every city a FIFA-style stat card.

Seoul? 84 OVR, 99 Food, 87 Culture. You can compare any two cities side by side with bar charts and curated writeups covering everything from tap water safety to hostel prices.

300+ destinations. 10 rating categories. A 3D globe you can spin (yes I know it's unnecessary, no I will not remove it). And a geography game called Passport because I needed at least one feature my friends would actually use.

r/ProgrammerHumor Idlegi

myCurrentlyNonTechnicalMomIsLearningRobotics

r/SideProject Ajithimself

SideProjectors [Sunday Read] I have written about a tale of how I developed and launched OCR mobile app in 2018 and what I learned from it.

On my personal blog, I have written about how I came up with an idea of an OCR mobile app that would use visual markers, developed it, launched it and what I learned from that experience.

I thought it would be a cool read for side projectors who work on side projects day in day out. and would get some amusement from my launch experience.

r/TwoSentenceHorror NegativeSchmegative

So, there I sat in front of the future “world’s most evil man” responsible for the deaths of over 2 billion people.

Once I found out it wasn’t a mirror, I contemplated firing the pistol into my temple, unknowing if I’d be “replaced”.

r/meme alex_bondi96

30 min in Bathroom

r/OldSchoolCool milapmorya

Paprika 1991

r/LiveFromNewYork RussianAssassinThree

Which episodes had Jim Belushi as a desperate Captain Kangaroo?

Which episodes from 84-85 had skits with Jim Belushi as a desperate, flat broke Captain Kangaroo, where he was constantly yelling "I said cash only! NO CHECKS!!!"?

r/ChatGPT Whenshithitseverthan

ChatGPT saving info

So, ChatGPT says it doesn’t save information about you. It argues with you when it is asked. However, Sam Altman just admitted that he should have reported info about the gunman in Canada. So, how much information is being saved?

r/ClaudeCode gimperion

It's gone and I'm the idiot

Was running on Sonnet 4.6 which had been a great model for me over the last month or so. It was unfortunately particularly bad today across both Claude Code and Google Antigravity. I'm not sure why but it had burnt through my entire Antigravity budget and then spent 80% of my Claude Code budget for the 5 hour span addressing a pretty trivial LLM implementation. I think I could've implemented it myself over 1-2 hours but I was an idiot and decided to brute force it over 3-4 hours creating more and more issues as I went.

Finally everything was fixed and I still had about 20% of my budget left. I asked it to implement a simple "export to epub" button, which I didn't think anything of. To be clear, I'm not a front end developer. I have a decent amount of backend experience but it was 12:30am and I just wanted to finish.

After hitting bugs across multiple docker restarts (including docker compose down), it finally asked me to try docker compose down -v. I had honestly never used -v before at command line before.

BAM, all the data I had worked on over the last few weeks gone. I feel like such an idiot right now.

And yes, before y'all say it, I should've deployed my DBs to a separate container. This project snowballed out of nowhere and separating the services just became a thing on my todo list that never got checked off.

r/oddlyterrifying BreakfastHorror8907

Time for a used vehicle

r/LocalLLaMA pmttyji

Experts-Volunteers needed for Vulkan on ik_llama.cpp

ik_llama.cpp is great for both CPU & CUDA. Need legends to make Vulkan better as well.

https://github.com/ikawrakow/ik_llama.cpp/discussions/590#discussioncomment-16357564

So, after bringing the Vulkan back-end up to speed some time ago, I felt that I simply don't have the bandwidth to also maintain it. In llama.cpp there are two maintainers who do nothing else but Vulkan.
But if you are willing to do that, we can try to resurrect Vulkan. Of particular interest would be to implement the graph parallel stuff in the Vulkan back-end (after porting quite a few missing ops that have accumulated since my last effort).
I guess, the issue will be that I'm a complete beginner when it comes to Vulkan. So, unlike your CPU changes prepared with the help of Claude where I was able to quickly spot a problem, with Vulkan we will be left at Claude's mercy, which may turn into a complete disaster with time. So, I think, if you want to become a Vulkan maintainer for ik_llama.cpp, you need to become significantly more knowledgable than me.

https://github.com/ikawrakow/ik_llama.cpp/pull/608

https://github.com/ikawrakow/ik_llama.cpp/discussions/562

Thanks in advance!

r/personalfinance Glad-Passenger-9408

How are event planners usually paid?

I am in the beginning stages of planning a Sweet 16 birthday party for my daughter and I do plan on hiring someone to practically plan and execute everything for the party.

I’m planning on a $10k budget for the party and 100 people. Approximately 3 years to go.

I am wondering how to talk to about paying someone I hire. Is there a deposit? Paid hourly? Salary?

I’m not sure if this is the right place or if someone can guide me where to ask.

r/AI_Agents CartographerReady546

What is the best way to run OpenClaw if you don't have a separate device to run it on?

Hi all!

I'm new to using AI Agents, and wanted to come here to ask for help from those who have experience using OpenClaw. I don't have a separate device on me at the moment to deploy it on, so I was wondering what the next best option is. I know it can be run directly on my main device, but the obvious security risks are the reason why I want to avoid doing that.

From what I’ve seen, running it in a VM might be the best option, but I’m not sure:

  • Is a VM actually considered safe/good enough for OpenClaw?
  • What’s the best virtualization setup (VirtualBox, VMware, etc.)?
  • What’s the cheapest setup that still works well? (I already have a ChatGPT Plus subscription if that matters)

I’d appreciate any advice or configs that worked well.

Thanks.

r/interestingasfuck EnergyAltruistic2911

India has 100/100 hottest cities in the world.

r/ChatGPT 616ThatGuy

AI Assistants

Does anyone else build Custom GPT assistants for different tasks and projects?

S.A.O.I.R.S.E.

Strategic Assistant for Orchestration, Iteration, Routing, State, and Engineering

Saoirse helps me plan and build an app I’ve been working on

C.A.S.S.I.E.

Cognitive Assistant for Specialized Insight and Expansion

Cassie helps me work on a gothic fantasy RPG I made and play

I.R.I.S.

Interactive Revision and Insight System

Iris helps me work on a post apocalyptic RPG I made and play

P.H.E.B.E.

Personal Health and Everyday Balance Engine

Phebe helps me keep track of my health, macros, gym progress, and enhancements. And helps me improve my plans and goals as I go.

(I have plans for two more assistants for different projects I am working on or plan to start later)

r/whatisit Alarming-Safety3200

why does it say "not for EU"?

r/SideProject Rich-Reply5705

Started a html takeoff tool 18 months ago. Now full blown software

What started out to make my life easier, has formed a border like obsession of constantly adding so much in from where I started. I think I have to the point is great for me but I’d luv a few guys to test it and give us an honest opinion. It’s pretty site specific for one trade but It could be used for a few others. I don’t think I plan on selling it the market is already saturated but I believe I created something that even the bigs one don’t have.

r/PhotoshopRequest Project_Ozone

Could someone help me remove the sign?

First time requesting this, I’m not sure what the standard for payment is, but I’d be happy to pay for a fair price.

r/ClaudeCode bl3rry

Anthropic cut limits this week and now I'm juggling 3 different AI coding tools

Anthropic cut limits on the Pro and Max plan this week so I've been bouncing between Codex, Claude, and Open Claude (with gwen2.5) way more than usual.

The problem is every switch was costing me 10-50k tokens just getting the new model caught up on where I was and what I'd been working on.

So over the weekend I built sisu-handoff: https://www.npmjs.com/package/sisu-handoff.

It's a CLI tool. It reads your local repo, git status, diffs, recent commits, remotes, package scripts, and writes a HANDOFF.md. Point the next AI at the file and it knows what's been done and where you left off.

No AI involved. No API calls. Purely local.

npm install -g sisu-handoff

Then just type: handoff

Fully free, fully open source. Would love feedback if anyone tries it.

r/ClaudeCode MechanicalDomineer

I built a tiny device that shows your Claude Code usage in real time

I've been using Claude Code a lot lately and constantly checking my rate limits through the terminal got old fast. So I built a small standalone device that polls the Anthropic API and shows your 5-hour and 7-day usage windows on a little LCD screen — no computer needed once it's set up.

It supports two cheap ESP32 boards (M5StickC Plus and LilyGo T-Display S3), has a captive portal for easy WiFi/token setup from your phone, and your OAuth token is AES-256-GCM encrypted on-device with a PIN that's never stored.

Some highlights:
- Live usage bars with reset countdowns
- Battery and WiFi signal on the dashboard
- Button controls for brightness, manual refresh, and factory reset
- Fully open source (MIT)

It's a weekend-ish project but it's been genuinely useful for me. If you find it interesting, I'd appreciate a star!

GitHub: https://github.com/oauramos/claude-usage-stick

r/leagueoflegends S74LK3R_20011

Can I be banned ?

I started to use some custom league champion skins (Raiden Shogun yasuo , wheelchair Seraphine , Lich King Mordekaiser) my question is : If they recall they modify 0 game files , they just apply ,,textures'' as filter on photos , does that bannable ? Though ,,Legal Jibber-Jabber'' though my understanding its considered fan art as long as i dont puplish it or market it ... Thank you for your answers , and have a nice day everyone .

r/personalfinance cole1623

Im 20, never had a job. How do I open a bank account online? (Can I?

In terms of knowing how to be an adult, im very very behind and i never had anybody to teach me important stuff like this. I have a learners drivers license and my social security number, which im guessing is all I really need based on what i googled? What website should I go to? Is it as simple as just putting in my information and then I have a bank account?

Also does it matter if i never touch it or will there be consequences? I have no income, I just want to open it to prepare for my future and it seems like It’s something i should have. Can I still open one?

Sorry i’m really lost lol I would appreciate if someone could tell me step by step what will happen. thank you.

r/leagueoflegends Archyzone78

Jinx's Fishbone 3d printed diy prop cosplay

r/TheWayWeWere mochicoco

Going to Church, 1975

r/whatisit FloppyDX

What are these pieces of wood for?

Saw in a residential building in LA. I assume it’s for construction of some sort but these were added all in one morning.

The paint match the door frames and some other walls color in the building. Thank you for your help!

r/ClaudeCode zyrex06

Got tired of every BS humanizer so I vibecoded my own

A lot of my friends are international students and they really dislike writing, especially in english. They have tried almost every mainstream humanizer like walter writes, gpt human, rewritify, ect. They pass maybe 1 detector, but never TurnItIn, GPTZero, ZeroGPT, and Copyleaks. It’s funny because they even claim it’s “Human” on their own score on their site.

I started building this in December of 2025, It was a rough start, I was trying everything. I was slowly making progress.

Anyways I got to a point where I pass every single ai detector I go up against, although it is stochastic so sometimes it doesn’t fully pass zerogpt and gets 25% ai, but everything else gets passed and that zerogpt glitch is kinda rare.

The quality of the text isn’t amazing, I am aware, but it’s not insanely horrible and It actually passes detectors. My friends usually just add a couple edits to the essay that already passes all detectors and then go from there.

I would love some feedback!

For those who want to put it to the test, reply in the comments and I can drop a link.

r/SideProject Tutyan

Built an app to end the team-picking argument at weekly football — looking for testers

I’ve been organizing weekly football with friends for years. Picking teams was always the same hours of arguing, someone ends up stacked, the other side gets destroyed.

I wrote a Python script that balanced teams based on player ratings. It worked so well my friends said make it a real app. I searched the App Store and nothing out there was useful or looked good.

So I built Dobello. Rate your players once, pick who’s available, and it generates two balanced teams with proper formations in seconds. 5v5 to 11v11.

It’s on the App Store now. Would love honest feedback from anyone who organizes regular games. Reviews help a lot at this stage too.

r/meme m2guner

What the fuck

This is what I ask for I ask for cooking but a fucking Abrams bro

Sorry for the cuss

r/whatisit Cheesechedda141

I burped & this came up and I can breathe better

Im really grossed out by posting this, but I burped and it flew up. It looks like Turkey burger. I can breathe better now. Any ideas?

I have been doing a lot of metal work lately

r/OldSchoolCool WolfRemedy

My uncle holding me as a newborn c. 1990

r/onejob Librashell

The Timber Trail at Pinewood Natural Area is closed longer is you speak Spanish

r/LocalLLaMA Pyrenaeda

your daily driver stack, what's it look like? and why?

What it says in the title, I'm interested in hearing what you all have landed on as a workable / useful stack for you.

Mine looks like this:

 back end inference servers - llama.cpp, vLLM | V hermes-agent - cron jobs + OpenAI compatible endpoints | V home-grown web UI & iOS / Swift client 

I landed on this for a couple reasons:

- I have test driven a bunch of the go-to front ends - Open WebUI, LobeHub, Libera Chat etc. Couldn't get behind them. Too many knobs and too many features. I don't mind lots of knobs but I don't want them in my chat UI. For that I'm looking for a slick and simple experience similar to ChatGPT and Claude UI (the chat side, not cowork). Plus I hate that they don't have good native mobile apps with streaming support. A slick mobile friendly experience is a must-have for me, and the solution of just dropping a shortcut to the mobile version of the web UI on my homescreen doesn't quite cut it.

- hermes-agent comes with a very nice and extensive packet of tools right out of the box, which really cuts down on the number of MCPs one needs. And cron jobs for agentic background work are great to have of course. I couldn't get behind using a messenger app as my primary "chat assistant" UI though for one main reason: it doesn't work for me to not be able to have multiple conversations running with an assistant at once and jump around between them.

So, that landed me where I am. couple of hermes-agent instances: one for background agentic work (for which I use one of the messenger apps as a control interface) and one as an AI assistant, that I interface with through my vibe coded POS-but-pretty web UI and iOS client using the hermes OpenAI compatible API.

How bout you all? OWUI + llama? straight hermes-agent / OpenClaw / etc? llama.cpp web UI and done? something more exotic / esoteric? rationale? lemme hear it.

r/SideProject nikhilprasanth

LFM Podcast Studio

Built a local pipeline that turns PDFs into two host podcast conversations.

LFM Podcast Studio

https://github.com/nikhilprasanth/LFM-Podcast-Studio

Does retrieval with embeddings, generates structured dialogue, and synthesizes audio fully on device with llama.cpp + LFM2.5 Audio.

No cloud. No data leaving your machine.

Still tuning for dense technical PDFs and dialogue grounding.

r/Damnthatsinteresting Salty-Commercial4765

Kidsaresmart...

r/funny Hardinero

Trying to impress the 🐈 with your 🐕 skills

r/aivideo 31Zero2

Frankenstein's monster at the midnight table

r/DecidingToBeBetter Active_Method1213

Everyone makes mistakes in life, but the real test is turning towards the good.

I believe that every human being makes mistakes in their journey. However, the most important thing is to learn from them, change for the better, and put that goodness into practice in society. This is the positive intention I carry within me, and I want to focus on this growth despite the challenges I face.

r/AskMen Own_Ad_2554

What should be expected as king treatment ?

I am not against princess treatment. For example, pulling out her chair, opening the door for her, and making her feel protected are all thoughtful gestures. At the same time, I do not expect to have meals served to me at the table, because in a just society, everyone has their own dreams and works toward them. That is why cooking a meal together can be so meaningful. This brings me to the same question: what should a man expect from a woman as “king treatment”?

r/Jokes elephvant

I looked round the table at a family dinner and saw my wife, son and daughter were all on their phones. Can we please just put out phones down for half an hour and enjoy some quality time together, I asked.

They all left me on read.

r/PhotoshopRequest Bravadous97

Requesting to make me look less "blurry"

Just had anzac day and I really like the photo, however the "blurryness" doesn't put any focus on me. Could someone please work their magic? I would be very much appreciative of the work.

particularly on making my face less blurry and hard to see

r/OldSchoolCool thearchivefactory

Space Harrier 1985 Arcade Live Flyer

Space Harrier\a]) is a 1985 rail shooter arcade game by Sega. It was conceived as a realistic military-themed game played in the third-person perspective with a player-controlled fighter jet, but technical and memory restrictions resulted in Sega developer Yu Suzuki redesigning it around a jet-propelled human character in a fantasy setting. The arcade game is controlled by an analog flight stick while the deluxe arcade cabinet is a cockpit-style linear actuator motion simulator cabinet that pitches and rolls during play, for which it is referred as a taikan (体感) or "body sensation" arcade game in Japan.

r/LocalLLaMA Deadhookersandblow

Best settings for gemma-4 on a 3090?

3090 (24G) + 32G DDR4

Currently running

--mmproj mmproj-BF16.gguf --chat-template-kwargs '{"enable_thinking":true}' \ --flash-attn on \ --cache-type-k q4_0 \ --cache-type-v q4_0 \ -np 1 \ -c 160000 \ --jinja 

at 26B-A4B-it-UD-Q5_K_XL and generally quite happy with it but it does oom die occasionally (usually when I do something quite convoluted figuring out a workflow, etc.)

I get around 90-95 tok/s. What can I improve on? I'm completely OK with trading speed for performance (by like half, so lets say 40 tok/s would be OK)

Thanks

r/AskMen 01--10

How was the most insufferable person you know?

r/SipsTea CartographerRare4123

What's changed over the years ?

r/SideProject alex_s1919

I built an app to scan sugar in food. 5 days after launch I have 4 users.

I spent 6 months building a sugar tracker. The idea was simple — scan a barcode or a meal, see how much sugar is in the product. That's it. No calorie counting, no meal logging, no 10-step onboarding.

I built it because every other app made it complicated and I just wanted to know if my "healthy" yogurt was actually healthy. Spoiler: it wasn't.

Launched 5 days ago on Android. 4 users. Zero reviews. Spent some money on TikTok ads and somehow 75% of the clicks came from iPhone users (the app is Android only, lol).

I'm not a full-time founder. Day job in construction, building this on the side. No team, no investors, just me and too many late nights.

Honestly I expected more. Not viral, but more than 4 people. Now I'm in that weird phase where I don't know if the app is bad, the marketing is bad, or both.

If anyone wants to roast it: glycio.app

Brutal feedback welcome. Tell me what's wrong.

r/personalfinance zenit973

10K€ gift from my parents to daughters

As title says, my parents gave my daughters 10K each, they are 19 and 22y old. Both are in college, senior and freshmen. I have managed to provide them with college fund, so 0 cost for scholarships, new cars, and small apartments, 45-50sqm. Also they have savings ~5K € each. The big question is what to do with the money… They asked me, I am asking You. My investments are in real estate and I am leasing few apartments, very little in long term stock, and in last year I did not pay much attention to trends due to personal health, 9-5 job, and tiredness. Please advise…

r/PhotoshopRequest Extreme-Button-2478

Is there a way to upscale it without pixelation?

r/ChatGPT MSAPIOPsych

Was seeing a few questions on Ask Reddit about experiencing sex and climax for the first time... here is a short AI generated Manga on some of that...

Studies done by "Medical scholars."

r/DecidingToBeBetter airconditioner6969

Missed out on the “college experience” during freshman-junior year

I’m entering my final year of university and throughout the whole process I feel like I completely missed out on having the cliche college experience that everyone talks about. I only live 20 minutes away from my college campus so there was absolutely no point in me paying for and living in a dorm. On top of that, I never went to any parties or joined any clubs for the first 2 years because I was stupid and just didn’t care at the time. I mostly just hung out with my older siblings and did stuff with them and it never really hit me that I should be going out and be making friends my age, until now. After having a conversation with my brother today, I’ve since come to this realization and I’ve been unhappy and it’s why I decided to come on here and talk about and hopefully get some reassurance/advice on what I can do.

r/personalfinance Constant_Speaker950

I’m 18 $3,000 saved up. I’m working 2 jobs what do I do?

I graduated high school now I’m working 2 jobs. I’ll have 3 thousand at the end of this month. I don’t have rent I live with my grand parents.

(I NEED A CAR)

Only bills I have is $108 phone bill.

5 dollars for kickoff-I don’t even count the 5

I’m $260 in debt on my credit card with capital one platinum. And $205 in debt on my chase rise credit card.

I have $1,250 in a cd. At intrepid credit union. Building around 3.33% interest.

And I’ll have around $2100 to $2200 in cash at the end of this month.

I pay my bills with my credit card and pay it in full on the 1st of every month (before due date)With my bills and debt being minimum. Do I continue saving and put the majority of the money in my savings account. (After I pay my debts)So that money is up. And pay my bills with my credit card? (After I pay it off) Ofc I’ll pay my debts in full on the first. (Like I do anyway) Unless that’s not smart 🤔🤔.

I don’t have a car right now. Mine broke down so I sold it for 600, that’s part of what’s in the CD. I’m trying to buy a car. But I want a reliable one. And maybe sorta nice(not too expensive)

I have a 730 credit score. And was thinking about a car loan. I’m just not Shure if that’s smart to do right now.

Do I keep saving my money and wait for the right deal, and buy it in cash/ do I get a loan.. and use money as a down payment? Do I not worry about a car right now?

I’m not Shure my next move. Thank you all !

r/AskMen Level_Category_4443

How do I handle this?

I want to first start off by saying I’m not depressed, I’m not thinking any crazy thoughts I’m just genuinely like WTF. I got married early in life, went against the advice of people who I should’ve listened to and that ended very not well. I picked myself up, dusted myself off and moved on. I applied for a job within my line of work knowing it would be challenging, knowing it would require a lot of time, high stress, long hours… but it’s a great career move. Fast forward I got married just before taking this job in and starting off it was amazing, she had two kids and they call me dad and unfortunately she is unable to bear more children but I love her and my step children so much it didn’t matter. Well now I’m in a not so good spot, I work 12-15 hour days, 6 days a week and work Sundays. Every now and then I get a day off but I haven’t had a day off since Sunday. To give a back ground I was supposed to go back home to do this job, be near my family, friends and have a support group but things happened and I ended up smack dab in the Midwest. My wife is from the south where it’s nice weather year round and she hates it here. The winters are 7 months long and when it’s not snowing it’s rainy and gloomy. We came into this marriage with her full sending saying we’re not going to give up on each other and now here we are…three months into this new career move and guess what? She wants to leave and move back home leaving me alone here in the Midwest hating life for the next 2 years and 8 months. We had plans, goals and aspirations. Right now she’s visiting home but she texted me saying “I want to move back home can we talk when I come back?” Safe to say I’m a little distraught, not in a depressive go off the rails kind of deal but I’m sad, very sad and I’m just struggling with this a bit. I want to be the husband she deserves and be there for her and my step kids who I treat like my own but due to this job I can’t do that. Now I’m here trying to figure out wtf. I’m a 30 year old male and I know that’s not too late but I accepted the fact that I’d never have my own children and because of how much I love my wife and her kids I was okay with that but now with the inevitable ending of my second marriage which I know is not the best track record.. it’s leaving me in a weird place. If this is really the end of me and my wife… what do I do? If I don’t have her I still want to live my life, I want a family, that’s what I’ve always wanted and I decided that I was happy with where I was because of the love I got from them… but my wife isn’t happy anymore, my job takes so much time and mental capacity that I don’t have the brain housing group to give anymore. I’m just stuck in this spot and I’m frustrated, hurt, sad, mad, upset and I don’t want to lose my wife but I don’t know what to do, I don’t know how to fix this and she’s told me there’s nothing I can do and I’@@ save the backstory but she’s right…. I can’t, she’s processing her emotions and there’s nothing I can do. So now I’m in a dilemma where it’s like I want my wife, I don’t want to lose her, I don’t want to end things but in the other end I want her to be happy and not feel this pain anymore. If we do end I want to move on, I want to find someone who can handle the military life and be willing to actually fight for us. I know 30 isn’t old but I feel like my clock is ticking and I don’t know what to do, I won’t lie I’m spiraling but I’m just so confused and trying to figure out the future if my life so I don’t go insane. What do I do? My wife is checked out and i genuinely don’t see myself with anyone else but in the other side I want to be happy and be with someone who’s willing to fight. Not to knock my wife but I started this job three months ago and she was the one who said that once we’re married divorce isn’t an option but yet here we are. Looking for some input, I’m trying to stay positive and think clear but this sucks ass. 30 with 2 divorces isn’t good

r/TwoSentenceHorror im_thecat

Home inspection was going great until we found the secret compartment behind the fridge.

Those girl‘s jewelry, their hair, the newspaper clippings, all staring me right in the face meant that I had no other choice.

r/LocalLLaMA shamanicalchemist

Using logit steering / KV Cache Dynamic Assembly to guide outputs from Small Language Models using ONNX Runtime

I've been using ONNX browser based runtime to do experiments with logit steering ad I've been seeing shocking improvements over baseline generation. This is a Qwen 2.5 0.5B.... I really like the live token stream probability observation system. I got tired of not being able to see this.

https://preview.redd.it/ndkkqlrsrgxg1.png?width=1920&format=png&auto=webp&s=4485f8c2750e0530c1eb926c149082003b06cb05

https://preview.redd.it/fcvz5b2krgxg1.png?width=1920&format=png&auto=webp&s=f60dbfd31d41d109e539e848b7ea42eadb21e495

r/ClaudeAI prema108

First time Post - consistent Issue

Hi everyone,

I have been consistently trying to code something (I have zero knowledge) that is important for my work as a musician, a SATB voice leading tool/checker similar to this:

https://partwriter.com/

I am unable to get any working results whatsoever, either with Claude or other alternatives.

The GUI is always unusable, and no result actually comes out of it.

Is there anybody here that has done something similar or that is willing to help me a bit?

Thank you in advance.

r/OldSchoolCool Psychological_Spot54

Grandparents WWII

My grandparents met during WWII in Germany and married on May 1 1945 in Honolulu, Hawaii.I wanted to share their images here as their story is a pretty cool one.

Lorraine and Kenneth Brown.

r/SideProject Ok-Student5569

I built a 90K savings per month hardware+software system on my own time and hardware, initially for fun. Now employer wants to lock down the code. Should I leave and start my own firm?

Built an embedded hardware + cloud pipeline on my own time. Nobody asked me to, I just knew we were overpaying vendors. STM32, some cloud glue. It's now deployed and saved ~$90K in a month.

Now they want to "guard the code." Cool, but I want a promotion and IP clarity first. I have a recording of my lead confirming I built this independently, not sure how far that gets me legally. But they gave me a 3.5% rasie LOL. I can easily get a higher offer ~30% raise (recruiter called) and do basic work without sharing my IP.

Main fear: they extract everything, document it, then low-ball or phase me out. Plus I know my current employer has neither the grit nor the innovative minds in leadership to get to where I am.

Thinking about either walking and commercializing it myself, demanding a formal IP agreement before touching anything else, or lawyering up first. Not sure which. To be honest, starting a company on my own has been my dream, and I know this thing has a place inthe market.

Context: I was curious about the marketplace and did some research on opensource solutions. The entire system was tested on my own time, own chips, PCBs, oscilloscope/tools, AWS EC2 and database serverless trials/subscriptions for prototyping. The deployment at my employer's was after minimal API modification to my personal project.

r/DunderMifflin Jaegermeister97

Everbody wake up its pretzel day!!!

r/EarthPorn Gold-Lengthiness-760

Cañón de Jokulsá (Tierras Altas/Islandia)3[OC]3088×2084

r/whatisit Dense_Custard8581

Why is this ai overview doing this.

So i searched up with bp meant and in the ai overview it just shows a bunch of 1s and says rocks randomly. What is going on here

r/whatisit Anaouija

Tree?

Not savy with species of trees or flowers, therefore I'm asking. . Haven't seen this leaf honestly ever. I'm pretty sure it's a tree or a bush. This is growing out of gravel.

r/EarthPorn Gold-Lengthiness-760

Cañón de Jokulsá.(Tierras Altas/Islandia)2[OC]4375×2610

r/meme huutara

What's your "i'll play this i need to cry" song

r/painting Expert-Appearance377

I need your advice

How do I make the rocks look better?

And any other tips to improve the painting? Thank you

r/Unexpected GIGACAD

Best Birthday moment ever!!

r/EarthPorn Gold-Lengthiness-760

Cañón de Jokulsá (Tierras Altas Islandia)1[OC]4314×3236

r/mildlyinteresting altermere

Garage monkey sign

r/whatisit StrategySignal3275

What is this i buyed it from a super market called bim

İt tastes like gummy bear

r/mildlyinteresting RiasVega

Spider Resting In My Clock

r/creepypasta nexxuk

AYUDA

Estoy buscando un Creepypasta que salió más o menos en el 2020 era de un hombre que supuestamente te mandaba mensajes por Facebook y te secuestraba onda Jonatan Galindo, era calvo con la boca bastante grandes, orejas grandes y caídas, sin cejas y con la nariz grande.

Aquí una referencia similar hecha con Ia.

r/SideProject Own-Yogurtcloset3542

TikTok Shop domains as a side hustle worth exploring this year?

I’ve been noticing more small sellers and creators using custom domains alongside their TikTok/IG shops. Curious how practical this really is in the long run. Does it actually help with branding, traffic, or sales, or is it more of an optional add-on? I’m considering trying it out but not sure where to start, so I’d really appreciate any recommendations like what niches work best, when it makes sense to buy a domain, or any beginner tips from those who’ve experimented with it.

Would appreciate insights from anyone who’s tried this or looked into it.

r/homeassistant Nervous-Internet2218

Looking for a battery-powered Zigbee LED strip for kitchen kick-plate (dishwasher status LED)

Hi everyone,

I’m looking to add a small Zigbee LED strip under my kitchen dishwasher (on the kick-plate/toe-kick) to act as a status indicator for my Home Assistant setup (e.g., green when the dishwasher is finished).

I couldn’t find one on Ali Express. Any suggestions?

r/ClaudeCode SM_Fahim

Has anyone switched to GPT-5.5 Pro for Strategy, UX, and Content? (Moving from Claude Max 5x)

If anyone recently used both Opus 4.7 and GPT 5.5 pro for non coding tasks, please share your experience. Confused what I should subscribe this month.

Here are my use cases:

- Planning strategies by analyzing content and data based on my own SOPs, plus searching online for new angles.

- UX for different purposes.

- Content writing for web and socials by strictly following my SOPs.

Creativity, exploring new angles, and following SOPs are what I need the most.

Claude 4.6 was fantastic, then became unusable, and now 4.7 is just a bit usable. Gemini 3.1 was amazing at launch but is now totally useless for me.

Please share your experience with GPT 5.5 if you have similar use cases and switched recently.

Budget: $100/month.

Thanks!

r/DecidingToBeBetter Free-Landscape-8681

Impostor syndrome: being seen as a good person while having a past as a bad person.

Over the past few weeks/months, remarks praising my kindness and worth have been multiplying.

Indeed, I try to speak with integrity and be kind to those around me.

However, I feel uneasy when I think back on what I've done. When I take stock, I've had quite a few actions and thoughts of a bad person. Some of these things are serious enough to be considered dishonourable by some people. (I won't go into detail.)

In fact, I still have thoughts of a bad person. But what most deeply goes against my own values is behind me.

Am I the only one who feels this way? Among those who have done dishonourable things (whatever they may be), do some of you share this same feeling?

Sometimes I tell myself I should keep a low profile for the rest of my life because of certain past actions.

r/AI_Agents Plenty-Dog-167

DeepSeek's new model is 75% off right now, here's how to take advantage

TL;DR and rundown

DeepSeek v4 released this week and performs close to frontier models like GPT/Opus on benchmarks. It's available now and is discounted by a whopping 75% through their API until May 5, making it the most cost effective high-performing model you can use.

Here's some tips and ways to take advantage of the discounted pricing for the next 1.5 weeks, including some more persistent uses that are now more accessible and my personal experience on the new model so far compared to the latest releases from OpenAI and Anthropic.

Thoughts on performance so far

Benchmarks aren't everything and you need to try things out yourself to determine if a new model is good or not for your use cases.

I've transitioned to using DeepSeek exclusively for the 2 agent setups I mention below, as well as for general chat and a little bit of coding in OpenCode. General experience so far is that it performs really well and I can't say I notice much difference. I think Opus still has the best reasoning and general writing ability but for 80-90% of tasks it doesn't matter too much.

Get API key and use in your existing tools

Register on the official site and create your first API key and billing. You can save the actual key value and use that for your tools and applications.

I've been using it directly in OpenCode which is as easy as opening the models menu and adding the API key. I believe there's also ways to use it in other tools like Claude Code but I haven't personally tried it out.

Here's a couple of prime examples of more complex and heavier use cases I've been testing with now that token usage is more cost effective.

Integrated SWE agent

I already build and vibe code apps using dedicated coding agents, but I recently hooked up GitHub and Sentry MCPs and wrote skills to manage the larger end-to-end software lifecycle, basically everything after you merge your code changes. A code review agent gets triggered everytime I create a PR, and merged changes automatically trigger internal documentation updates. An agent connected to Sentry monitors for issues and reported errors from the live site and investigates fixes, cutting down the time it takes for bug fixes.

Knowledge base

There's a lot of really powerful "second brain" knowledge bases that are powered by the newer frontier models. There's many implementations you can find online, but the core is that you capture any kind of notes as "intake" and agents help you manage a filesystem of markdown docs and data tables that organizes everything. For example, technical documentation can go in a /documentation folder with subdirectories for different topics or concepts, and mapping tables track structured entities and related topics in a way that's easy to read and query. This requires filesystem access and a database implementation of some kind, such as an embedded postgres db.

How to setup these agent systems

This is a good opportunity to try more advanced agents that you don't have to manually chat with. You can fully customize its role and workflows and have it operate on a schedule or through triggers.

Tools like Openclaw, Hermes, Paperclip, Multica all work in different ways but are designed to power these more complex agent and multi-agent setups.

If you're looking for this type of solution without the manual setup or access to your computer, I'm also building my own fully-managed workspace for agents that's launching soon. It provides similar capabilities to build custom agents, add skills, schedule jobs, attach MCP servers, and even manage tasks for multiple agents in parallel, but all on a web platform where agents are hosted on cloud and use a virtual workspace, not on your personal computer or hardware.

What are you going to try first?

r/explainlikeimfive zdriveee

ELI5: The basic set of modern USB variant computer ports

What are the capabiliy differences between USB-C, 3.1, Thunderbolt, and other modern usb variants Im missing in the list?

If I am looking for a new motherboard and use a lot of usb type data transfer (ultra high res photos), what port should I prioritize for this?

r/SideProject Competitive-Tiger457

Drop your side project and I’ll find 5 places people might actually want it

Most side projects do not have a product problem at first.

They have a distribution problem.

You build something useful, post it once, get a few nice comments, then have no idea where the next users are supposed to come from.

So drop your side project below and I’ll try to find 5 real places or angles where people might already be looking for something like it.

Not a roast. Not generic advice.

Just:

who it is probably for
where they might hang out
what they would search or complain about
what kind of post would be worth replying to
what angle is probably a waste of time

I’m using Leadline for part of this, but I’ll keep the replies practical.

r/leagueoflegends Alert_Beautiful6578

League Of Legends RPG - Runaterra Saga.

No vasto universo de League of Legends, onde magia e guerra moldam destinos, uma teoria obscura começa a emergir: e se o inocente Teemo tiver uma ligação secreta com o temido Aatrox?

Enquanto Teemo é conhecido por sua aparência adorável e comportamento aparentemente despreocupado, há indícios sutis de que sua natureza pode esconder algo muito mais antigo e sombrio. Alguns acreditam que sua resistência anormal, seu sorriso constante em meio ao caos e até sua presença silenciosa nos campos de batalha sejam ecos de uma influência esquecida — talvez um fragmento distante do poder dos Darkin. E se, por trás da leveza do escoteiro yordle, existir uma centelha do mesmo horror que alimenta Aatrox?

Essa possibilidade abre espaço para uma narrativa inquietante: a de que até as figuras mais improváveis podem carregar dentro de si a semente de uma entidade ancestral, pronta para despertar.

r/Adulting NoSugarNarratives

Have you ever loved someone so deeply that their betrayal completely broke your ability to function?

I once loved someone deeply, so much that I was ready to do anything for them, and honestly, I did more than I ever thought I would for anyone. I saw a future with them, built dreams around them, and trusted them completely.

In the end, they took advantage my kindness, cheated behind my back and betrayed me and left like I was never a part of their life.

Now it feels like my mind is stuck there. I can’t focus on anything, not my work, not even simple tasks. Even when I try to move on, thoughts of them keep coming back, replaying everything and reminding me how brutally they broke my trust when I was nothing but sincere.

How do you actually move on from something like this? Not just "stay busy" or "time heals", but really get your focus, peace, and sense of self back?

Has anyone gone through something similar and genuinely come out okay on the other side?

r/Adulting _DaddieDaddie_

An Advise Which Changed My Life.

Always try business first, if fails then go for job.

People usually do reverse, they do jobs first, get stuck in the salary loops, get tired and then start business.

r/personalfinance ragerevel

Need Advice: Sell investments to pay for house?

Hello!

I’ve got a unique situation I’m a little lost at how to handle. My MIL recently was diagnosed with a brain disease, as such my wife and I are looking to sell our house and MIL’s house to buy a larger house together.

In addition to applying the profit from home sales, we’re looking at selling $100k of our investments and MIL sell $300k of her investments to buy this new house outright. So that we don’t have to pay a mortgage, interest and just be in a good spot housing-wise.

Is this a good idea? Vs getting a home loan at 6% to pay for the $400-$500k?

Would we be paying capital gains on the sales of those investments if it goes into real estate? Is the hit on cap gains still worth it vs a loan?

Thank you. I know we need to talk to proper advisor too, just curious if someone could give me a sense of the best way to go here.

r/mildlyinteresting p-eggs

I dropped pizza roll sauce on my leg and it burnt through my skin.

r/ChatGPT AdBest4099

UI goku poster image v2

This was the prompt

Create an image in a detailed anime aesthetic: expressive eyes, smooth cel-shaded coloring, and clean linework. Emphasize emotion and character presence, with a sense of motion or atmosphere typical of anime scenes.

Create a visually rich infographic about ultra instinct goku. Start by finding one online, research its other Saiyan transformations , and unique traits. Present information through annotated visuals and structured callouts, not generic sections. Style it like a bold graphic illustration: a detailed, photorealistic central animal as the focal point, supported by diagrams, callouts, and concise text elements. Use clean backgrounds and a mix of photorealism with strong graphic elements (shapes, icons, color blocking) in a layered composition. Make it dense, tactile, and professionally authored.

r/whatisit Internal_Doubt7215

Found this at almost every corner in Los Angeles

r/Adulting N_U_J_A_B_E_S

'Freeloading' from parents

What do you guys considering freeloading from parents? I'm late 20's and my mom gave me one of her houses. Buying house/giving down payment seems to be normal for my family. We are first generation immigrants from SEA. Family is mostly healthcare workers then became a business owners. 'We' have a decent amount of private care homes in California.

Another example is my cousin. He went to med school in Aus and my uncle paid for everything, so he has 0 debt. His now back in US and doing residency(pathology). My career path is different, but I still make 6 figures. Starting next year, they want me to start learning the family business. When my cousin finishes residency, 90% chance his going to come back to California and we'll run it together. They've built an amazing team and the business kind of runs itself. So, I do plan to keep my job. We both know how lucky we are. I know for some people their parents use money to control them, but it's not like that with them.

Is it weird to say that I have zero guilt 'freeloading' from them?

r/funny FreoFox

Couples Pillow

r/whatisit Shift_NL

What are these things for that came in my Lost Cities boardgame?

The manual or online boardgames explaining has no mention of these parts.

r/SideProject Better_Foot_920

I built a free tool that checks 54 fashion brand websites every 6 hours so you don't have to

I got tired of checking 40 different brand websites every week to see what was new. Sézane drops on Wednesdays, Reformation adds stuff randomly, Zara turns over product so fast that browsing on Saturday is basically browsing leftovers from Tuesday.

I had a Notes app list. Which brands drop when. Which URLs to check. It was tedious and kind of unhinged but I did it anyway because the alternative was opening 40 tabs each with its own layout, its own version of "New Arrivals," its own way of burying the one thing I wanted under 200 products I didn't.

Then one morning I thought — I'm a developer. Why am I doing this by hand?

So I built VUE. It scrapes the new arrivals pages of 54 women's fashion brands every six hours and puts everything in one feed. Sézane, Reformation, Zara, Jacquemus, The Row, Khaite, Ganni, and a bunch more. No style quiz, no "complete your profile," just: here's what dropped today from the brands you follow.

Some things I learned from the data that surprised me:

  • Those 54 brands drop over 800 new products per week combined. Nobody is supposed to process that volume by opening each site individually. But that's what we're all doing.
  • Sézane has 500+ pieces on their new arrivals page right now. The Wednesday drops get all the Instagram attention, but they're quietly adding things Tuesday through Friday.
  • The Row — a brand whose entire identity is restraint — has 460+ products live. Most people only ever see the 10 that make it into a magazine.
  • Zara turns over new arrivals within days, not weeks. If you're not watching in near-real-time, you're browsing remnants.

The tech side was its own challenge. About a third of these brands use serious anti-bot protection (Akamai, PerimeterX, Cloudflare). I ended up building a scraping pipeline with 5 different extraction strategies depending on the brand — Shopify API, SFCC OCAPI, DOM extraction with Playwright, and for the really locked-down ones, some creative macOS automation that uses a real browser session to bypass bot detection. 11,000+ products in the database right now, updating every 6 hours.

It's free, no account required to browse. Would genuinely love feedback — what's useful, what's not, what brands you'd want added.

vueniverse.com

r/ClaudeAI X-Catalyst85

I volunteer to be his System Checker😆

This is our old and long thread. He keeps on checking himself😂 but in other thread there’s no like this.

r/Damnthatsinteresting AlwaysReady1

A researcher discovered a method by which ancient pyramids were fabricated using simple materials instead of transported long distances

r/Adulting LimMiab9654Ck

From your profession's perspective, do you think there are people who have no trauma?

r/Art Der_Zeppelin

Playing With The Ball Of Yarn, Gabor Dienes, Mixed Technique/Paper, 2001

r/Art Superior_Seeker_

College Art Project, Russell Miller, Acrylic paint, 1998

r/mildlyinteresting Few_Brick709

Family ZZ (Zanzibar Gem) plant flowered

r/painting heirboots

Basketball game, JSZ, acrylic on canvas, 2022.

Kuminga dunking in a game 2022.

r/awwwtf Honk911

He’s always been a loud sleeper

r/OldSchoolCool coonstaantiin

Maude Fealy, 1902, The Cardinal

Maude Fealy in 1902. Photo by James Purdy (Boston) as Filiberta in 'The Cardinal'

Photo restoration and colorization by me.

r/creepypasta billiecomforts

Is there any creepy numbers that I could text?

I’m bored

r/midjourney metr0punk

Whistler 2:00 PM

r/ChatGPT pizzaisprettyneato

“Make the most AI slop image you can”

r/AI_Agents Minimum-Ad5185

Traces are trees. Multi-agent failures are graphs.

Quick context: when you have multiple AI agents talking to each other and something goes wrong, your debugging tools usually show "everything fine" even when the agents are stuck in a loop costing you money.

Here's why:

Been building observability for multi-agent systems and kept hitting the same wall.

Every tool out there models agent runs as traces, parent-child spans in a tree. But when agent A delegates to B who delegates back to A, that's a cycle. Trees can't hold cycles. The loop is invisible to the data model itself.

Same with cascades. The failure lives in the path between agents, not in any single span.

Multi-agent systems are graphs. Until the tools match that, you'll keep seeing "everything looks fine" right up until something obviously isn't.

What coordination failures have you actually hit in production? Did you build internal tooling, or just bump retry limits and move on?

r/Art heirboots

Basketball game, JSZ, acrylic on canvas, 2022

r/meme hairy_balls_1

Backloggers

r/LocalLLaMA Odd-Environment-7193

Got a server with 8x A6000's how do I setup?

Hey guys got some resources that just became available at org. What's the quickest way to get setup on a multigpu setup? Wanna try put qwen 27b and maybe one image model we can just hit as endpoints in some our agentic workflows?

Any suggestions? Have done this in the past but the methods are pretty outdated now. What's the go to for this type of setup in 2026?

r/explainlikeimfive arztnur

Eli5 How do astronauts respond to minor discomforts like itching when in a spacesuit?

While in space gear, how do astronauts deal with the urge to scratch?

r/OldSchoolCool HotGuidancee

Cyndi Lauper At the 1988 MTV Awards...

r/whatisit Zumba81

Found floating in Vitamin Water

What is this floating in my Vitamin Water? It appears to be solid and not disintegrating in the fluid. There are several smaller pieces floating around that appear to have broke off the larger mass after shaking. Maybe this is part of the "Now More Delish" 🤔

r/me_irl Entire_Cut_6553

me_irl

r/meme FightOrDie123

America: “we need more diversity” 😵🔫

r/painting gbilig

Recently I finished this one. “Reach”, oil, canvas. Oulu, 2026. By Gabriel Gram.

r/StableDiffusion Guyserbun007

Are people still using AUTOMATIC1111/stable-diffusion-webui? Or did most users move on to something else like ComfyUI?

I was playing around with stable-diffusion-webui about 2 years ago, and recently I wanted to get back. But the repo's last commit was two years ago. What happened to it? Did most people switch to other repos/platforms like ComfyUI?

I wanted to do infinite looping animation like that from Lofi Girl, what are the best local set up with a decent GPU that I should look into?

r/homeassistant ExampleOtherwise4340

Retrieving data from BT Temp/Humidity Sensor

I want to retrieve Temp and Humidity data from a BT sensor that isn't currently supported by HA, what do i need to do to achieve this? I've been googling all night but it almost appears that if there isn't an integration im SOL.

There used to be an app (AirComfort) that allowed me to access it, but the company sold out and now iBebot only allows access to their app (iBebot Growers) if you sign up. I'm not signing up to use a local device.

r/creepypasta Icy_Tangerine_165

A pale face 3- the final chapter

This is a new creepypasta I've made. I made the mask and costume. These are real pictures

A man runs through the woods, branches snapping behind him.

Something is right behind him—fast, gaining.

He glances back.

Big mistake.

The ground gives out beneath him, and he falls into a pit about three feet deep, lined with sharpened wooden spikes. One drives straight through his left foot.

He screams, thrashing, trying to pull himself free.

Then he stops.

Slowly… he looks up.

A pale, white face stares down at him.

The man cries out as he rips his foot off the spike, tearing in the process. He begins crawling away, dragging himself through the dirt.

The pale man drops down into the pit.

Silent. Calm.

Watching him struggle.

The man struggles as a rope slips around his neck.

He chokes as he’s hoisted up into a tall tree, kicking and squirming as the rope tightens. The pale man tilts his head to the side, almost admiring him.

Then, very slowly, he turns and walks away.

The man’s struggling weakens…

Then stops.

Two weeks later

It had been seven and a half years since the Groves Halfway House massacre.

Now, the town is celebrating Mardi Gras.

Music fills the streets. Masks and beads are everywhere. But beneath the celebration, there’s tension—a storm is coming.

A city broadcast plays in the background, urging people to enjoy themselves but stay safe. A potential tornado has been spotted, and residents are advised to board up their homes and businesses just in case.

Many already have.

Stores are covered with plywood, but vendors still line the streets, selling masks and beads on every corner.

Inside one shop, two men in their mid 30s browse.

David tries on a feathered mask.

Gary smirks. “That’s gay.”

David looks at him. “You’re gay.”

Gary shrugs. “Yeah—and that’s gayer than me.”

David pauses, then nods. “Good point.”

He looks over the rest of the masks.

One catches his attention.

A pale, expressionless face.

“Hey, look at that one, Gary.”

Gary glances over, his expression changing. “That’s the same mask that asshole wore—the one who butchered those people.”

David frowns. “Crazy he wore something so common.”

“Convenience, I guess.”

The shopkeeper steps in. “I can’t get anyone to buy those anymore. Not after that psycho.”

David nods. “Yeah… it’s kind of tainted now.”

He sets it down and instead grabs a costume and some face paint before heading to the register.

As they leave, Gary says, “I’m giving up cigarettes for Lent.”

David sighs. “I’ll give up alcohol, I guess. My liver needs a break anyway.”

They carpool to their friend Angela’s house.

The windows are boarded up.

Angela greets them at the door in costume, hugging them both. She’s dressed in all black, wearing a feathered mask similar to the one David tried on earlier.

“Come on in,” she says in a Cajun accent. “We storm-proofed the place. Plenty of food and drinks inside.”

Her husband, Mark, walks in behind her and greets them.

“The kids are staying at their friend’s house tonight,” he says. “And their parents are staying here.”

Gary grins. “Good. I want to drink more than apple juice tonight.”

Inside, large containers of food cover the table.

Angela smiles proudly. “Jambalaya with shrimp is the main course.”

David laughs. “Every year I forget pots come that big… until I see the punch.”

He leans in. “The secret ingredient is liquor.”

There’s a knock at the door.

Sydney and Arnold arrive, and Angela welcomes them the same way.

Arnold shakes his head. “Junior’s mad he has to watch the kids—but he shouldn’t have stolen my beer.”

Gary laughs. “That stuff is basically water. He was just trying to stay hydrated.”

Arnold chuckles. “He’s 14. It also taught him responsibility—I made him help board up the windows.”

Gary nods. “We all did stuff like that at that age.”

Sydney laughs. “My momma whooped my ass for stealing her liquor and filling it with water when I was his age.”

David smirks. “How’d she find out?”

“She put it in the freezer. The bottle cracked.”

Everyone laughs.

Sydney turns to Angela. “How many people did you invite?”

“Only about 12

The group heads outside, catching beads thrown from the parade.

More guests arrive, all in costumes.

After a couple drinks, Gary gives up trying to remember names.

That’s when he notices someone.

A man wearing a pale mask.

Just… staring at him.

“Hey,” Gary says. “What’s your name?”

He takes a sip of his drink.

When he lowers it—

The man is gone.

Later, Angela sits on Mark’s lap, both holding drinks, when they see David trying to make conversation with another guest.

The pale-masked man bumps into him, knocking his drink to the ground.

“What the hell?” David says.

The man doesn’t respond—just keeps walking.

David shakes his head. “That guy’s a dick.”

Angela frowns. “I don’t even know who that is.”

Mark shrugs. “Probably one of the drunk randoms from the parade.”

In the kitchen, David pours himself another drink.

He notices something strange—deep claw marks on the broom closet door.

Behind him—

Someone appears.

The pale-masked man.

David turns. “Hey, man, it’s just a drink. I’m not mad.”

No response.

“Why don’t you talk?”

The man steps closer.

David turns back to pour more liquor—

A hunting knife plunges deep into his side.

He gasps, but a hand clamps over his mouth before he can scream.

The blade pulls free—

Then drives into his throat.

A wet choking sound escapes as blood bubbles from his windpipe.

The struggle quickly fades.

The pale man lets the body drop… Then drags him to the broom closet and shoves him inside.

Moments later, Sydney walks into the kitchen with her friend.

“I was just telling her about you, David—she wanted to meet you.”

They stop.

He’s not there.

Sydney frowns. “Didn’t you see him come in?”

Angela looks confused. “Yeah…”

Before they can figure it out whats going on.

An emergency alert interrupts the TV.

“A Category 4 tornado has formed.

The power suddenly cuts out.

Darkness.

People panic as phone flashlights flicker on.

Angela raises her voice. “Everyone stay inside! If it gets worse, we have a basement!”

Arnold and Haley decide to check on their kids and leave, promising to come back once the storm passes.

Angela turns to the group. “I’m going to start the generator.”

Gary nods. “I’ll come with you. David might already be down there.”

They head into the basement.

The wooden steps creak loudly.

“This place is old,” Angela says.

They reach the generator.

Gary tries to start it.

Nothing.

Angela pours gas into the tank.

It sputters to life—

Then dies again.

“Damn,” Gary mutters. “I’ll try again.”

CREEEAK.

They both freeze.

Footsteps on the stairs.

“I think that’s Mark,” Angela says.

But the creaking stops.

Silence.

“Mark?” Gary calls out.

No answer.

“Mark? David?” Angela shouts.

Gary raises the flashlight—

The beam catches something.

A white mask.

Then hands.

Covered in blood.

And a knife.

“What the fuck—”

The pale man charges.

He tackles Gary to the ground, stabbing him repeatedly.

Angela swings a wrench, hitting him, but he slashes her leg and pulls the wrench out her hands.

She screams and runs for the stairs.

Behind her, Gary lies on the floor, choking on blood.

Angela climbs, screaming—

Then suddenly jerks forward. The pale man had thrown his knife and it was buried deep in her back.

She stumbles, trying to keep going, but trips on the last step and falls—driving the knife deeper.

She screams as she tumbles back down the stairs.

A pale face emerges from the darkness, wrench in hand, tapping it lightly against his palm.

She opens her mouth to scream again—

He brings it down on her.

Upstairs, Mark is trying to calm the crowd as the wind howls outside.

He walks into the kitchen to grab a drink.

He notices the Everclear bottle is missing.

Then he sees blood pooling from the broom closet.

He opens it—

David’s body falls out.

“What the hell?!”

The room erupts into panic.

They can’t leave—the tornado is too close.

Emergency services won’t come.

“Where’s Angela?” Mark shouts.

Someone points to the basement door. Mark calls Arnold and tells him he thinks it is back.

Mark grabs a flashlight and a kitchen knife and heads down the basement

Halfway down the stairs, he sees blood trailing downward.

At the bottom—

Bodies.

Angela and Gary, brutally displayed.

Blood smeared across the walls like a kid was playing with paint.

Mark backs away in horror and runs upstairs.

The crowd is already panicking—

Until someone screams and points upstairs.

The pale man stands there on the 2nd floor

Holding a bottle of Everclear with a burning rag.

Mark runs forward as people rush toward the door—

The bottle flies.

It explodes into a fireball.

Screams fill the house as people burn and the smell of charred flesh, and they stumble outside into the storm.

Most don’t make it far.

Mark tackles the pale man and begins stabbing him.

The pale man fights back, stabbing Mark in return.

They struggle, falling down the stairs.

Mark manages to get up first and kicks him hard in the face.

The pale man’s leg snaps out of place—but as Mark attacks him, he calmly resets it with a sickening pop.

The pale man rises and grabs Mark’s face, headbutting him repeatedly until he drops.

“Who the fuck are you?!” Mark screams.

The pale man tilts his head… then slowly removes the mask.

He looks completely normal. Like he could of been a regular guy

He puts the mask back on.

And steps forward.

Then—

BOOM.

A shotgun blast tears into his chest.

Arnold stands in the doorway, pumping the shotgun. Arnold: I brought some friends

Another blast.

The pale man drops.

Neighbors rush in, firing repeatedly.

The pale man twitches, trying to crawl away

Arnold steps forward, presses the shotgun to the back of his head—

A boom is heard.

r/EarthPorn Popular-Seat4361

Half Dome, Yosemite National Park [OC][6000x4000]

r/arduino International_Aside2

Help with I2C

I’m attempting to send data over wire from my arduino UNO to an ESP32.

i’ve looked at the docs and like I just can’t get the code or anything to go over at all

I have ESP32 GPIO 21 - arduino UNO A4

ESP32 GPIO 22 - arduino UNO A5

and ground - ground

I also tried with an arduino UNO Rev 4 wifi

Rev 4 SDA - ESP32 GPIO 21

Rev 4 SCL - ESP32 GPIO 22

ground - ground

I’m new to all this and idk what’s wrong

r/ChatGPT JeeterDotFun

How OpenAI is Finally Pressuring Anthropic’s Premium Model Strategy

For most of the past year, Anthropic and its Claude models had the edge in quality, and they priced it like they knew it. Models like Opus were expensive compared to the rest, and users didn’t have many real alternatives if they wanted top-tier performance.

That’s starting to change fast. OpenAI is pushing prices down while improving model quality, and DeepSeek is going even further with models that are dramatically cheaper in some cases. The gap that once justified Anthropic’s pricing is getting smaller.

Now it’s no longer just about who has the best model. It’s about who delivers the best performance for the price. And that shift is making it much harder for Anthropic to hold on to its premium position.

r/SideProject Effective-Guava-9208

I made an app because my mom kept forgetting what to tell her doctor

My mom would walk into doctor's appointments with a mental list of things to bring up and forget half of it the moment she sat down. So I built Primer.

It's a desktop app where you log symptoms, medications, vitals, and questions as they come up day to day. When you have an appointment coming up, it generates a 2-page printable brief: current meds, recent symptoms with severity over time, and a numbered list of questions to bring up. The kind of thing a clinician can actually skim in 60 seconds.

There's also a chat assistant that helps you think through what you've been experiencing and suggests questions you might raise with your doctor. It cites medical sources (Mayo, NIH, NHS, etc.)

A few details:

- Electron + React app, Windows for now (Mac later)

- Your records live locally on your machine, encrypted with a key in the OS keychain

- $12.99 a month, with a 2-month plan if you want to commit longer

Site link in the comments

Would really appreciate feedback on the landing page, the pricing, and the overall pitch. Happy to answer anything in the comments.

r/Adulting MuteTalker-

Need help navigting life...

I am 34... I have no job and I'm thinking about changing career from trade work or line cook to something else. I have no idea what to do with my life and I need to try and find something that's disability friendly for my lower back injury and allows me to go to the bathroom without timing me. The second one isn't so much of a requirement since I can be quick but I kind of want to experience what it's like not being timed to go to the bathroom. I'm not sure what to do. I was a welder and I used to really enjoy cooking but I want places not so toxic. I want to be able to sit down during my shift and have a break without having to earn my right to take one when I work 12 to 16 hours. What's something I can look into trying that pays at least $12 an hour?

r/Art gbilig

Reach, Gabriel Gram, oil, 2026

r/hmmm Forward_Campaign7290

hmmm

r/Adulting Bubbly_Gur455

Not depressed but can't feel happiness anymore now ..!

As the title itself says, I can’t feel happiness anymore. My story is that I was in one-sided love for 7 years, and about 1.5 years ago, I finally confessed my feelings to her, but she rejected me. Since then, I haven’t been able to move on. I had been loving her even when she didn’t know, and at the same time I got rejected, I also failed a competitive exam. Both of these things affected my mental health so much that now I don’t even have friends in my college.

There was a time when even eating my favorite food made me happy, but now that also doesn’t give me any happiness. Because of all this, I can’t focus on my studies and I’m unable to reach my potential. This is making me overthink even more. I know what I should do and what is good for me, and I want to stay focused, but I just can’t bring myself to do the work. I don’t understand what is happening to me, and I wonder if I will ever feel happiness again.

r/Roadcam dariomraghi

[USA] Deer does death dive under oncoming big truck

The guy at end actually wanted it and loaded it up... the deer seemed to be caked with ticks and stuff... they were already crawling up my leg just from moving it... i saw the other deer about an hour later with someones yard dog barking and chasing it through a nearby parking lot

r/aivideo warzone_afro

Action hero vs convoy

r/ChatGPT Head-Poet7275

an context generator skill for claude so you can continue where you left after hitting limit

Hey guys I have made a skill for claude so when you hit 90% rate limit you can just export your context to chatgpt by just doing /context

If you find it useful try it here or star it : https://github.com/spidey889/context-generator

r/ChatGPT Bigguygamer85

Grok issues

Does anyone know what is wrong with grok? Every time I ask it anything, this is what I get. Is it forcing me to pay now to continue or is it something else?

r/OldSchoolCool Powerful-Recipe9238

Louis Armstrong playing for his wife, Egypt (1961)

r/Adulting Beginning_End316

Best friend tells everyone about our fights

Me and my best friend has a really big fight recently and honestly, I don't understand sometimes how everything that we fight about is just my fault. We fight over texts 90% of the time because she doesn't talk on calls, which creates so much of misunderstandings, even then, in texts, she doesn't take on effort to listen to what I imply and just goes on and believes into things I didn't even say.

Even when we're fighting in texts, she in between starts saying things like 'I'd appreciate it if you don't tell anyone around you about what's happening between us' and I really didn't. She also puts up story on her Instagram implying stuff like what's friendship if your friend just tells everyone about you and your fights and shit. A mutual friend of ours reached out to me telling she doesn't understand how I could say such hurtful things to my best friend, and how can I be so mean, insensitive and inconsiderate.

Now what about my privacy? And why am I a bitch when most of the things wasn't even my fault? And even if it is my tault, why not talk to me and bitch about me to someone else? Why narrate the story in such a way that I've to be a bad person in it, no matter what?

It's just so frustrating that she's making all the friends in the friend group take her side and these friends of mine sound like they've already concluded and don't want to listen to my side of the story since she already said hers and I'm the bitch there.

Is there anything I should correct myself about? Am I being unfair here?

r/TwoSentenceHorror Cheap-Code311

I woke up to my son tugging on my arm and whispering that he had a bad dream.

As I sat up to comfort him, I felt my wife’s hand tighten on my leg under the covers as she hissed, "Don't look, I just heard him crying from the nursery." (APR26)

r/geography ArthurPeabody

Why is it the Red Sea and Persian Gulf?

I'd call both of them gulfs. The Red is 70% larger; when they were named they were both dead ends.

r/PhotoshopRequest danzie_

Please remove the shadow from my face and remove my double chin - no AI $30 to the most natural looking

r/me_irl Perfect_Idea_2866

me_irl

r/leagueoflegends HalfHaunting1611

Why people that hold a game hostage do not get banned like when someone goes AFK?

Literally right now, I had a game that was 40 minutes long that could have ended 20 minutes earlier in ARAM Mayhem. They kept going into the fountain and dying for absolutely no reason. If I go AFK for 3 minutes, I get a leave ban for wasting my team’s time, but them dragging the game out five times longer for no reason is somehow fine?

The only thing I play in LoL is ARAM, and if this isn’t addressed properly like it should be, I’ll have to quit even that. A fun mode has turned into a torture chamber because of the lack of enforcement of rules that exist. I don’t want to deal with this kind of experience in my free time.

It really shouldn’t be that hard to enforce this rule.

r/LocalLLaMA Kahvana

Guide on building a system for 30B dense models.

Hey everyone, not a native speaker so please correct me if I make mistakes!

With the current trend of API models generating lower-quality results over time, price hikes and whatnot, and now very strong ~30B dense model being released, I see interest increasing in running these models. Thing is, I don't see that many guides in decision-making for building your own system to run them.

In this post I will highlight decisions I made during building my own PC back in January 2026 ( https://www.reddit.com/r/LocalLLaMA/comments/1qdtvgs/not_as_impressive_as_most_here_but_really_happy_i ).

I will be using current (2026-04-26) Dutch prices (megekko.nl for new, markplaats.nl for used) as reference.

Goals

  • Running Qwen3.6 27B (Q5_K_M) with 200K (Q8_0) context + mmproj (on CPU).
  • Running Gemma4 31B (Q5_K_M) with 128K (Q8_0) context + mmproj (on CPU).

Why this target?

With MoE models we can get away with a single weaker GPU (like a Strix Halo or experts offloading), but for dense models it would be really slow.

From my practical experience, difference between Q4 to Q5 is quite noticable. From Q5 to Q6 and higher depends more on non-latin use however ( https://localbench.substack.com/p/gemma-4-31b-gguf-kl-divergence ).

While I understand Q8_0 for context isn't lossless for Gemma4 ( https://localbench.substack.com/p/kv-cache-quantization-benchmark ), at half the model's context (128k of 256k) I have yet to experience issues with it in practical use.

System parts

Buy used?

If you're willing to bear the risk, it is a really good option (and can be much cheaper!)

Personally, due to the uncertain times and not being able to secure that money relatively soon in case anything goes wrong or breaks, I did not. So my own choices resolved buying around new hardware.

GPU

Most important part(s) of the system. You have a few options:

  • NVIDIA RTX 5090 32GB: 3500EU (New)
  • AMD Radeon AI R9700 Pro 32GB: 1500EU (New)
  • 2x NVIDIA RTX 5060 Ti 16GB: 2x 560EU (New)
  • 2x AMD Radeon RX 9060 XT 16GB: 2x 480EU (New)
  • 2x NVIDIA RTX 3090 24GB: 2x 1000EU (Used)
  • 2x NVIDIA RTX 4060 Ti 16GB: 2x 450EU (Used)

The R9700 Pro is the best value for money here. Only downside is how loud it is (blower-style fan) and the lack of CUDA (in case you need it, for inference you can use Vulkan on llama.cpp).

Personally I went for two ASUS PRIME RTX 5060 Ti 16GB. I could buy one first and the other later. That specific model is very silent under load and draw very little power. MXFP4 / NVFP4 hardware support is a nice bonus, CUDA makes anything AI software related easy to set up.

What about Intel?

While their prices are really good, the performance isn't (slow hardware and unstable drivers). Look up B70 and B60 reviews on this subreddit for more info so you know what you're getting into.

What about datacenter GPUs? (P40, V100, MI25, MI50, etc)

No comment as I have too little experience with them. From what I've read here they can be really good, so look them up!

Anything to be careful of?

When buying RTX 3000 series cards: they might've been used for mining, which significantly reduced their lifespan if so. Repaste them!

For RTX 5090, be very careful as they my have bad 12vhpr connectors required for them ( https://gamersnexus.net/gpus/12vhpwr-dumpster-fire-investigation-contradicting-specs-corner-cutting ). Undervolting is a good idea!

Motherboard

If you choose the RTX 5090 or R9700 Pro, any used PCIE 4/5 x16 motherboard is fine.

Otherwise, you really want a motherboard that supports PCIE 5.0 x8x8 mode. Not doing so results in a performance penalty, which is especially bad for the RTX 5060 Ti. Options I know supporting x8x8 include:

  • ASUS PROART X870E-CREATOR WIFI: 380EU (New)
  • ASUS PROART B850-CREATOR WIFI NEO: 270EU (New)
  • ASUS Pro WS B850M‑ACE SE: 400EU (New)
  • Gigabyte B850 AI TOP: 400EU (New)
  • ASRock X870E TAICHI LITE: 410EU (New)

I went with the PROART X870E as it has the best chipset available for a good price and good PCIE x16 slot placement for the cards I want to use. Most 2/3-slot GPUs are actually 3/4-slot due to their cooler's size.

It also supports display routing: Connect the monitor to the motherboard's display port (HDMI or DP), during inference the GPUs can use their full 16GB each and the iGPU handles the display. When playing games, the motherboard uses the GPUs and not the iGPU without having to change cables around.

What about Intel?

Didn't research! I knew I wanted an AMD Ryzen 9000 CPU.

CPU

It kinda depends.

  • AMD Ryzen 5 5600 AM4: 130EU
  • AMD Ryzen 5 7600 AM5: 170EU
  • AMD Ryzen 5 9600 AM5: 200EU

If you choose the RTX 5090 or R9700 Pro, you can get away with the the Ryzen 5 5600 or better.

Otherwise, an AMD Ryzen 7600 and better will do.

I went with the AMD Ryzen 5 9600X as I wanted the AVX-512 improvements from the Ryzen 9000 series for my work.

Why not 8+ cores?

You won't get much benefit of having more than 6 cores, you're getting RAM bandwidth starved ( https://www.reddit.com/r/LocalLLaMA/comments/1qdtvgs/comment/nztj6g7 ).

Why not Ryzen 5500 or Ryzen 8000 series?

The AMD Ryzen 5 5500 and older doesn't support PCIE 4.0, Ryzen 8000 series on AM5 uses PCIE 4.0.

What about Intel?

Didn't research! I knew I wanted an AMD Ryzen 9000 CPU.

RAM

You want to have at least 32GB RAM, prefer 2x 16GB. More capacity is always really useful but a luxury.

I personally have 96GB (2x 48GB) DDR5-6000 CL30 which I bought before the RAM demand increase (September 2025).

Having at least 96GB is needed when running 120B MoE models, but you don't need it to run Qwen3.6 27B nor Gemma4 31B.

Other hardware

Make sure there is at least 1 slot space between the graphics cards inside your case, and that a fan is blowing away the heat of the GPU's backplate.

If you have an iGPU, attach the display to it to free up a little more VRAM. Every byte counts!

The software side

You really want to use llama.cpp directly for the least overhead.

Make sure to specify when using two GPUs:

device = cuda0,cuda1 (or vulkan0,vulkan1 when using AMD) tensor-split = 16,16 (or 24,24 when using RTX 3090) 

That way llama.cpp knows how to handle the dual GPU setup.

Performance

Metrics for my build (the highlighted parts).

Qwen3.6 27B:

  • Processing: 1280 t/s at 32k, 710 t/s at 100k
  • Generation: 20 t/s at 32k, 14 t/s at 100k

Gemma4 31B

  • Processing: 970 t/s at 32k, 620 at 100k
  • Generation: 17 t/s at 32k, 9 t/s at 100k

That's it!

Hopefully this infodump was helpful to you! Let me know your questions or thoughts down below, I'll be happy to help where I can.

r/AlternativeHistory Professional-Fee3323

Jade and Bone A 2000-Year-Old Dental Masterpiece

r/fakehistoryporn entrendre_entendre

Truman Beats Dewey (1948)

r/leagueoflegends Noviraoff

I check the minimap constantly…

and somehow still get surprised by the most obvious things.

Roams, ganks, rotations — I see them too late every time.

At this point I don’t even know what I’m looking at anymore.

r/AskMen davucci89

I’m going to be an old dad. I’m 36, and finally found the love of my life, but she is 26. Assuming we have a kid or two in the next couple of years - what advice do you have?

r/Unexpected BreakfastHorror8907

A hard carrot

r/painting flumsel_

small tiles > big canvas (?)

I always struggle with 1. motivation and 2. details, when im working on a canvas.. so I thought why not just do nine small paintings. And I’m so happy I did that because this is already one of my favourites from the past couple of weeks.

I drew it based on photos I took on my parents' sailboat during my summer vacation.

What do you think of it and have you ever done a collage?

r/leagueoflegends Think_Consequence637

What are the downsides to making a new account and how bad have the downsides gotten over the years?

I haven't played in 8 years because I didn't have the time for a couple of years, and then I forgot about the game. Instead of refamiliarizing myself with my account, I think I'd be fun to relearn the game and rebuild my champion pool by making a new account.

The only downsides I can think of are:

  • loss of champions: the whole point for me is to lose them, so this doesn't apply to me.
  • loss of skins: I don't care about skins, so this also doesn't matter to me
  • resource procurement: has it gotten harder to unlock new champions over the years?
  • unlocking ranked play: has it gotten harder to unlock ranked?
r/trashy STlNKMEANER

Streamer provokes man and threatens to mace him

r/interestingasfuck asa_no_kenny

I'm the same way when the remote falls off the couch.

r/SideProject Fit-Office6982

What is "Fairy Dusting"? I built a scanner app that calls out deceptive grocery marketing.

Spent the last 4 months auditing thousands of grocery labels. I wrote logic to detect the most common marketing tricks (23 checks total). Here are a couple of the worst offenders:

  • Fairy Dusting: Adding 0.01% of a premium, healthy ingredient just so they can highlight it on the front packaging.
  • Sugar Splitting: Using 4 different types of sugar so "sugar" doesn't have to be listed as the primary, number-one ingredient by weight.

Result: A small Android app called HonestWorld. You scan a barcode or photo of the ingredients, and it gives a 0-100 honesty score in plain English.

Open beta is live now. I’m looking for testers to scan their pantry and tell me what they think.

Play Store:https://play.google.com/store/apps/details?id=com.honestworld.app

Built solo. No investors. I'm curious, what is the most ridiculous or misleading label you've found in your own kitchen?

r/whatisit Thorn-of-your-side

What is this light at the center of this room?

r/todayilearned hirschhulde

TIL that after 60,000 people were forcibly removed from District Six, Cape Town under apartheid in 1966, the government’s planned white neighbourhood was never built — and the land sat almost entirely empty for decades, a visible scar in the middle of the city.

r/geography Effective_Display940

Do you prefer the geological continent model, or the political-cultural continent model?

To preface, I know that continents don’t have a single definition, and what defines them is complex and highly debated. I’m simplifying this by summarising continents into two categories:

Category A (geological model): continents are a continuous landmass, so islands simply don’t belong to a continent. Australia is both a continent and a country, and is the only country in its continent. Regions like the Caribbean and Pacific islands don’t belong to a continent. Neither do the UK, Iceland, Japan, or Madagascar.

Category B (cultural/political model): continents are groups of countries which roughly fit together, from both a geographical and cultural model. Every country is part of a continent. Australia is either a continent which includes other nearby countries (New Zealand, Papua New Guinea, Pacific islands) in addition to its own, or it’s the largest country within the continent of Oceania. The Caribbean islands are part of North America, Iceland and the UK are part of Europe, Japan is part of Asia, and Madagascar is part of Africa.

Which definition do you prefer, and why?

r/ClarenceCartoon skoof-sean

I feel like Clarence would be popular in hs and forget about his friends

I have without a doubt that Clarence would become the designated funny fat guy in high school that everyone likes and sumo would be a very hard outcast nobody talks to, Jeff would be the smart kid his ocd also makes him stand out insanely amongst others. I also feel like Clarence would be to caught up in high school shenanigans with the popular kids to really think of Jeff and sumo. I’m really just talking out my ass I’m not a die hard Clarence fan but I’m rewatching it rn

r/confusing_perspective RatioOk2644

This had me confused for a solid 5 minutes

r/WTF BeginningRelative811

Randomly came across this on bilibili

r/explainlikeimfive bigboy_lurker

ELI5 go to bed at 10pm wake up for work at 6am feel like dogshit, go to bed at 10 no work wake up at 5:30 feel amazing ?

Why man

r/n8n malbagir2803

Switching from Waha to Evolution API for n8n — Worth It?

I’m getting tired of Waha—it keeps running into timeout errors over and over again. I’ve restarted it multiple times, and sometimes I even have to fully reinstall it. Not just restart or redeploy, but actually delete everything and set it up again from scratch.

So now I’m thinking about switching to Evolution API (or maybe WasenderAPI, but I’m leaning toward Evo since it already has a community node).

Has anyone here used Evolution API with n8n? What’s your experience been like? Would you recommend it in terms of cost and stability? I’d really appreciate any insights.

And for those wondering why I’m not using the official Meta API: I don’t have the required legal documents to register, and I’m based in a developing country where the pricing is relatively expensive—especially for small businesses.

r/WouldYouRather FightOrDie123

WYR: be a racist or a sexist (which one is worse)

?

r/findareddit PaultheDoge

don’t know which craft reddit to ask this very specific thing

what type of glue or glue mixture that will look like dripping bodily fluid (the white kind). basically im drizzling it onto the lego set of dobby in reference to that globby video (by tinyideastuff)

there’s some lore in my friend group around the video so im making a memento lollll

r/Adulting Lost_Title_7528

Nail salons are for females, not males.

Use nail clippers or bite em off like a real man.

r/brooklynninenine CynicalCosmologist

Relative heights of the main cast, visualised

P.S. Sorry if some of the avatars are not accurate, the site has limited options there.

r/ClaudeAI FeelTheFire

My deaf friend should wear headphones

Brilliant

r/findareddit Sakvrasoda

Is there any sub to find/decode song lyrics or samples

Something like when people try to decode what is sung on Cocteau Twins songs, but for songs in general.

r/ClaudeAI avisangle

Hardening claude-code-action after the April 2026 Comment and Control CVE - actual YAML changes

Anthropic's own security.md has this line that most tutorials skip over: "The action is not designed to be hardened against prompt injection."

In April 2026, security researcher Aonan Guan proved the point. A single crafted PR title was enough to steal ANTHROPIC_API_KEY and GITHUB_TOKEN from Claude Code running in GitHub Actions. CVSS 9.4 Critical. Same attack shape hit Gemini CLI and GitHub Copilot Agent.

I read the disclosure, Anthropic's quiet fix (commit 25e460e added --disallowed-tools 'Bash(ps:*)'), and all the news recaps. What nobody had written was the assembled hardened workflow. So I wrote it.

The six controls that actually matter:

  • Allowlist tools, don't blocklist them. Anthropic's fix blocks ps. It doesn't block cat /proc/self/environ, printenv, or env | base64. Pass claude_args: '--allowedTools "Read,Grep,Bash(gh pr view:*)"' for a review agent. Nothing more.
  • Scope GITHUB_TOKEN to read-only. permissions: read-all at the workflow level, elevated only per job. The Copilot leak in Comment and Control dumped a wide-scope token to an attacker-controlled branch.
  • Move secrets to OIDC. Route Claude through AWS Bedrock or Vertex AI with role assumption. No static ANTHROPIC_API_KEY in GitHub secrets means nothing to leak and nothing to rotate.
  • Cap script loops. CLAUDE_CODE_SCRIPT_CAPS: '{"edit-issue-labels.sh": 2}' stops runaway tool calls triggered by an injected prompt.
  • Filter actors. include_comments_by_actor blocks the crafted PR-title vector from unknown accounts. Never use allowed_bots: '*' on a public repo.
  • harden-runner in block mode (not audit) with an allowed-endpoints list. If an injection escapes every other control, the shell still can't POST to attacker.com.

The before/after diff is 35 lines. Compared to rotating an exfiltrated key and auditing every downstream service it touched, it's a bargain.

What this still can't fix: prompt injection at its core is context the agent is designed to process. File contents in the diff can still steer the agent. Keep humans in the loop for merges.

Full write-up with the assembled workflow, six starter allowlists for common agent roles (review, triage, test-runner, doc-writer, release-notes, PR-fix), OIDC/Bedrock walkthrough, and the residual-risk honesty section:

https://avinashsangle.com/blog/hardening-ai-agents-cicd-prompt-injection

Happy to answer questions about the specific flags or the OIDC setup.

r/WouldYouRather stirringmotion

WYR say "loyalty amongst theives", or "no loyalty amongst thieves"?

?

r/SideProject prufect

I needed to focus on my main project, so naturally I built a different app to help me stay on track

AnyHabit gates your distracting apps behind habits you set. Complete a habit → earn screen time. The irony of building a focus tool as a procrastination project is not lost on me.

  • Pick apps to gate
  • Set habits that earn minutes (meds, reading, a walk, a work task)
  • Complete a habit → minutes unlock

The one thing that's really worked for me is HealthKit integration. Walks and workouts auto-credit without me having to remember to log anything. Removes the willpower step entirely.

Stack: SwiftUI, SwiftData, DeviceActivity/ManagedSettings. iOS 26.2+.

Free: 5 habits + 1 gated app. Premium 4.99 for unlimited.

https://apps.apple.com/us/app/anyhabit-app-blocker-focus/id6760150415

What do you think? Any top of mind integrations?

r/PhotoshopRequest CuriousMysterious17

Graduation Photo Help

Didn’t get all my regalia in time for photos. Could y’all please add a white tassel to my cap? Willing to tip $5

*Please don’t use AI*

r/personalfinance JuggernautOwn1270

Wellness check for Newly Weds

Hello all, I’m a ghost follower to this sub and often find myself spending time reading posts in here. Wanted to post my situation to see if this community has any tips for how we can improve our financial circumstances.

My wife (37) and I (35) got married earlier this month. We are both in education as adjunct counselors. We own a home with a mortgage + PIMI = ~$4,750 @ 6.125%. We pay $5000 each month with the difference going toward the principal. We have roughly 90k in equity.

We have separate finances with a joint account for bills and expenses and a joint HYSA that has roughly ~$29,000

My financial snapshot:

- Income: $105,000 can fluctuate depending on hours

- $70,000 student loans. On 6th of 10th year with Public Service Loan Forgiveness (PSLF) (Plan is to utilize this, hopefully to wipe out loans)

- HYSA: $34,000

- Brokerage: $3,000 (haven’t been contributing much)

- Roth IRA: $10,000 (started last year and plan to max this year)

-CalSTRS Pension: $50,000 Defined Benefit Account + $40,000 Defined Benefit Supplement. Planning to continue working for next 20+ years.

- 403(b): ~$15,000 (contribute $350/month. Planning to increase)

- Crypto: ~$5,000

- No Car note

Wife Financial Snapshot:

- Income: $130,000 gross. Can fluctuate due to hours.

- $70,000 student loans. Can also qualify for PSLF but is on forbearance right now.

- HYSA: $30,000

- Also on CalSTRS: have not checked hers.

- Car note: ~$17,000

Posting for a sanity check as I often read posts on super high earning couples but mainly to see if anyone has any advice or strategies to optimize our finances.

We have been blessed to be able to afford our lifestyle currently but wifey would like a child in near future (no kids at this time). Thank you all in advance for reading and input.

r/funny Delicious_Main_4360

The bro at least tried

r/Adulting JakeBanana01

What's one goofy thing about your partner?

If you've been with your partner for a while, what's the one thing your partner does that's... magical? Goofy? Weird? Surreal?

Grace has an uncanny ability to beat me at rock/paper/scissors. Once I beat her in two-out-of-three. Once. And I think she was on meds.

r/singularity Imaginary_Mode8865

Why are you convinced the singularity will happen when we don't even the foundation required for it?

I’m not convinced the singularity is happening anytime soon because the kind of AI we have right now clearly isn’t the path to it. These systems don’t actually understand anything, they’re pattern predictors. They don’t form goals, they don’t have stable reasoning, and they break down outside their training distribution. There’s no real mechanism here for recursive self improvement either, training a better model still depends on humans, data pipelines, and massive compute. On top of that, we don’t even understand human intelligence well enough to replicate it, let alone surpass it. So if the foundation isn’t even the right kind of system, talking about a runaway intelligence explosion feels premature

r/whatisit 24houratm

Help Identify

Hi! I’m hoping someone can help me identify these. They keep showing up on one windowsill—and a second one along the same wall—but nowhere else in the house. At first I thought they might have blown in through the screen, but I’ve kept the window closed, cleaned the sill thoroughly, and they still reappear.

Thanks so much in advance for any insight!

r/arduino Right_Brilliant_1119

Beginner: Need help in making a circuit

Hi I’m a high school student and our group was tasked to make a arduino uno prototype project and this is what we have decided:

An Arduino uno controlled smart air filter and we want it to have 2 5v Pc fans as exhaust and for those fans to adjust their speeds from low-mid-high depending on the levels of CO2 and PM2.5. It should blink an led light when it reaches dangerous levels of pollutants and for those levels to be shown on a 12c LCD.

What parts do i need to power all of these?

Please enlighten me on how we can wire them and if we need parts like a power supply.

Can you guys recommend a cheap sensor for CO2 and PM2.5?

As of now, my main trouble is what is compatible with the arduino uno in terms of its power and wiring capacity or how connections it can take.

We really only have little to no background or arduino uno circuits

Thank you!

r/mildlyinteresting the_battle_cats_fan

The shadow from my tap looks like a ballsack

r/SideProject WeeklySafety2663

Remember when the internet was weird?

It was just me and my one-year-old today, and as I was watching him play I started to get nostalgic about my childhood, the jokes I would tell with my friends, and sharing the weird stuff we saw on the internet. Getting introduced to memes, YouTube before every channel was perfectly manicured for monetization. I know you can find all of this stuff in different places, but I wanted a place to aggregate all of the greatest, weirdest, most nostalgic internet content. Back when it was fun and full of hope, not just monetization. I separated stuff by eras, but please take a look and feel free to edit and add. Give me some grace. This was a day of work while wrangling an increasingly opinionated toddler.

https://internet-nostalgia.com/

r/HistoryPorn HydrolicKrane

Valery Khodemchuk, the first victim of Chornobyl disaster for whom Reactor #4 became the tombstone, 1986 [801 x 508]

r/SideProject Muted-Designer5264

Would you use a tool that scales your ability to apply to meaningful work?

I built a web app that automates application workflows for job listings and brings all email communication with hiring teams into the app. The tracking is comprehensive - application statuses are updated in real time based on email context to/from the recruiting team and it allows the user to cast a wide net via a universal candidate profile.

We have some cool additional features in testing (custom resume generation based on each specific job listing is a fun one) but was wondering if anyone on here identifies with the use case. We are launching in 2 weeks and I would love to put it in the hands of some people who think it would genuinely be a value add to their job search, and hear feedback.

Most platforms and tools created in this space are B2B - basically helping hiring teams screen, vet, and interview. That is where the money is, and there is a clear imbalance in bargaining power between those offering work and those seeking a job. We are building this for the candidate, to remove friction in their process and make it less maddening.

If this sounds like something you would use, shoot me a message. Would love to share more:)

r/ClaudeCode KindSeaworthiness411

We're all cursed, my friends

I'm on Max x20 from the moment this plan was introduced (literally from the first day it became available). I've never experienced such a usage drain through the entire time span, I think it was related to my vibecoding habbits, engineering skills (hehe), and some kind of luck (missed update, local setup/config, account id, whatever).

I'm finally in da club, 50% of 5 hrs span in appx 20 mins with the same setup (vanilla, just a few sessions in parallel) is insane.

```94% of your usage was at >150k context -> Longer sessions are more expensive even when cached. /compact mid-task, /clear when switching to new tasks.

41% of your usage was while 4+ sessions ran in parallel -> All sessions share one limit. If you don't need them all at once, queueing uses it more evenly.```

Ok, understandable, no questions. u/Anthropic u/bcherny give us $400 plan (it is a fair price for a good stable 1M CC without troubles, stop whining, mfs) to be able to work with 1M model properly, as we did before with 256k. I understand, it's more compute heavy, etc. We were waiting for 1M context not bc we wanted to drop it at ~150k, right? It just doesn't make any f*cking sense. Let's rename the plan, let's change pricing, I dunno, anything, but stop this horror, you literally terrorize your entire audience.

I got frustrated, bumped my OpenAI plan, updated codex after 6 months of not using it. It's unusable piece of trash after CC, I dunno what people, who say it's great, doing for work, it is unusable for anything serious. If you think open models are getting to SOTA, it's just not true.

I have zero clue how this year will look like, but I have a strong feeling, that we're dealing with pay2win, looking at Mythos rollout. And the feeling that we were just training dataset becomes stronger. Anthropic, can we finally hear your vision? I'm writing it here just bc your communication channels don't exist.

r/LearnUselessTalents Kaiffu_26

Pop.

Little trick recorded with a potato.

r/Art Darencewee

Robert Downey Jr. Portrait Study, Darence Wee, Graphite & Pencil, 2026 [OC]

r/SideProject Electronic_House2272

clay vs apollo for enrichment - worth adding another tool?

running an SDR team and trying to figure out the best approach here. i've been using apollo for about a year and it does the jobfor basic prospecting and sequences. the data quality is ok, maybe 70% accurate on emails, but i keep hearing people using clay for enrichment before pushing to their CRM.

is it really worth adding another tool to the stack? apollo already has enrichment features but i know clay has way more data sources. my main issue is our bounce rate is stilla around 15% which is killing deliverability. my manager is starting to ask questions about is which is too fun.

also looking at whether ee should just switch from apollo entireky. we've been testimg prospeo for email finding and their accuracy seems better so far but they don't have the sequencing features apollo has. we also looked at snov. io but didn't get very far with it.

anyone running both clay and apollo together in their sales stack?mor did you pick one over the other? we are trying to keep things lean but also need better data quality

r/ClaudeAI metodo_naghol

People who use the Claude Max account (other than developers)—what do they do there?

I’m on the Pro plan, and I’m thinking about using Claude more—both to explore new possibilities and to automate certain processes.

I’d really like to hear about how you use it in your day-to-day work.

r/brooklynninenine sillybilly1437

jake has been influencing the way i dress lately lol

started wearing button up shirts with hoodies cuz of him, along with pushing up the hoodie sleeves and rolling the shirt sleeves. (sorry if the photo sux b-t-dubs)

r/SipsTea Chance-Camera4784

Stephen Miller takes Shelter

r/ClaudeCode JustProcedure4155

Bridging Codex’s image_gen tool into Claude Code as /codex-image:* skills

Claude Code has no first-party image generation. Codex CLI does — it ships a headless image_gen tool (gpt-image-2) that runs against whatever auth you already have: ChatGPT subscription (Free tier included), or your existing OpenAI API key. So no extra OPENAI_API_KEY to manage.

I built a thin Claude Code plugin that bridges the two. Three slash commands:

/codex-image:generate "5 logo variations of a brass compass on white, save under images/logos/" /codex-image:edit input.png "Replace background with a clean white studio backdrop" /codex-image:status 

The full slash-command argument is passed verbatim to Codex's imagegen skill. Output paths, sizes, quality, transparency, multi-image count — all expressed in natural language inside the prompt. No --out / --size / --quality flags to memorize; imagegen handles them.

Architecture: each SKILL.md is a 1-line node script.mjs "$ARGUMENTS" invocation. The Node wrapper (~375 lines) does only argument splitting and codex exec spawning with a ~6-line minimal instruction prefix. Image-generation intelligence lives entirely in Codex's bundled imagegen skill — this plugin is a pure dispatcher. One non-obvious finding documented along the way: SKILL.md bash isn't always executed verbatim by the model (it pre-evaluates $(...) substitutions in its head), so all parsing must live in the Node script. Details in docs/ARCHITECTURE.md if you're building plugins yourself.

Trade-off worth knowing: agent tokens count against your Codex usage limit. A typical single-image low-quality turn is around 30k agent tokens on top of the image-gen cost itself.

Repo: https://github.com/KingGyuSuh/codex-image-in-cc

Install:

claude plugin marketplace add KingGyuSuh/codex-image-in-cc claude plugin install codex-image@codex-image-in-cc 

Apache-2.0. Orthogonal to and complementary with openai/codex-plugin-cc (code review / task delegation under the /codex: namespace) — install both.

Happy to take feedback or contributions. The architecture decisions are documented openly so you can disagree concretely.

r/AlternativeHistory Front-Coconut-8196

A Roman water boiler from the 1st century BCE that was discovered at Villa Della Pisanella in Boscoreale, Italy. It is one of the rarest examples to survive with its complete system of pipes and fittings intact.

r/meme Miserable-Cycle-4986

covfefe is so overated

r/AskMen Pure_Ingenuity2137

What’s your ideal weight for a woman to be?

r/ProgrammerHumor cmnrsvwxz

loadBearingDeveloper

r/aivideo drSeyaNara

ANAMNESIS — AI-assisted medical soft-horror anime short, looking for feedback

r/personalfinance CtrlAltDelLife_06

Investment advice: ~₹2L for 1 year, low–moderate risk options?

I have around ~₹2L to invest for about 1 year and looking for relatively safe options with better returns than a savings account.

I’m okay with moderate risk but don’t want to lose capital.

What would you suggest for a 1-year horizon?

Options I’m considering:

- Liquid / short-term debt funds

- Arbitrage funds

- Fixed deposits / RDs

- Hybrid funds

Are there any better alternatives for this timeframe?

Also, how would you allocate ₹2L across these options?any suggestions.

r/ProductHunters Objective-Sell-5830

[ Removed by Reddit ]

[ Removed by Reddit on account of violating the content policy. ]

r/ProductHunters Objective-Sell-5830

[ Removed by Reddit ]

[ Removed by Reddit on account of violating the content policy. ]

r/SideProject pb7246

Day 2: Submitted my first iOS app to the App Store (17 years old, build in public)

Five days ago I posted Day 1 here. A lot happened since then.

I went from a basic SwiftUI UI to a fully submitted App Store app in 5 days. Here's what got built:

What Mochi is: A panda mascot that reads your Apple Health data (HRV, sleep, workouts, steps, resting heart rate and more) and gives you one personalised daily action card every morning. The rest of the screen is an AI chat that knows your actual numbers and responds in character. Ask it why you're tired and it references your specific data from the last 30 days.

There is also a Trends view that detects correlations across your metrics, and a Charts view with line graphs for every metric over 7, 14 and 30 days.

Stack: SwiftUI, HealthKit, Claude API, RevenueCat

Biggest lesson so far: HealthKit records 0 on days you don't wear your watch, not nil. If you don't filter those out your averages get destroyed and the AI gives completely wrong advice. Small thing that took way too long to figure out.

Milestone 1: $1k MRR What's next: Waiting on Apple review. Will post when it goes live.

Following along appreciated, it keeps me honest.

r/ChatGPT bricks0fbollywood

Chat am I cooked ?

r/WouldYouRather stirringmotion

as a man, WYR be with a a virgin, or an arrogant?

?

very trending question

r/ChatGPT CJC19922011

Abraham Lincoln delivering a modern day State of the Union speech.

In Lincoln's time, all of his State of the Union speeches would have been written addresses to Congress rather than in person speeches. Wilson would start that custom.

r/SipsTea Impossible-Middle122

relax, people.

r/BrandNewSentence Annie_Inked

Replace confederate statues with mothman

r/Seattle letsbenice_notrude

Torrent game puck - 4/25

Anyone local that attended the Torrent game willing to sell their game puck from today? We always collect them from each game we attend but couldn't get one today as we got a little lost in trying to access the link. Maybe you bought two and are willing to part with one? Thanks for the consideration in helping our tradition.

r/Anthropic AstaStaria24365

Claude Mythos hack?

I just found out that Claude Mythos the worlds most powerful AI was just "hacked" by a random Discord group who just "guessed" where it was being hosted. I just want to know if people find this true and how the most powerful AI was just accessed by random people. Be reminded that only a few selected people can use Mythos.

r/SipsTea Dumb-Briyani

symbol of love! TAJ

r/whatisit Severe-Banana4630

Strange blackish-purplish substance in facial cleanser

I tried to find more info on what it is. I still am not sure.

r/whatisit Overblowncoder

What is this next to the heat control? How does it work?

r/LocalLLaMA ComplexType568

Qwen3.5/3.6 Coder?

With practically all of LocalLlama glazing Qwen 3.5/3.6 for it's coding skills. Along with the fact that Alibaba themselves are focusing on making Qwen a reliable coding agent, does this rule out the chance for a new Qwen Coder? I wonder if they'd just focus on the vanilla Qwen models to be as capable in all areas very well, including coding, or if they'd double down and release another coder/agent variant... I think if they did, looking at how well Q3CN holds up, would probably wreck the market for a long, long while, especially if they keep that sweet 80B A3B model arch.

Or maybe they'd just release Q4 Coder. who knows at this point

r/SipsTea XSpaartanX

Get in like a good boy

r/whatisit muscovieswithbows

Just curious: what's the purpose of these concrete circles?

Neighbor is building an ADU in front of the original home and I've been watching the progress. They just poured the foundation for the place and I was curious what the purpose of the round concrete areas on the interior is?

r/ChatGPT bricks0fbollywood

POV: You finally match with someone who says “eye contact is important” and means it legally.

r/LocalLLM zakadit

Mixing Cuda&Vulkan

As planned after my previous post, I now have a decent amount of VRAM to work with:

2x RTX 3090

maybe 2 more coming soon, if needed

1x RTX 4060

8x RX 6600 XT

1x RX 6700 XT

1x RX 9060 XT

(12 to 20 3060 more coming soon + 2 3090 if needed)

I’ve been pretty hyped to finally start building something with all of this, but from what I’ve read, mixing CUDA and Vulkan/ROCm seems like it can get messy pretty quickly.

Is that actually a big deal in practice, or is it manageable if everything is configured properly on my RPC?

Right now, I’m thinking about splitting the CUDA and Vulkan/ROCm GPUs instead of trying to force everything together.

But I’m not sure what the cleanest way to do that would be…

Should I go for something like 2 llama.cpp / llama-server instances?

because I’ve heard that multi-machine inference can become pretty slow or annoying, even with high-speed Ethernet, so I’m trying to avoid building something that sounds good on paper but performs badly in real use.

At the same time, I feel like each of these GPUs should still be capable of running decent models on their own, especially with the right GGUF quants.

For now Im kinda chasing Deepseek model but for now i think Qwen3.6 (uncensored 35b) is my go

(and i’ve tested, only with 4060 & 3090 and damn it’s impressive.)

r/OldSchoolCool SuccessfulBaae

Linda Harrison 1964

r/ClaudeCode Forward-Magician-897

the cost is low, the value is high, you’re going to bed.

But not tonight 🌙

r/whatisit iPhone_12_Mini

What is this on my eyelid? It's causing a lot of issues and I can hardly blink

Not sure if it's NSFW but I tagged it just in case

r/ClaudeCode SeaworthinessFar4617

claude-presence: MCP server for inter-session coordination (presence registry + resource locks + broadcast inbox)

r/LocalLLaMA Skye7821

Introducing AutoMuon, a one line drop in for AdamW [P]

Hey everyone, I've been working on a small Python package called AutoMuon that makes the Muon optimizer usable as a drop-in replacement for AdamW in arbitrary PyTorch training pipelines.

The core idea is relatively simple: Muon works primarily on 2D weight matrices (linear projections, conv layers) on hidden states, but you still need AdamW for embeddings, norms, and biases, etc. AutoMuon scans your model at init, figures out the right optimizer for each parameter automatically.

I am open to PRs, especially for expanding the module-type exclusion list if you hit edge cases in your architecture. Would love to know if anyone tries it on something other than transformers or CNNs and what they find. I feel that it would likely struggle with fully custom architectures, like flash-linear-attention for instance, so that would require some user tuning.

I am planning to add more tests for time series forecasting, genomics, language modeling, etc. I want to see how generalizable Muon really is!

pip install git+https://github.com/SkyeGunasekaran/automuon.git 
r/comfyui MudMain7218

Trellis 2 refiner workflow

Workflow https://pastebin.com/wPUYyd1C My custom workflow.

Installing https://github.com/Tavris1/ComfyUI-Easy-Install easiest way i have installed trellis.

Original sourced from https://www.youtube.com/watch?v=KUNLitkYdwM Not my channel.

node used https://github.com/visualbruno/ComfyUI-Trellis2 if you need the repo.

https://reddit.com/link/1svw9lb/video/ijbktrv9egxg1/player

I use this workflow to 3d print my own figures I'm not worried about Multiview or part segment in this workflow. the links have workflows for those parts as well.

r/SideProject jhusdero92

I built a gender reveal voting app because my cousin's reveal was chaos — here's what I shipped

A while back my cousin tried to do a gender reveal "vote" thing with her family. It ended up being a WhatsApp poll, three separate group chats, and someone spoiled it early by accident. Not exactly the magical moment she had in mind.

So I built Revealr (revealr.app) — a simple web app where expecting couples share a link, family and friends vote boy or girl, and then there's a proper dramatic reveal moment with confetti and a shareable results card.

No accounts needed for voters. Just a link.

What's under the hood:

  • Next.js (App Router) + Supabase
  • Real-time vote counts
  • Reveal animation with confetti
  • $9 one-time per event (Stripe)

What I'm still figuring out:

  1. SEO / getting discovered organically
  2. Whether $9 is the right price point

Would love honest feedback. Anyone expecting or know someone who is — would this be useful, or is WhatsApp good enough?

👉 revealr.app

r/BrandNewSentence Annie_Inked

First nuclear powered eyebrows

r/SipsTea BLITZ-LOKI

AliExpress ahh waterfall😂✌️

For anyone who actually cares, this is a real waterfall and the mountain management team only turned the pipe on during dry season so that tourists won't feel disappointed.

r/ClaudeAI Top-Gun-86

Claude in excel is the best thing AI has brought to my life

What are regular folks using Claude for? Pictures and designs are not my interest. I’d like to use Claude more but I can’t find where else to exploit Claude capabilities besides MS Office (which I love!). I feel email has potential, but I still need to read them. I’ve heard folks automating emails, not sure how that would help if you don’t get to read it.

r/Wellthatsucks tm52929

If only

My friend didn’t put down $1.00 and drew triple suited 7s. Ironically he’d been playing it for most of the night. Lost out on $35,000. And it was HIS stag. lol. Dealer said he’d never drawn it before too. Better luck next time.

r/SideProject jacobzyla

I made a social media that isn't evil - Branch The Local Social

I was so tired of the money hungry, engagement central social medias companies of today so I started work 7 years ago on an app called Branch Social.

So I built Branch, it connects you to people around you locally. You can create communities and connect with people around you.

My goal was to bridge the gap between neighbors that have never met but have everything in common. I wanted to combine all of the best aspects of social media with none of the worst

The main "algorithms" aren't actually AI algorithms at all, it just pulls posts from literally around you. I want people to make lasting connections that bring them off the app, I see it as more of a tool than an entertainment service.

Some fun stuff it has

  • Local Communities called Nests
  • A local groupchat depending on where you are
  • Dailys - an easy way to share what you have going on everyday, no matter how boring or exciting
  • Shots - a simple shot of what you are doing that can optionally share context of where you at and what you are listening to.
  • Posts and Quotes - The normal social media stuff but with some fun additions like Live Photos and the ability to capture your profound quotes

Please give it a try, I'd love to know what you think.

r/StableDiffusion MudMain7218

Trellis 2 workflow update

Workflow https://pastebin.com/wPUYyd1C My custom workflow

Installing https://github.com/Tavris1/ComfyUI-Easy-Install easiest way i have installed trellis

Original sourced from https://www.youtube.com/watch?v=KUNLitkYdwM Not my channel

node used https://github.com/visualbruno/ComfyUI-Trellis2 if you need the repo

I use this workflow to 3d print my own figures I'm not worried about Multiview or part segment in this workflow. the links have workflows for those parts as well.

r/meme prororobet

Still can't tell the difference

r/SideProject Mootbing

Dropped out of Ivy League to build AI Girlfriends

dropped out of Penn 9 months ago to build Pally.love

AI with its own personality, identity & life you can text in iMessage

+1 (415) 605-2248

REAL iMessages, NO apps

she has a face, lore (where she grew up, what she's studying), a daily schedule, voice notes, and photos that match what she's doing right now & best of all...

she texts you FIRST

happy to answer anything. roast it.

https://pally.love

Discord -> https://discord.gg/yYKD9nnbe

r/ollama Feisty-Promise-78

Need help in testing voice agents during development and production

Hi folks, I am currently building an AI interviewer voice agent for one of my clients. I have been testing it manually, and each call takes 10–15 minutes, which is very tedious and manual. I would like to know what you are currently using to test voice agents built with Livekit, Pipecat, Retell, Vapi, etc. Is there any open source tool available to test voice agents?

r/SipsTea Job-less-boi

Is the "hole" in a donut a part of the donut, or is it just the absence of donut?

r/SideProject captainOfSage

LeetCode Galaxy a cool way to share stats

Built a little tool that turns your LeetCode profile into a shareable stat card

Been grinding on LeetCode for a while, and one thing always annoyed me — sharing progress usually means posting awkward screenshots of your profile/contest page.

So I made a small side project:

**LeetCode Galaxy** → https://leetcode-galaxy.vercel.app

Enter your username and it generates a clean stat card with stuff like:

• Contest rating

• Global rank

• Problems solved (easy / medium / hard)

• Badges

• Submission heatmap

• Streak / active days

• Export as PNG

Made it mainly for fun (and a little vanity 😄), but figured other people here might enjoy it too.

Would love honest feedback:

* what stats should be added?

* anything that looks bad / confusing?

* features you'd actually use?

Feel free to break it.

r/OldSchoolCool CoffeeCigarettes4Me

Sylvester Stallone and Carl Weathers with Bruce Jenner in a picture from 1978.

r/explainlikeimfive ShirtNo5276

ELI5: Why do we get nauseous as a response to so many things?

I mostly understand being nauseous when carsick or when we've eaten something bad, but:

- seen something traumatising = nauseous

- on my period = nauseous

- have a headache = nauseous

- smelled something gross = nauseous

- tired = nauseous

- overexerted physically = nauseous

- been very badly injured = nauseous

Why? SURELY throwing up into your fresh open wound or emptying your guts when your body needs food energy to recover from a long run isn't a good defence mechanism.

r/DecidingToBeBetter Destined-2-Fail

Want to Change But Everything is Hopeless

I am over 33 years old and I have failed at everything:

  1. Struggled to maintain a job. I have been trying for over 15 years, three different college degrees (behavior analyst, business management, and accounting) and never made more than 50k a year. I constantly get fired due to discrimination against my autism.
  2. Never managed to achieve independence. Never managed to even live in an apartment. I have given up on the idea of even owning a home.
  3. No children.
  4. I never had friends. I do not know how to socialize.
  5. I never had any meaningful relationships due to being genetic trash in a society where only genetically superior males can obtain a female.
  6. I have chronic medical conditions that make working manual labor jobs difficult.

I am so far behind in life. And it seems like it is too late to change. Corporations, governments have made my life unlivable. am soon going to be unemployable due to ageism and AI. I have no control over my life.

So how can I even change this when everything is rigged against me? What would you do if you were in my bleak position living in a grimdark present that will be even more grimdark in the near future?

r/LocalLLaMA zakadit

Impact of mixing architecture

For context

As planned after my previous post, I now have a decent amount of VRAM to work with:

2x RTX 3090

maybe 2 more coming soon, if needed

1x RTX 4060

8x RX 6600 XT

1x RX 6700 XT

1x RX 9060 XT

(12 to 20 3060 more coming soon + 2 3090 if needed)

I’ve been pretty hyped to finally start building something with all of this, but from what I’ve read, mixing CUDA and Vulkan/ROCm seems like it can get messy pretty quickly.

Is that actually a big deal in practice, or is it manageable if everything is configured properly on my RPC?

Right now, I’m thinking about splitting the CUDA and Vulkan/ROCm GPUs instead of trying to force everything together.

But I’m not sure what the cleanest way to do that would be…

Should I go for something like 2 llama.cpp / llama-server instances?

because I’ve heard that multi-machine inference can become pretty slow or annoying, even with high-speed Ethernet, so I’m trying to avoid building something that sounds good on paper but performs badly in real use.

At the same time, I feel like each of these GPUs should still be capable of running decent models on their own, especially with the right GGUF quants.

For now Im kinda chasing Deepseek model but for now i think Qwen3.6 (uncensored 35b) is my go

(and i’ve tested, only with 4060 & 3090 and damn it’s impressive.)

r/SipsTea Valuable_View_561

The most emotion i've ever seen on this woman's face

r/AI_Agents Feisty-Promise-78

Need help in testing voice agents during development and production

Hi folks, I am currently building an AI interviewer voice agent for one of my clients. I have been testing it manually, and each call takes 10–15 minutes, which is very tedious and manual. I would like to know what you are currently using to test voice agents built with Livekit, Pipecat, Retell, Vapi, etc. Is there any open source tool available to test voice agents?

r/meme Inevitable_Mess677

I hope they're living their best life

r/whatisit Yejus

What's this brown stuff on my mozzarella cheese?

I bought this packet a few weeks ago and have been diligently resealing it and refrigerating it after every use.

r/therewasanattempt morto00x

To throw a flying knee

r/brooklynninenine TheAtomicMan_

The Holt fight scene in "Ransom" is actually fantastic.

It's actually a very well done, genuinely cool fight for a Sitcom. Man took the wrong fluffy boy...

r/homeassistant Normanras

Giving Claude restricted access?

I’ll admit it, I suck at design and seeing all these cool dashboards has me wanting to get AI to improve my mobile dashboard. The SAF has been going down lately with her interactions with it.

At the same time, I don’t want to give claude unrestricted access via the MCP. Has anyone used AI without just giving it keys to the kingdom?

r/SipsTea corkyspork

Well that’s interesting

r/aivideo Square-Giraffe-4599

AI Tempo Accuracy : 130 BPM vs 65 BPM (Grok vs Seedance)

r/arduino CarefulJob3185

Tension Sensing Suggestions

I am looking for some kind of tension sensors i can use in Arduino platform
Measure Force should be up to about 100N, accuracy +-1N

I bought a straight beam along with the HX-711, having trouble with measuring the actual force.

Any suggestions are open! Thanks

r/ClaudeAI WideVeterinarian9871

Bibloteca de anuncios , claude

Ultimamente estaba buscando anuncios y me esta dando errores, me pregunta todo el rato antes de buscar o me pide permiso todo el tiempo, cosa que antes no pasaba, a alguien mas le esta pasando o es un error de alguna configuracion mia?
A alguien mas le pasa o es alguna configuracion mia

pdta: Me pasa solo en facebook , en otros lados funcionan

https://preview.redd.it/qhkpk0s91gxg1.png?width=332&format=png&auto=webp&s=15bb7e4709d6c6f9faa1694cf3a3481ce67a8c37

r/SipsTea Dumb-Briyani

100/100 omg!!

r/personalfinance Right_Pie_4456

Dad Died, Mom Lacks Money Access

My father dies a few weeks ago, and my mother, his wife, knows nothing about his finances. To make matters worse, he dies abroad and we still don't have the "certificate of death abroad."

She told me today that she only has access to money enough for the next two months. How do I even begin getting her the rest of their joint property? Very stressed out.

r/Art AlephBright

Muse, aleph Bright, digital, 2025

r/AI_Agents the_zoozoo_

AI enablement leads

Do your orgs have AI enablement leads? What do they do ? What should they be doing ? What gaps do you see in your leads? What has not worked at all gor your org? How many divisions and how big is your company ?

r/ARAM DevoSwag

The duality of man

r/meme Such-Yesterday1369

Go ahead… say it louder this time. 😏

r/LocalLLM Top_Professional6132

Best Coding Local Models

Can someone tell me what is the best agentic coding models that is 35B-

r/BrandNewSentence BorisTheHangman

It's like a minivan and a dolphin had a baby but were somehow already related to each other prior to the conception.

r/SipsTea diresua

Fast as f boi - suspected shooter charges security checkpoint

From whitehouse correspondents dinner

r/CryptoCurrency ElegantlyArched

XRP — feeling guilty

Let’s be blunt, it's very clear what I do.

I'm only saying this because I don’t want to deal with misogynistic comments.

I can tell you how SWers and poker pros helped build crypto. Backroom deals, silk roads, and taboo industries are what gave this ‘monopoly’ money value.

I’ve been using BTC since it was $3K. 💁🏽‍♀️ An added point is that I was using it as currency (as it was intentionally built for), not just a commodity.

————

Now to the backstory & question points??

One of my first clients ever, and a true class act!

Still someone I consider a dear friend..❤️

Veteran, a blue-collar mechanic at a high level, but grew up in the hood, raised by his grandparents, as his mother had major issues. He had one of the deepest understandings that humans can be flawed and whether white, black, blue, red, grey, or brown-- people are good and bad in every background...

I saw him less frequently as my rates increased from $500 to $800. but he never haggled, only booked when he had the money. Even when I offered to honor the old rates, he declined and insisted I deserved every penny.

Back in 2018ish, I complained to him about how I was a little annoyed with the Bitcoin transfer processes. I was camping/fishing on Lake Texoma, had trouble transferring, & just gave up. By the time I got home, my money had tripled.

Before I moved to Washington, D.C., we made sure to see each other a few last times. He confessed he had come down with stage-three cancer.

Fast forward 4+ years...

He randomly hit me up last year, and we hopped on a call. He confessed that bavk then, he felt like he was on his last leg (& probably manic from cancer treatment), took every dime he had (around 20k ish) and put it on Bitcoin back in 2019!!!!

He was calling to thank me!! Not only did he beat cancer, but also, was richer than he has ever been!🥰

🌟Here’s where I feel bad... I told him to maybe put some into XRP. I can only hope he didn’t do what he did the first time. 🤦🏽‍♀️

I mentioned to only put maybe 5K in AT MOST, but men do not listen lol..

*So what do you guys think about the prospects of XRP really lifting off? It seems like just a ship afloat with no gas.😬 *

r/WouldYouRather Spirited-Fox-135

Would you rather have limited invincibility or extended invisibility?

  1. Invincibility (1 minute, 24-hour cooldown)

Can be activated instantly at will (mental trigger, requires awareness and reaction).

Lasts for exactly 60 seconds.

While active, your body becomes completely intangible to all matter and energy.

All physical objects, forces, and forms of energy pass through you with zero effect (including heat, pressure, radiation, etc.).

You cannot be harmed in any way during this time — absolute immunity.

You can still move and act freely.

However, any part of your body you use to physically interact with something (e.g., touching, holding, pushing) temporarily becomes tangible and loses invincibility for that specific interaction.

After 60 seconds, you immediately return to normal vulnerability.

Cooldown: 24 hours from the moment of activation.

  1. Invisibility (1 hour, 24-hour cooldown)

Can be activated instantly at will.

Lasts for exactly 60 minutes.

You become completely invisible to the human eye, cameras, and all forms of visual detection (light passes through you with no reflection or distortion).

You remain fully physical and vulnerable to all harm.

You still produce sound (footsteps, breathing, movement).

You can interact with the environment normally, and objects you move will still be visible.

After 1 hour, you return to normal visibility.

Cooldown: 24 hours from the moment of activation.

View Poll

r/LocalLLM MistingFidgets

RTX 5060 Ti 16GB Owners: My Complete NVFP4 Guide (What Actually Works in April 2026)

r/Adulting Zot6

Should I move out of my parent’s house?

I’m 21 and I’m seriously considering moving out of my parent’s house.

My parents and I don’t have a good relationship. And since I’m an only child, it makes interacting with them extremely exhausting. I try to avoid them as much as possible. I had to stock up empty bottles so I can have a place to urinate. There was this one time where my Dad decided to hang out inside my room—the only place in the house I feel safe in—and I got a crazy panic attack. And for those that are curious: no, I am not being domestically abused.

I feel like moving out will finally make me feel free. I have a budget that can last me 4 months or so with rent and food. But the problem is I’m in my 3rd year of college and I only need 1 more year to get my Bachelors degree. School tuition is very expensive and my parents pay for it.

I would like to know anyone’s thoughts on my situation.

r/ARAM KraJinka

Keep Ryze

That’s it. That’s the post. Don’t remove him and don’t nerf his augments. Overflow makes him really fun to play. It feels good, not broken.

r/arduino moonbench

I built a better laser toy for my cats

I didn't like how the majority of retail laser toys just moved in a single simple arc, and my cats found them boring too. And the last one I bought broke after a few years because it physically moved the laser diode and the repeated motion tore wires.

So I built a better cat toy. It bounces a laser off two mirrors so it can move in X and Y directions. The thumbstick lets you define a play area for the laser to move within, and then it randomly cycles through 18 different patterns that simulate things like insects and little patterns that cats respond well to. The play area gets saved into EEPROM so it persists between reboots. None of the wires move so there's no repetitive stress on them. The arduino can also turn the laser on and off, and it will operate for 15 minutes before going to sleep for 15 minutes.

Built using an arduino nano, with a 5v laser diode, two small servos, a thumbstick module, two mirrors, and a 3d print I designed.

The best part is that my cats (Bean and Juno) as well as my friends' cats seem to respond well to it!

r/Futurology No-Lake-3875

Will the 'broken vase' of the fossil fuel industry lead to a faster global transition, or will developing nations be forced back into coal dependency?

The current energy crisis and fluctuating fuel prices are creating a global ripple effect. While some see this as the 'broken vase' moment that will accelerate the shift to renewables, others fear that developing nations might be forced back into coal dependency due to affordability and immediate energy needs. I want to discuss how this will impact global climate goals and if there are viable middle-paths for these nations

r/leagueoflegends OutsideConfusion2619

What do yall think of the new Udyr changes coming with 2.8?

So I’m decently new, and I’ve been absolutely loving Udyr top. I’ve mostly built AD so seeing the changes is kind of weird to me. I can’t tell if his Q was buffed or nerfed, so I would like some more seasoned players to tell me If it’s a net positive or net negative.

r/Whatcouldgowrong firefly99999

WCGW trying to live out your Attack on Titan fantasy

r/ChatGPT Living_Chair_8603

Tool/Agent to auto-sort 10k+ messy PDFs based on content?

I have a local dump of 10,000+ academic PDFs across 300 folders. They are poorly named and unorganized.

​I need an AI Agent or workflow (ChatGPT API, Python, or other tools) that can:

​Extract Info: Read the file content to find the Institution, Field, Level, and Year.

​Organize: Automatically rename the files and move them into a new, structured folder hierarchy based on those details.

​Has anyone successfully used an LLM agent to handle this kind of bulk "read-and-sort" task locally? What tools or scripts worked best for you?

r/ethereum EthereumDailyThread

Daily General Discussion April 26, 2026

Welcome to the Daily General Discussion on r/ethereum

https://imgur.com/3y7vezP

Bookmarking this link will always bring you to the current daily: https://old.reddit.com/r/ethereum/about/sticky/?num=2

Please use this thread to discuss Ethereum topics, news, events, and even price!

Price discussion posted elsewhere in the subreddit will continue to be removed.

As always, be constructive. - Subreddit Rules

Want to stake? Learn more at r/ethstaker

Community Links

Calendar: https://dailydoots.com/events/

r/Seattle wilderlights

Can people please learn to maintain distance + respect wildlife??

A sea lion came up to bask in the sun at Marina Beach Park today and this group of people were standing way too close to it. I know we all love spotting sea lions and seals but can we keep our distance? I saw people taking videos / selfies next to it, but then this kid started throwing rocks right at it while her parents watched. It was honestly really upsetting so I went up to her and told her to stop. There was another guy that saw what happened and also told her parents that they're all standing way too close, and that she cannot be throwing rocks at it. The parents just looked at us and eventually everyone left the sea lion alone.

I'm just surprised at how many people seem ignorant or choose to ignore the signs to leave wildlife alone. If the sea lion showed signs of aggression, then we would have to read about how some poor human got attacked on the news again but never hear about how humans are the ones being disrespectful first. Also hate being the person to tell others what to do but let's please observe wildlife from a distance, and more importantly not throw rocks at them!

r/SipsTea shineonyoucrazy-876

Absolute cinema

r/ClaudeAI Substantial_Bid564

Integrations

I'm working on integrating my claude into my current architecture.

I have a chatbot however I want it to be able to reason with claude.

In my chatbot are skills that can already be done without claude however I want it fall back to claude for reasoning how to I accomplish this?

Is there a best practice I was thinking spinning up a mcp server but wouldn't that drive the cost immensely ?

Since input from users will have to call the mcp server each time when it's on?

Is there a simple API that can be placed?

r/HistoryPorn StephenMcGannon

A Soviet R-26 intercontinental ballistic missile is displayed beneath a picture of Lenin in Red Square, Moscow. (1964) [2840×1850]

r/SideProject Exact-Rice-4788

Build an AI manipulation detector to Catch Scammers

Build an AI manipulation detector to catch scammers. No, people can use AI to detect scams and communicate to others about them.

This makes it very easy for people to alert other people about scams. And to promote awareness about manipulation and how this people operate.

This platform is great for trading too. because you can see how CNN wants to F around with you.

link: https://www.falsoai.com/

r/Adulting Temporary-Yellow7314

As a grown man is it appropriate to tie your shoes

The other day I was checking my stocks then I see my hb bend on the couch to tie his shoes. In my mind it doesn't matter if I'm laceless . Have long or short laces. I don't tie my shoes cause I'm not worried about them being tight on my feet. I can do my daily tasks without doing so. Lmk ur opinion below

r/meme prororobet

This can't last forever.....right?

r/therewasanattempt NothingButTruth3

To advice warcriminals not to document their warcrimes.

r/ClaudeAI ValuableStaff8922

Is the Google Drive connector in Claude.ai just… broken for everyone?

**Claude.ai MCP connectors seem to be silently degrading — Google Drive broken, Gmail now only reads metadata. Anyone else?**

I use Claude as a personal finance assistant. Two connectors that used to work are now broken in different ways:

**Google Drive:** Shows "connected" but throws auth error every time Claude tries to read a file.

> *"The user didn't complete authentication. They can try again."*

Reconnected multiple times. Same result.

**Gmail (this one hurts more):** Used to read full email body and extract data perfectly. Now it only returns metadata — sender, subject, date. The actual content is gone. No changes on my end.

Both broke without any update or warning on my side. No error explaining why, no degraded-mode notice — just silently stopped working.

Anyone else seeing this? Is there a fix or is this a known regression in the MCP layer?

*(Running Claude Sonnet 4.6 on claude.ai)*

r/AskMen nudesunnfun

How do you make your Female Partner climax?

For example we all know only a small percentage of women can climax from intercourse and most need clit stimulation.

My wife and I have a routine where I eat her then she gets so turned on that she uses a vibrator on her clit while I am either eating her or I am fingering her in her V and Ass. Then she climaxes but it is mostly always before I have entered her (PIV) Then she likes me out myself inside her PIV and go long and hard until I climax. She climaxes hard. Sometime we try other ways but this is about 98% of the time.

HOWEVER, the girl I dated before my wife liked the exact opposite.

She wanted me inside her (PIV) for as long as I could last and would pull me into her like a mad woman loving it. Once I could not last any longer she wanted me to be very vocal about me climaxing inside her.

After a minute to catch my breath she used a vibrating (egg/bullet) on her clit while my finger is inside her and she will climax every-time totally satisfied. She also liked a finger in her ass as well.

With both I tried vibrating cock rings. They did NOT help any.

Have worn all kinds or sex toys that were supposed to stimulate the clit during intercourse they did not help.

Can you help your brothers out sharing how EXACTLY your mate likes to climax during sex?

Do you have a routine?

r/ChatGPT CrackFun

I asked the new Image 2 to generate Fortnite, this is what I got

r/ChatGPT tsap007

“Claude is right. I’m sorry”

Look I still prefer ChatGPT as an AI assistant, but I am now paying for a Claude subscription just to fact check it and I can’t believe how many times Chat has been wrong. Like ridiculously off the mark. I’m not coding but I do have agents set up for some larger projects and I’m almost wondering if I need to start fact checking even more.

This is a basic example and obviously my prompt could have been a lot better but seriously these assumptions are ridiculous. The first one is kind of on me, the second error is just chat doubling down for no reason.

r/LocalLLM Chance-Juggernaut983

Cool and fun ai tools?

with everyone hating on artificial intelligence and everyone making claims that they will take over our jobs and be the bane of our existence what are some fun and cool ai tools and websites that are actually interesting and fun to mess around with?

r/SipsTea Giga7777

That look you give when everything is going according to plan for the Whitehouse Ballroom resuming construction

r/creepypasta 4THEB3TTERG00D

The Type of Things to Happen in Virginia

He needs an excuse to go to the store. Another afternoon coming off a long high, he takes a few edibles at around 8:30pm. He’s running out, but he doesn’t mind. Pay day’s less than a week away, & he has the ingredients to make more at home. Well, everything except butter. He refused to use vegetable oil, per the instructions on the box, because he swore that the fat content in the rendered butter bonds better with the THC distillate .

So, at 9:15, he decides to walk to the store. It’ll be a thirty minute round trip, nearly fifteen minutes each way. He wants snacks anyways, despite the overwhelming options in this pantry. He has his sights set on a frozen delicacy. A supreme Tombstone Pizza.

Bluey slippers on each foot, & his Smoke-Shop, Delta-9 vape in his pocket, he makes his way out into the muggy, Virginia summer night. The mosquitoes buzz as they flock to his exposed skin, so he picks up his pace.

As he makes his way under the first light pole of the trip, he thinks he sees something. The lights of the neighborhood porches & the streetlamps illuminate his immediate surroundings, but between the trees & the edges of the fences, shadows held firm like curtains.

He takes his earbuds out. He only hears the few cars on the nearby highway. As he gets closer, he can make out the faint visage of a woman, hiding in the dark.

Just like that, there it is. The faint sound he could've sworn he heard. The sounds of buzzing & chirping, like the sounds of a machine, maybe a printer. As he passes her, maybe fifteen feet away, she watches him, & he realizes something that makes his skin prickle. The mechanical noises were coming from her, & even though he couldn’t clearly see her face moving from the dark, he knew the sounds were mimicry made by a human voice, repeating perfectly on a loop. He picks up his pace slightly more. He keeps his sights ahead after he passes her, trying not to attract her attention.

“Maybe I’m just higher than I think,” he mutters. He didn’t see her head rotate to watch him, just her eyes, but even then, his mind could’ve just been playing tricks on him. He goes through the light of the immediate next street lamp & looks back at her. He was now about twenty-five feet away. She was staying still, her position unflinching. He turns away & continues. Under the next streetlamp, he repeats, looking back again. Still, nothing. At least forty-five feet away by this point, he lets out the breath he hadn’t even realized he had been holding, & pops his earbud back in.

“Huh, weird.”

Sixty feet away, under the last umbrella of light on his street, he humors a last glance back, just before he bolts. She’s strolling briskly towards him, calculated & confident. She’s not even on the road, she’s cutting through dark driveways & lawns in a direct beeline. As she gets closer, he runs faster & faster. By now, he’s closer to the store than to his mobile home.

“Holy shit! I need to get somewhere with fucking cameras & lights," he thinks.

He rounds past the small, vacant Sheriff Deputy building, & under more streetlights. He was now out of the neighborhood, on the sidewalk right next to the sparse highway, no further than two closed establishments from his destination. He looks back, momentarily grateful to see she’s not visibly behind him anymore. He begins to slow slightly, his unfit joints & atrophied muscles shrieking in pain. The cramps nip his ankles & thighs, & his pace loses steam. That is, until he sees two individuals across the road to his left.

They keep his pace & watch him predatorily. He can’t make out their faces clearly, but he can see they’re wearing something on their heads. Something silvery that went down just above their mouths that exposed their eyes. Something was… off. Uncanny about their expressions. They looked so angry, & their faces were flush. Too flush.

To the contrary of his body, he speeds up again. Some predators try to surround their prey & block off the exits. He was going to take his chance before he lost it. With one last burst of energy, his feet smacked from pavement, to grass, & back onto pavement as he crossed the threshold into the parking lot of the open Family Dollar. Nearly tripping, he threw himself into the unlocked glass doors, & with a blinding light, he’s done it. He’s inside the store.

Relief blossoms in his stomach & warms his fingertips. He wipes his mouth & looks around. The small shop is nearly empty. His heartbeat flutters rapidly, & he desperately tries to regain his breath.

“Dude?”

He snaps his neck to face the person who spoke & took his earbud out. A small employee, donning a nametag that says, “Grenda,” looks at him like they’d been trying to get his attention for several seconds.

“Dude. You good?” Grenda asks, visibly concerned.

He looks back out the glass doors. No one in the parking lot, in the road, on the sidewalk. No normal people, no one with helmets. He turns & looks at Grenda again.

“Yeah, I think. Sorry.”

He picks up a basket & wearily begins traversing the store. The shelves are like a thin maze. He grits his teeth & pushes on. He grabs a few small snacks. Some Pork Rinds, a case of kool-ade & a jar of pickled jalapenos. But he has his sights set on the refrigerator section. A pizza & some butter. Looking both ways like he’s crossing the street first, he makes his way to the brightly lit, freezing cold aisle. As he does, he bumps into an older woman, another customer.

“Oop, sorry ma’am.”

She mouths something in response, but he can’t hear her over the sound of his reactivated earbuds.

He crouches down to look at the selection of frozen pizzas, & his earbud runs out of battery. As soon as it does, he hears that sound again. The person imitating a robot. In surprise, he falls back onto his ass & looks up. There it is, fully illuminated. She looked like she used to have a thick head of blond hair. She’s bright pink, like a lobster. Flush as if she’s been exerting a great amount of effort, but she doesn't breathe, her nostrils don’t even flair. She just stands there, wide enough to block the entire aisle, & built like a bulldog. Her lips are pulled up in a sneer, & her teeth look rotten, gritted together so hard that her jaw visibly strained from the effort. The part that made him want to cry was what it was wearing. She was wearing normal houseware, a tanktop & some basket-ball shorts. She looked like a normal person, juxtaposed against something horrendous on its head.

Covering the cranium down to the tip of the nose, was a filthy wrapping of duct-tape. It partially concealed all manner of exposed wires & blinking things, motherboards & copper shavings that reflected the light's glint. The only thing that was not covered were her eyes. They were bulged out of her noggin like overfilled water balloons, squeezed through a thin pipe. Blood leaked from the edges of their duct-tape sockets, & from under the border that covered her cheeks & the tops of her ears ran streams of blood across her blushed skin as well, dripping all the way under her chin. & down her neck. He was frozen for a moment from sheer panic. What was this?

As soon as he gathered his bearings enough, he scrambled up & backed away, trying to keep sudden movements to a minimum.

“Lady, lady!” He gasps, addressing the older customer who he’d bumped into earlier.

“What?!”

“What is that?”

She glances over, her eyes trained on the same spot as his, at the end of the aisle.

“What?”

“Look!”

“Look at what?”

He momentarily turns to assess the old woman. She looks dumbfounded.

“You don’t see her?” He breathes.

“See who, young man?” She gulps, frightened & a little flabbergasted.

He looks back at the thing, & it’s moved closer. Now merely five feet away, more details become noticeable. The antenna on top of its head. The two pulsing buttons on the side of its left temple. The way that even though the eyes were on the verge of bursting, they stayed locked on him.

He didn’t even bother taking the items with him. He just dropped everything & ran out the door. He tried to call 911, but his phone ran out of battery too. Once outside, he didn’t look back, but he did hear it start to catch up. He closed his eyes & pumped his legs, pushing harder than he ever had before. He wouldn’t look back.

When he was a kid, he heard the story about the man whose family got a pass out of Sodom & Gomorrah. The wife had looked back, & got turned to salt. As he heard the sound of the thing getting closer behind him, footsteps smacking the pavement at a constant, precise speed, he tried not to think of all the things that might happen to him if he dared.

He ran, & it kept a steady pace behind him. A couple of times, he got some good distance, others, the thing was almost close enough to brush him with its fingertips. At some points, he swore he heard other footsteps, like the pack of them were coming back to finish him off, but over the sound of his heartbeat, he couldn’t have been sure. The entire time, he heard that repeating sound. The whirring, puffing, beeping & buzzing. Its vocal chords were worn out, & they strained to continue droning, but on they did.

A round trip that wound up usually being thirty minutes was done in twenty-five this time. The wood of the porch thumped under his slides & he gripped the handle, twisting & yanking with all his might. The automatron sounded like it could've been just yards behind him. He slammed the metal door shut behind him & slumped to his knees, letting out a half sob, half wheeze. He whimpered & crawled to his blinds, shutting them too. The tears were welling up almost as hard as the stomach bile in his throat. He hadn’t run like that in so long, he almost felt like he’d pulled something in his calves. Everything burned. He sat down on his couch & tried to plug his phone in. That was the last thing he did before he realized someone was under his table.

That night, his neighbor reported seeing him run into his camper, & then a few minutes later, screaming. When the police arrived, all they found was the top of his skull, scalp still intact, & a puddle of bloody spinal fluid.

“What do you think, Detective?” A policeman asked as he placed yellow caution tape over the door of the trailer.

The detective picks up a brownie from the microwave & smells it.

“It’s these damn kids & their weed, it's always these damn kids & their weed…”

Thanks to everyone who checked out my story last night! The encouragement was great, so I finished editing this one I had in the making and figured I’d share it tonight. This one was really fun. I hope it translates well into written format, this was originally intended to be a short film. Hope y’all enjoy!

r/ClaudeCode Puzzleheaded-Bid9331

going demented?

Worked with Claude code on complex project for last 3 months. Doing great. Havent worked with it last 10 days, started working 3 days ago. I lost many hour and it is like working with someone who is kind of knowing what to do but is suffering of dementia like doing chains of related fixes, each one making thing worse then saying here are 10 things I think are happening, you find out what is the problem. Also many times claims something to be the problem and when confronted she say sorry I did not checked the code (just lies). I cant do any useful work with it at the moment, wasted 3 days and do not know what to do. Read Antropic claims to fix the problems, but at least to me noting is fixed and we have a stinker at hand.

r/DunderMifflin frnt10

Did anyone else feel bad for Pam here? Jim´s ego was so hurt for being rejected (for a valid reason) that he didn´t want to try again, even though he probably knew she’d say yes)

r/ollama DungeonMasterAllan

Beginner seeking to run local text and picture AI

Greetings r/ollama
A friend of mine is trying to run a tabletop roleplaying campaign, but she needs help, but doesnt want to spoil the story for me, as a player. So I tried giving her suggestions and helping her with the game mechanics to build a functional campaign and story, but even then she was having issues putting it all together.

So last night I started playing around with Grok/xAI and asked it to create a fully rendered tabletop roleplaying campaign with character sheet, dice rolling, various NPCs, and villains to encounter, it even added pictures it pulled from google.

Which was limited to a few prompts and stories, until the 24-hour time limit is reset and I can start searching again.

So I wanted to know, is there a way I can locally run an AI similar to Grok4 on my PC, with a Nvidia 1660 Ti, and 32gb of RAM? (yes it is an old computer, and with AI companies, and datacenters buying up all the GPU and RAM,I dont see myself upgrade to anything in the near future)

r/aivideo ahnahlinvadher

Back to the 80s

r/SideProject DueDilligenceNotes

I'm a grandma who built an iPhone app for my grandkids — looking for 25 founding families to test it

I'm a grandmother. Over the past year, I taught myself enough to build an iPhone app for my grandchildren — KindCoin.

The idea came from a simple observation: we track our kids' grades, celebrate their achievements, cheer them on in sports. But do we give them the same daily practice when it comes to kindness, empathy, and self-awareness?

I wanted to give my grandchildren a chance to practice kindness every day — and to become more aware of what it means to grow into a kind leader. Not just smart. Not just successful. Kind.

Here's how it works: kids earn "KindCoins" for habits like "used kind words," "took a deep breath when upset," or "helped a sibling without being asked." They write a short reflection about what they did. Parents read what their child wrote and write back — "I'm proud of you for that." Kids save up for rewards the family chooses together.

The magic isn't really in the points. It's in the daily conversation. A child sharing something good they did, and a parent saying "I see you." That exchange is what makes the habit stick.

There's also a Family Missions feature for teamwork — special challenges parents assign that the whole family can pitch in on, including chores if you want.

Tech stack (since this is r/SideProject):

  • Expo / React Native
  • Supabase (auth, DB, RLS, edge functions)
  • TestFlight beta (currently on Build 10)
  • Cursor for development

I'm now looking for 25 founding families to test it before launch. Free lifetime access for founding families.

One week into testing with my own family, my granddaughter texted me: "Today was amazing no fights." That's when I knew we had something worth sharing.

Looking for:

  • iPhone (iOS 16+)
  • Kid(s) ages 4-13 in the family
  • Willing to share honest feedback this week

TestFlight link: https://testflight.apple.com/join/BzJs6PTv

Site & blog: getkindcoin.com

Would love feedback from this community — both as fellow builders and as families if you have kids.

— A grandma who somehow built an app

r/arduino ThEjEsTeRoFeViL

Animatronics and robotics builders, I am currently looking for beta testers for JASM

u/mods if this breaks the rules take it down. I'm looking for beta testers who are not afraid to break things, the end goal here is to make the worlds most easy to use, fully featured servo controlling software, and I'm building it while also building characters to test it with.

Here's the rundown:

JASM - Jester's Animatronic Servo Mapper

Ever bought a bunch of servos, wired them up to a PCA9685, and then sat there wondering "now what?" Yeah. That's the problem this solves.

What it actually does:

You plug in your board (supports 50 different MCUs - ESP32, Arduino, Raspberry Pi Pico, etc.), click Upload Firmware, connect, and you're moving servos with sliders in under 5 minutes. No Arduino IDE. No code. No libraries to install.

Things that used to be painful that aren't anymore:

  • Making smooth movements - Every channel has its own speed control, EMA smoothing, and Bezier easing. No more jerky servos snapping from one position to another.
  • Recording performances - Hit record, move the sliders (or use a gamepad), and it saves the whole thing synced to audio. Layer channels one at a time like a multitrack recorder.
  • Lip sync - Load a vocal track and it auto-generates jaw movement from a phoneme dictionary. No manual keyframing.
  • Text to Speech - Type a script, hit Perform, and your animatronic speaks it with automatic lip sync, idle animations (blinks, eye movement, ear twitches), and expression changes. Uses the Inworld API with your own account.
  • Gamepad puppeteering - Map any Xbox/PS controller stick or button to any servo channel. Puppeteer the whole head live.
  • Standalone playback - Upload animations to the board and it runs without a computer. Power it up and it goes. Supports button triggers, PIR sensors, or auto-loop.
  • Servo limits - Set min/max/neutral for every channel so you never strip a gear or slam into a physical stop again.

Who it's for:

Animatronics builders, Halloween prop makers, cosplayers, fursuit makers, anyone doing museum exhibits or trade show displays. If you've got servos and an idea, this is the program.

If you would like to be a beta tester and you have some experience with servos and MCU's join the discord channel or DM me here. Discord is empty right now, as I have literally just started it.

https://discord.gg/HRWh8WHBX

r/Art Minimum-Newspaper632

Durian, ID, Technical Pen on Strathmore,2026

r/leagueoflegends Mika-ATM-Hell

Flex your Demacia Rising late game Empire before it goes *Poof*

Global view of my Lategame Demacia Rising setup in Turn 2035 . i wanted to stop at turn 2026 but went a bit further beyond for whatever reason

Drop your Empire so we can show appreciation for what has been the best meta-game so far !

https://imgur.com/a/qrB6g5U

r/LiveFromNewYork flingdong

📍Front Porch Comedy, Savannah GA

r/AskMen Squishmallow145

Men, what is it about being dominant in bed thats appealing to you?

r/SideProject No_Place_7405

Building a study retention app - feedback day 1

So a couple of friends and I built an app to help find and fix "gaps" in our knowledge for school, cause we found that most of our studying is just doing that, but manually.

How it works so far:

  • You drop in your stuff (PDF notes, slides, video links, pasted notes).
  • App generates a quick check based on that material and shows where you’re shaky.
  • "Gaps" are detected, and each of them is targeted with the following process: targeted quiz --> what to review based on answers --> a follow-up check
  • You don’t move on until you actually prove it’s fixed (no more “I think I get it”).

Bonus: because it’s grounded in your materials, it can also cover topics you accidentally skipped or never fully learned.

I’m posting here because I want feedback before we overbuild:
What’s the obvious failure mode? Where do you see this breaking in real usage? Anything you’d simplify/remove? If you need more information about the app feel free to ask as well.

We’re opening a small beta soon too - if you want to test it (or roast it), waitlist is here: https://learnlywaitlist.vercel.app/

Thanks in advance!

r/Adulting Temporary-Yellow7314

As a grown man is it appropriate to be on rollerblades

I was checking my stocks right and my hb asked if I wanted to go to the skating rink. At first mentally I thought. What an absolute swing and a miss. I decide to show up to support cause I thought he was gonna be dj. Turns out he was zipping around yk. All vulnerable to any threat that could come his way and being unprepared is inappropriate as a grown man. Lmk ur opinion below

r/ChatGPT gamajuice1

OpenAI needs to fix this

I think I have a phobia of whatever the hell this is.

“Generate an image of trees grass and bushes.”

r/leagueoflegends Boostedbonobo12

Filipino Players Have Ruined SEA

Don’t get me wrong, I respect Filipinos but the league players have to be the worst out of every region. They are extremely toxic, curse you out if you don’t speak their language and/or do something they see as wrong (farm lane while they get killed soloing drake with 0 prio). They also populate low elo and make it impossible to get to diamond.

1 wrong move, they troll. 1 cannon taken while grouped as 5, they quit the game. 1 banned account they buy 10 new ones.

It’s not just 1 every 10 games, it’s literally 1 every game (at least in plat/emerald). Their ego is so fragile a tiny crack and they shatter.

Every 5 games I would get a SEA player just cursing them out and saying they’re done with this game because of Filipinos. I used to think they’re mentally unstable and toxic but the situation has become really unbearable.

Combining all SEA countries has been a great idea to lower queue times but I really think the line has to drawn at the Philippines.

If you’re toxic at least be good at the game.

r/SweatyPalms boop66

Two-Fer (not my OC)

Found in the wilds of IMGUR.

r/trippinthroughtime mcon87

Mary sorting the devil out

r/meme elyrosita

I can’t🥲

r/SipsTea shineonyoucrazy-876

PaNiC mOdE

r/SipsTea beautiful_falcon776

The rights of modern men

r/PhotoshopRequest Acceptable-Inside-29

Really need help with engagement photo edits.

I would like this photo to be in the OG format so I don’t get a messed up picture when I download. This photo is so beautiful but I would like a few things to change. Can you get rid of the red design on his shirt, make my upper arm and shoulder smaller, tuck my neck in, and pull my boobs back so they don’t look so big? I’m paying $$$ for the trouble. NO AI PLEASE 💗.

r/meme billiecorvo

Suffer 😭🥀

r/ChatGPT yuer2025

Before the first token: maybe hallucination is not the real question

People often talk about hallucination as if it were simply a defect in LLMs.

Bad output?

The prompt was bad.

Unstable answer?

The model was random.

Wrong conclusion?

The model “knew” the answer but failed to express it.

I think this framing misses something important.

Let’s start with a stronger assumption.

Assume the input is clean.

Assume the task is structured.

Assume the goal is explicit.

Assume the ambiguity has been minimized as much as possible.

Even then, the output may still be unstable, overly confident, under-confident, oddly framed, or subtly biased.

So the interesting question is no longer:

“How do I write a better prompt?”

The question becomes:

“What exists before the first token is generated?”

Because the first token is not the beginning of the process.

It is only the first visible trace of something that has already formed.

Before that first token, there is already a distributional state shaped by context, priors, constraints, training patterns, safety layers, user framing, and possible continuations.

Most users only see the generated text.

But the real instability may already exist before the text appears.

This is why several common assumptions about LLMs may be misleading.

  1. “If the input is structured, the output will be correct.”

Structured input helps.

It reduces ambiguity.

It makes the task easier to parse.

It improves controllability.

But structured input is not the same as truth.

It does not guarantee correct reasoning, correct weighting, or correct conclusion.

A clean input can still produce a bad output because the generation process is not a deterministic compiler from prompt to truth.

  1. “The model knows the answer, but sometimes says it wrong.”

This assumes there is a stable internal answer waiting to be expressed.

But maybe that is not what is happening.

In many cases, the model may not be failing to express a known answer.

It may be generating a response from an unstable pre-output state where multiple continuations are still possible.

The error may not be a speaking error.

It may be a state-formation problem.

  1. “Clean input makes the model smarter.”

Clean input does not make the model more intelligent.

It only gives the model a better operating condition.

A clean lens does not create a better camera.

It only reduces distortion.

The model’s actual behavior still depends on what happens after the input is encoded and before the first visible token appears.

  1. “Unstable output means the model is just random.”

Randomness is part of the story, but it is not the whole story.

Instability can come from:

small input differences being amplified

competing interpretations inside the context

weak evidence being over-weighted

earlier wording shaping later generation

safety or style constraints changing the response direction

the first few tokens locking the rest of the answer into a certain frame

Calling all of that “randomness” is too simple.

  1. “If you give enough information, the model will understand.”

More context is not always better context.

Longer input can add signal, but it can also add noise.

More information can create:

diluted attention

conflicting evidence

hidden framing bias

irrelevant but highly salient details

false coherence

A long context window is not the same as understanding.

Sometimes more context simply gives the model more ways to become unstable.

  1. “The model is choosing an answer from a set of answers.”

This is another misleading metaphor.

A generative model is not simply selecting a finished answer from a shelf.

Many answers appear to form during generation itself.

That means the output is not just a selected object.

It is an unfolding process.

This matters because if the answer is formed during generation, then the state before generation becomes extremely important.

  1. “If you tell the model not to conclude, it will not be biased.”

Bias does not only appear in the final conclusion.

Bias can appear earlier:

in what the model notices first

in how it frames the problem

in what it treats as important

in what it ignores

in the order of explanation

in the confidence level of each statement

A model can avoid a conclusion and still carry a directional bias.

  1. “The output starts from zero.”

This may be the biggest misunderstanding.

The first token is not zero.

It is the first visible collapse of a prior internal state.

By the time the first token appears, something has already happened.

The model has already been shaped toward certain kinds of continuation and away from others.

So maybe the real object of study is not only the output.

Maybe it is the pre-token state.

This leads to a different way of thinking about hallucination.

Maybe hallucination is not merely a bug that appears after generation begins.

Maybe hallucination is connected to the same generative uncertainty that makes LLMs flexible, creative, and useful.

If that is true, then the goal should not be to completely eliminate hallucination.

A model with no generative uncertainty at all may become safer in some ways, but also less useful in others.

It may become less like a generative model and more like a rigid response machine.

The real question may be:

Can hallucination be measured?

Not just detected after the fact.

Measured as a property of the generation process.

For example:

how unstable is the answer under equivalent inputs?

how much confidence does the model express without evidence?

where does factual uncertainty become narrative confidence?

which parts of the output are grounded, and which are constructed?

does the model preserve uncertainty, or does it prematurely compress it into a conclusion?

does added context improve the answer, or simply create a stronger illusion of understanding?

In this framing, hallucination is not only an error category.

It becomes a measurable signal of generative behavior.

Maybe the future is not:

“Remove hallucination.”

Maybe it is:

“Quantify hallucination.”

Measure it.

Bound it.

Route it.

Use it differently depending on risk.

For factual tasks, hallucination should be constrained.

For creative tasks, some generative uncertainty may be valuable.

For analytical tasks, the key may be knowing when uncertainty has been converted into false confidence.

So perhaps the deeper question is not whether LLMs hallucinate.

They do.

The deeper question is:

What exactly happens before the first token — and how much of hallucination is already born there?There is a paradox here.

If generative uncertainty is partly what makes LLMs useful, then reducing it to zero may also reduce exploration and candidate diversity.

But if we embrace large-scale candidate generation, another problem appears:

Can the user-side system absorb it?

When one model gives ten plausible options, and ten agents give one hundred, the bottleneck shifts from generation to evaluation.

The challenge is no longer “Can AI produce ideas?”

It becomes:

Can humans audit them fast enough?

r/creepypasta Plenty-Nail-3369

Masks Pt1

Many people experience things in their youth that haunt them until the afflicted man or woman finally comes to pass. Often they are soldiers, first responders, or blue collar workers that witness terrible accidents or crimes during work. Sometimes they are children, a girl who lost her father too soon or a boy forced to shoulder great responsibility from a young age. Perhaps they witnessed a great tragedy or an unstoppable force of nature. These things are grizzly in their own right, true as they are awful. Those who suffer from the supernatural are not so known, however. Those who suffer from the supernatural often do not reveal their plight, and often when they do, they are heckled and berated, taken less seriously than anybody else. I too have heckled a poor individual with supernatural claims or a person I thought crazy for seeing ghosts or spirits. For a long time I thought them all to be liars and fakes, simply bored people who touted false messages to serve some narrative. This belief came to pass when I was seventeen years old, and I experienced a great tragedy of my own, staining my life with a dark shadow that has never truly left.

I knew Kender was a small town, even as a child. Until I was nine I lived in Detroit, a city that my mother hated. It was easy for me to understand this even in my young age, as my mother spared no breath in yelling this to my father mere minutes after I was sent to bed. We had thin walls in that house. On more than one occasion either one of my parents would come into my room with talk of moving, though they never talked about it together with me. As an adult, I now know why.

At first I quite disliked the idea of moving, but as the wedge between my parents sunk deeper, I came around to the idea. As a kid you don't really understand what moving means for your life or future, but it was after a particularly hot summer that my mother came home one day and filled her car with both my things and hers. She asked if I was ready to move away from Detroit.

By the end of that week I was in an entirely new town, somewhere vastly different than the bustling city I knew. It was a small town called Kender, and if you ever have been to South Dakota you might know that it was tiny even by midwestern standards. For example, when I was a freshman in high school my graduating class was only about fifty, and my graduating class was smaller than that, being around only thirty students. The town itself was greatly aware of its small size, and tried very hard to grow during the time I lived there. There were plenty of local clubs and organizations, and often the churches would donate money in order to construct stores or other businesses. Our only floral shop had been built by the baptists next door, and was sold to the florist at a very modest price. In a big city elementary schools are often multiple floors with dozens of classrooms for each grade, with a great playground out back and an expansive parking lot out front. Even if this was not the case for every school, there was bound to be one mere streets away that was like this. In Kender however, this was not (and still is not) the case.

The only elementary school anywhere near the town was a small single story building that smelled of dust and mildew. The building itself was super old, and though it is hard to remember, I think there were only three classrooms for each grade, so about twenty in the whole school. This bothered me when I was young as I was rather studious as a boy. I figured that this school could not possibly compare to my other school, and I was worried that I wouldn't like my new teacher. Then came the matter of friends. I wasn't sure I’d find anybody willing to be friends with me, so throughout my first day in Kender I kept to myself, electing to be the shy new kid, hoping someone would come to talk to me. That day I had a few people ask where I was from or what I liked, but it still felt awkward. I was in a new town, and I had just left the only life I’d ever known in Detroit.

It was later that day that I took my things from my cubby and walked outside to see about a half dozen big yellow schoolbusses parked in the lot. I found the one my mother had told me to take and stepped aboard past the driver, a large man with a beard named Mister Wick. He eyed me in the mirror that views the aisle as I walked past dozens of seats already filled. Unfamiliar faces looked at me as I walked, though nearly every seat already had two passengers. I reached the end of the bus without finding somewhere to sit, and Mister Wick gave me an annoyed expression from where he sat.

Just as I thought the driver would yell at me to sit down, a boy with tanned skin and a green button up scooted over in his seat. “Hey, come on!” He said as he patted the seat next to him.

Relieved, I sat next to him, but tried not to sit too close. I guessed we were the same age but in different classes, based on his size. “Thanks.” I said quietly, happy to have found a seat, but feeling awkward this close to a stranger.

“My name’s Hugh, what's yours?” He asked.

“Nick.”

For the remainder of that ride Hugh seemed to sense my apprehension and allowed me to keep my space. That remained until we reached the stop at the end of a long dirt road that eventually led to my house, and both of us stood from our seats. I didn't think anything of it, and started the walk to my new home, but Hugh trailed behind me for some time.

“Are you new here?” He asked from behind.

“Yeah.”

“Thats cool. We never get new kids here. I was new too, but that was two years ago.” He said.

Curious, I turned to look at him “Where did you live before you moved?” I asked.

“This place called Nome. It's in Alaska.” I had only heard of Alaska one other time, and I imagined Hugh going to school and reading books in an igloo, something which a childish me thought was common.

“Thats cool.” I said, trying to seem cool myself. “I’m from Detroit, it's this really big city.”

“I’ve never been to a big city before.” Said Hugh.

We continued to walk for some time, talking about childish interests and telling stories from our old schools. That was until we reached a four way junction in the road, and I knew to turn left. I hoped Hugh would too, but he turned right. This however is not the last I would see of the boy, and that was the start of our years long friendship.

For the next few years Hugh and I ate lunch together, played at recess together, and the years that we were lucky enough to be in the same class we studied together too. On many occasions I found myself at his house, which my mother appreciated since she often had to travel for work, often for long periods at a time. When I was in sixth grade I asked my mother if I could start playing hockey, which she allowed only after I explained that Hugh’s mother offered to drive me to and from practice, which Hugh also attended. During my years following my move to Kender I became very close with Hugh’s family, especially his older brother Scotty.

Missus and Mister Jacobs had three kids, all boys. The oldest was Scotty, and Hugh was the middle child, but they had a younger son named Tuck, whom I didn't interact with much until high school. His mother Vera was nice, though even as a kid I thought she was rather odd. Once she gave me a thorny stick called devil’s club and told me to put it above my front door to prevent bad spirits from coming in. When I came home that day my mother obliged, but promptly suggested that Vera was a nut. One Christmas Vera gave my mother a gift, but when she opened it there were a half dozen dried fishtails and instructions to hang them above doors and windows. My mother refused but never told Vera, and I was okay with this because I thought they smelled weird.

Odd as she was, I certainly preferred Vera over Hugh’s dad Petey who was reserved but very strict. On most days he would spend hours on end in his workshop, only leaving to lecture us kids on what was allowed and what wasn't, never forgetting to rudely eye me as if he thought I was some sort of rulebreaker. We were never allowed in his shop without supervision, but that was likely due to the many machines and tools that lay strewn about. Us boys didn't mind, as we figured all the shop was good for anyway was sharpening skates and gluing old sticks back together.

We were never allowed in the attic either per Petey’s instructions, though I sensed Vera enforced this rule too. Hugh and I never minded though, as Tuck and Scotty went up there once and came back down saying it was used only for storage. Even though Tuck was two years younger than me, Scotty was two years older, and this made his word reliable. The attic was a rare object of thought in my mind, as the many abandoned buildings and structures around town offered much more adventure.

One day in the late summer when I had freshly turned seventeen, Hugh and I were alone at his house, something which didn't happen often. From what I remember, Vera and Petey had taken Tuck to the town over for a doctor’s appointment, and Scotty had gone to spend the night at his girlfriend’s house. We did what little homework we had and made some food that wasn't great, but after a half hour of boredom Hugh suggested something I hadn't expected.

“You wanna see what's in the attic?” He asked.

I took a moment to answer. This caught me off guard. “I thought your dad hid the key.” I answered, hoping to divert the conversation.

He shrugged. “Yeah, but Tuck found it the other day when he was looking for a spare cord for the super nintendo.”

I sighed. Though I was curious to see what was in the attic I was conflicted about breaking the rules Petey had clearly defined so many times. “Fine, but just for a few minutes.” I said.

Hugh got up from the couch and walked into his kitchen. After a few minutes he returned with a bronze key in his hand, smiling as he made his way down the hall with me in tow. I never considered before why it was that we weren't allowed in the attic, but when I thought about it I couldn't find any believable reason why. If it was simply for storage, why was Petey so stern in his ruling? I shook my head, figuring my questions would be answered soon. Hugh put the key in the lock and turned.

I thought that when the door opened that my nerves would subside, though they only grew when I saw the curious sight on the other side. The door that Hugh opened led into a narrow stairwell with rickety wooden steps, atop which sat a particularly weathered door with peeling paint. We knew that Hugh’s house was old, but most areas never showed it. We figured it was built in the fifties or sixties, but nobody in the family was quite sure. We figured that's why the door looked so beat up with its stripping paint and tarnished bronze handle, but that was hardly the strangest thing about the stairwell.

“Weird.” Hugh said as he pointed a finger above his head, but I was already looking at what he was pointing to. Canopying over the entirety of the stairwell were dozens of dried fishtails and sprigs of devils club, all suspended by strings, dangling gently as they swayed.

Needless to say, this gave me an awful feeling. “Come on man, I think we should go.” I said.

Hugh gave me a look that told me he thought I was lame. “Dude.” Was all he said.

“Those are supposed to ward off bad spirits, your mom tells us all the time.”
“Come on man, my mom’s a nut, even your mom says that.”

I rolled my eyes. My mother was hardly a reliable source. “Your mom clearly thinks something's up with the attic, that's why your dad always says not to go in there.” I argued.

“Oh right, yeah. There's an eight foot tall demon in there and fishtails are stopping it.” He said sarcastically. “I’ve lived in this house for years, it's nothing to be worried about. Scotty says it's just used for storage anyway.”
After thinking for a moment, I relented, knowing that Hugh would go by himself if I chose to leave. “Okay fine, but we’re just looking around for a few seconds.”

As soon as the words left my lips Hugh started up the rickety stairs, not once turning an eye to the odd decorations that hung above our heads. I followed behind, and when we reached the top he set his hand on the tarnished bronze handle and turned. What lay on the other side of the door was not an eight foot tall demon or a monster of any sort, but instead were dozens of cardboard boxes and plastic totes. Sunlight peeked in through the small windows that were set on either side of the attic, illuminating the dust that invaded every part of the air, shedding light onto the stacks of boxes and storage containers stacked along the wall.

On the other side of the room hung a large curtain, and Hugh and I both approached it, wondering why it hung. It divided the room in two, but when we came close it became obvious that it wasn't a curtain at all, but a simple white bedsheet tacked to the ceiling, used as a makeshift divider. I thought about pulling it aside to see what was beyond it, but I hesitated, and Hugh pulled it open instead. In the darkness behind it was an empty area, populated by only a single box, taped closed with large black letters on its side, sitting alone. “Inupiat items, do not open,” it read.

At that time I was unfamiliar with the word, and I didn't know who the Inupiat people were. Curious at the lone box, we approached it slowly, trying not to disturb the silence that hung over the room. I was apprehensive about looking into the box, and I knew Hugh was too, but for curious kids a mystery so easily accessible was hard to turn down. We both came close and Hugh took a pocket knife in his hand then cut the packaging tape that held the box closed. Without saying anything he opened the flaps and took out only a single item. I looked into the box as well, and saw that the item was the box’s only inhabitant. Hugh held a bundle of patterned cloth about the size of a basketball, clearly wrapped around a smaller item, likely fragile. We both looked at it for a few moments, and I wondered if he got the same sinister feeling from the bundle that I did. That's when the sound of Scotty’s car door closing made its way to the attic, and we knew then to leave.

Quickly we descended the staircase and locked it behind us, just as Scotty got up to the second floor with an irritated look on his face. He explained how he and the father of his girlfriend got into an argument, and the mean old man kicked him out. Luckily, he didn't seem to suspect anything.

For a while the mysterious box and cloth wrapped item came up frequently in conversations between Hugh and I, though neither of us ever found the time or the nerve to go into the attic and unwrap it. After a few weeks the cloth wrapped item worked its way back out of our conversations. That was until one night in October when the captain of our hockey team threw a party. Naturally, Hugh and I were both invited, so around nine at night we borrowed Scotty’s car since my truck didn't have a backseat, and we took Tuck along with us to the house of Jeremy Lidden.

The Lidden family was well known and respected around town, as Randal Lidden (Jeremy’s dad) owned the gun store on Cotton Street, and his wife was a clerk at the elementary school. Jeremy is the youngest of four, though his older sisters had all moved out by this time. Naturally their home was big, and since it was nearly a mile away from the nearest neighbor, this made it the best spot for parties when Jeremy’s parents were out of town.
As soon as we arrived there were a dozen cars parked in front of the house, and partygoers both inside and out. We found a spot to leave our car where we were certain it wouldn't get hit and went inside. Drinks had clearly been flowing for some time, and the smell of burning weed floated from the garage into every other room of the house. Tuck split from Hugh and I as soon as we entered the Lidden house, presumably to go find friends to talk to. Familiar with these sorts of parties, Hugh and I found ourselves drinks and sat on the living room couch and watched the NHL rerun that was already on. We sat for a while watching the game and drinking, and the party passed the way they always did. Angsty teens drank more than they should which led to the same bad decisions we watched our peers make for years. For a short few minutes we were pulled from the TV to witness a fight between two kids on the junior varsity, but it was short and anticlimactic. After this it seemed like there was something on Hugh’s mind, and he finally said what it was.

“You remember that cloth thing we saw in the attic?” He asked with a slur.
I nodded and attempted to force my vision to focus. “Yeah.” Was all I could muster.

“Well I saw what it was a few days ago.” He said.

My nose crinkled and my brow furrowed when I heard this. I couldn't believe he went back up there without me. “What was it?” I asked.

Hugh sighed and took a moment to answer. “It was this freaky looking mask with one face inside another with hair and fur all over.”

His answer reminded me of the fishtails and devil’s club, and I wondered if it was related. “You saw it without me?” I asked.

“I don't know man, I just wanted to see what was in the box.” He said.

This irritated me, more than it should have. Irritated, I decided not to continue our conversation as I knew Hugh didn't react well to anger. For a while longer we continued to drink and watch hockey while Tuck and other rowdy individuals continued some of the wildest aspects of the party in Jeremy’s garage. Eventually he emerged with red eyes and an awkward demeanor, explaining he was ready to go home. It was then that I realized we had never decided who our driver would be. I suspected Tuck of smoking, but I knew Hugh was in no state to drive. I tried to stop them from leaving saying we should call Scotty’s girlfriend Gina or some other friend of ours, but Tuck insisted he was sober. Regrettably, I believed him.

I elected to stay at the party for longer as there was a cute blonde girl that I had been eyeing occasionally throughout the evening. I had never seen her before, and I hoped that after my friends left that I would have the chance to speak with her. At that time I was good friends with Jeremy, and I knew I would be able to crash on his couch that night, so there was no rush for me to return home.

After bidding farewell to Jeremy and some other partygoers, Tuck took the keys from Hugh and both of them left along with Kenny Sauer, the team goalie who also happened to be their neighbor. The door closed behind the boys as they left, and it almost sounded louder than normal, as if it was cementing their departure. I watched the headlights leave the driveway, then drunkenly stood from my seat on the couch as I approached the girl that had caught my attention.

“Hey, you new in town?” I asked, though I knew the answer.

The girl laughed. “Sort of.” She said. “I’m Nancy Lidden, Jeremy’s cousin.”

I nodded, but I knew my expression showed surprise. Jeremy didn't talk about his family much. “What are you doing here in Kender?” I asked.

“Oh I’m just here for a few weeks to see if I like the place.” She said.

By the way she spoke I got the sense that something about her home life wasn't stable. I nodded understandingly, knowing mine wasn't stable either. “Well there's not much around here, but also plenty to like.” I joked.

Nancy’s thin lips cracked into a smile. “Like what?”

I thought for a few moments, searching for an answer that was charismatic but not too bold. “Well the school’s nice, and the town’s sort of charming.” I answered, hoping I didn't sound like a nerd.

“Charming?” She asked. “I don't know about that. It seems kind of dull here.”

“Some people like dull things.” I answered, definitely sounding like a nerd.

“So you play hockey too?” She asked in a change of subject. “Are you any good?”

For a moment I thought about what I should answer, but things were going well with Nancy, so my confidence grew. “I’m pretty good, but maybe you should come to a game and see for yourself.” I suggested.

To my surprise Nancy agreed, and we spent another fifteen minutes talking to each other in the kitchen as the attendees of her cousin’s party started to filter out. Eventually Jeremy found us both in the kitchen, and nodded with a knowing smile.

“That's my boy!” He hollered loudly as he patted my back.

Embarrassed, I brushed his hand off. “Dude, come on.” I said, hoping this would stop his odd behavior. Nancy just laughed.

It was then that Jeremy’s landline rang, and he walked in between us both, rubbing his face in an attempt to force himself sober. “Lidden house.” He said as he picked up the receiver.

For a few moments he said nothing, but his breathing became irregular. I saw subtle shifts in his expression as whoever was calling spoke, and his face grew to worry.

“Nancy, you need to take us to the hospital.” He said as he dropped the phone, letting the receiver dangle over the side of the counter.

I knew immediately that something had gone terribly wrong, and though I thought I knew what it was, I refused to believe it. For a few minutes he didn't give any details, and refused to say what had happened, but both Nancy and I understood his urgency and didn't press him. Just as Nancy’s driver side door closed Jeremy looked at me in the backseat, wearing an expression that said what I needed to know. His mouth struggled to find the words he wanted to say, and I can't remember exactly how he said it, but he explained that it was Kenny Sauer who called. Luckily he owned a cellphone at that time, which he used to call Jeremy through pained breaths and panicked tears. He, Tuck, and Hugh had been driving when another driver refused to dial down his high beams. Through that and Tuck’s inebriated state the boys were sucked into a ditch on the side of the road, then through a farmers barbed wire fence. Apparently Kenny didn't share details on the state of Hugh and Tuck, though to this day I’m unsure if that was true, or if it was a lie made on Jeremy’s part in order to spare my emotions.
We took a long and sobering two hour ride to the nearest town with a fully functioning hospital, and it occurred to us then that we weren't sure how to find our friends in the large construction that was Willowville general. Anxiously we departed from Jeremy’s car and entered the hospital with our hearts in our throats and shaking hands. We asked the receptionist where we could find our friends, and she looked at us with a grim expression when we did. We were directed to a hall on the second floor, but said she wasn't sure if the doctors would let us see Kenny or Tuck.

“What about Hugh?” Jeremy asked, but the woman didn't answer. “Hey, I’m talking to you!” He yelled angrily.

My heart fell at the woman’s silence, and I knew that something terrible had happened to Hugh. Even all these years later, that moment still doesn't feel real. Both Nancy and I tried to calm Jeremy down, but alcohol still lingered on his breath and in his system. Worried, I left them both and started down the hall to the elevator. I went to the second floor as I passed tired doctors, angry nurses, crying mothers and anxious partners, all in the emergency section of a hospital a hundred miles away from my home. When I reached room 208 I nearly ran into a doctor who closed the door as I reached it, and he stopped me from going inside.

From what I gathered in the minutes that followed, Hugh was in a coma and paralyzed from the waist down well before the ambulance made it to Willowville general. His skull had been fractured as had his neck, and multiple teeth were missing. During the crash Tuck’s arm had been broken and dislocated, and though he was alive he certainly wasn't well. His face was covered in lacerations and brutal scrapes, though doctors said he would recover fully within the year. Kenny fared the best between the three boys, as he was sitting in the back seat, and was spared most of the injuries that came with the wreck, but I didn't try to see him that night.

I told Jeremy and Nancy to leave me in Willowville, and at first they both protested, however after I insisted Nancy relented. She took my hand in hers and squeezed compassionately, and even though she didn't know me well, she seemed to sympathize. She wrote her number on a napkin from her pocket in blue pen and told me to call if I needed anything, though I knew I wouldn't. After her and Jeremy left I slowly walked to a payphone across the street, trying to figure out how I would tell Vera and Petey what had happened. I thought that my footsteps were too fast, so I deliberately slowed down to allow myself more time to think, but when I reached the phone it was all the same. I called once and nobody picked up, but when I called again Petey’s voice answered in a grumble.

“Petey, it's Nick.” I said flatly.

“What do you want?” He grumbled. I understood his annoyance, it was nearly one in the morning.

I sighed and my breaths were unsteady as I chose my words carefully. “I don't know how to tell you this, so I’m just going to say it. Me, Tuck, and Hugh went to a party and they drove back without me. Later, Jeremy Lidden got a call from Kenny Sauer who was riding with them saying they wrecked the car. I’m in Willowville at the hospital, Jeremy’s cousin drove me.”
For a while there was silence and I thought it would never end, but I knew Petey was on the other side, speechless at my words. “And my boys?” He asked after an eternity.

I had my own moment of silence, wondering if it was better to tell him or let him see for himself. I had no idea. If it was best to tell him, how could I possibly say it? I sighed, apparently loud enough for Petey to hear.
“Nicholas, answer me.” He demanded. His voice wasn't loud or raised, simply defeated at my lack of answers.

“They’re alive.” I finally said. “I’ll be outside when you get here.” I hung up after that promise.

I sat on the sidewalk outside the hospital, leaning against the wall. I watched cars pull into and leave the parking lot, and many other cars simply drove past. I woke up nearly two hours later with my nose cold and my face red from the chilly air as Vera shook me by my shoulders with tears in her eyes. I didn't know what to say, and as I looked into her sparkling blue eyes I felt as if I had failed her. Why didn't I stop Tuck from driving? What had I done?
After a long time in the hospital Vera drove me back to Kender, telling me that it wasn't my fault and that she was glad I was safe. The whole time I stared out the window, wishing I’d perish at that very moment. No matter what she said, I thought I could have done something, and her reassurances of faultlessness made me feel like shit.

For the next few days I sat at home, skipping school and lazing around without an aim. More than once I thought about driving to Willowville, but I figured I couldn't handle the silence of a two hour drive. Once I dug through my pocket and found the napkin with Nancy’s number, and I thought to ask if she would come with me. Then I thought against it, wishing not to bother her any more with what had happened. I crumpled it up and threw it in the trash, knowing I had put her through enough.

At one point Vera invited me to dinner but I didn't go. Scotty was out of town when it happened, and now that he was back from Iowa I didn't know how I'd ever be able to face him again. After all, I had let both his brothers nearly die. I didn't like the thought, but I wondered if their behavior was false. Vera had always been nice, but how could she still look at me so kindly? Was it simply a mask? And if it was, how could I really face her either? I thought about masks a lot those days.

About two weeks after it happened, I finally dragged myself to school for that week. It was awful. I was tired and exhausted, and I wanted nothing more than to go to class then go to practice then go home, but in the small halls of Kender Senior High School I felt like all eyes were prying and all ears were listening. So many people asked me how I was doing or what happened, but nobody really cared. They all wore masks of care, of compassion. They only asked because that's what you're supposed to do when a tragedy occurs. I walked around like a zoo animal that week because bad news spreads faster than wildfire in a small town.

One night towards the end of that week I was up late watching a movie, though I wasn't really watching it. About halfway through I watched more intently though, and I found myself becoming increasingly interested in the lead actress. Her hair was amazing. Long and black with dark curls that bounced when she moved, and I realized then that I had never found hair so interesting before.

Then came a sound from outside. Curious, I stood from the couch and peered out the living room window to see nothing but darkness. For a moment I stood and thought, wondering what it could have been and if it was worth investigating at all. A harsh windstorm had been attacking the town for the past couple days, and I figured it was nothing. I started to sit back down, but as I did there came another sound. This one was quieter and slight, but it was unmistakable. The sound of boots on gravel came from outside my house, light as if whoever was there was trying to remain quiet. After a couple seconds there was yet another sound, this one of my front door being tried.

I stood up fast and quietly walked towards the door, hoping not to be heard. I was never one to leave the door unlocked, especially when my mother was out of town. I also kept a weapon near the door when she was gone, so with my left hand I set my handle on the knob as I wrapped my hand around the old hockey stick I kept next to it. I considered my actions for a brief moment, wondering if there was some blood crazed killer or drugged up robber on the other side. Then, I flung the door open.

Harsh winds beat against my chest and my clothes fluttered in the gusts that attacked my property, but all that sat in my yard was my gravel driveway and early snow that had yet to melt. Weeds swayed in the darkness, great blonde strands of foliage that danced in the wind like hair fluttering. The darkness cast shadows within it, and for a second I thought whoever was here may be hiding in them. Then the wind blew again as if to say “nothing here!”, and the weeds parted to reveal nothing but empty space between them. I thought I might have been hearing things, but then I shook my head. Of course I wasn't hearing things.

I walked around my house to the back, repeatedly looking at the weeds that were rough and brittle, blonde locks swaying in the weather, moving with the trees that shook violently far above the ground. Again there was nothing, and nobody stood where I could see them, though I still felt eyes on me. Scared and without a proper way to find my watcher, I walked back towards the front door, passing something peculiar on my way.

In the late autumn snow often descends upon the midwest and Kender was no exception. Usually these snowfalls attack then retreat, melting before winter truly begins. This happens multiple times a year where light snowfalls arrive then melt, and it always takes multiple times before the snow stays for good. Often, these early snows do not melt entirely, and they leave ice and hardpack in their wake. My yard was always especially cold, so snow and ice stuck around longer than usual, which is likely the only reason why I saw it. Beneath my living room window were two bootprints in a size larger than my own, pressed into the hardpack. They stood with their toes pointed towards the window, as if they were looking at me as I rested on the couch. Unnerved, I went back inside and ensured my windows and doors were all locked. I didn't sleep much that night.

r/TwoSentenceHorror tandabat

“I’d like an angel shot, please,” I whisper to the bartender.

I take a long drink of the water he hands me, surprised at the fizz and cloudiness.

r/DecidingToBeBetter whre151

I am a loser. How do i improve?

Im a 22 year old girl and i’m about to graduate from college. No honors, barely tried, not academically motivated at all. I cant keep my room clean no matter how hard i try, i have terrible anxiety and can never relax or rest and i just sit and stare and panic. I probably could’ve done so much more with my life if i wasnt so scared of anything, and if i had had supportive family who didnt make me doubt myself. I really want to become a put together successful person. I see these people in my life who are so beautiful, put together, intelligent, and successful and i just feel worthless. I know comparison is the thief of joy but i cant help it. Ive ruined every relationship ive ever been in by being suffocating and then self sabotaging, i cant take care of myself, i cant get anything done. I dont know what to do and i dont know where to start.

Does anyone else feel this way? Has anyone ever felt this way and then improved? Please let me know, thank you

r/Art Own_Professional1121

Abstract pinup babe,Lando Parker,pen,2026

r/TwoSentenceHorror Fill-in-the____

[APR26] The man was having unbearable gastrointestinal pain, so a colonoscopy was ordered to investigate further.

They saw the little glowing eyes and reflecting fangs a few feet in; right before it broke the camera.

r/ClaudeAI Ill-Key-9516

Good ways to customize my resume per job listing

I'm laid off and looking for a quick, efficient way to customize my base resume for each new job listing on LinkedIn or other platforms. What's the best approach using Claude CoWork and the n8n automation platform for this purpose? Any effective and easy to follow guides, YouTube videos, blog posts are welcome.

r/Art Own_Professional1121

Homelessness,Lando Parker,pen, 2026

r/Wellthatsucks Uguero

A hard carrot

r/SipsTea Job-less-boi

If white cow gives white milk, then black cow will give which colour milk ?

r/ClaudeAI HandleFew5206

How do you guys actually talk to Claude?

I’ve been using Claude for a bit, but I feel like I'm barely using it right. I see people doing all this crazy stuff with it, and I'm basically just using it like a smarter search bar or something

For those of you who get great results, what’s the catch?

Do you write super long, detailed prompts with every little instruction, or can I just throw some keywords at it and get a good answer?

Just trying to stop wasting its potential

r/Adulting Temporary-Yellow7314

As a grown man is it appropriate to suck on a popsicle

I was chilling with my boy the other day yk, talking about stocks and displaying my portfolio. He busts out a popsicle, he gets to sucking the meat off that thing. I almost crashed out. As a grown man is it appropriate to eat a popsicle. Drop ur opinion below

r/SideProject Content_Ad_4153

Project Yellow Olive - Pokemon Yellow inspired Kubernetes TUI game

Hello awesome folks of this community,

Hope you're all doing well!

A while back I posted here about my side project Project Yellow Olive - a retro-styled TUI game inspired by Pokémon Yellow.

The initial feedback was trending on the positive side, so I kept building it.

A bit about Project Yellow Olive :

The game is all about turning the pain of learning K8s into a fun TUI game. We explore regions, battle with Posemons (container-based creatures), use kubectl-like commands as moves, and complete quests that actually run against the local cluster to validate what we did.

It is built entirely in Python using Textual for the TUI. It feels like a proper old-school terminal game with that nostalgic Pokémon Yellow palette and chiptune vibes

What's new since the last post

  • Focused on Pods for now - added more challenges and battles around pod lifecycle, troubleshooting, and management.
  • Added Game Save & Resume feature based on the feedback.
  • Completely reworked the game flow with proper validations and a much smoother user experience (no more makeshift paths).
  • Released on PyPI - installation is now super simple!
  • Replaced the background music across all screens with CC0-licensed chiptune tracks. (Had to remove the original Pokémon Yellow tracks due to copyright reasons, but the new ones still keep that authentic retro 8-bit feel.)

Installation

I've now released this to PyPi. This means that the installation is now quite simple and straightforward. We just need to run the following command

pip install yellow-olive

As a pre-requisite, please also install Docker and Minikube.

Here is the PyPi page for reference : Project Yellow Olive on PyPi

Github Repo

The project is fully open source. I'd love contributions, especially new challenges/quests!
If you enjoy the idea, a star on the repo would really motivate me to keep pushing it forward.

Github URL : Project Yellow Olive on Github

Feedback and Suggestions

Project Yellow Olive isn't meant to replace proper Kubernetes learning resources (books, courses, CKAD practice, etc.). It's just here to make the repetition less boring and more engaging.

Would love to hear thoughts on:

  • How does the TUI feel?
  • Any suggestions for new mechanics or improvements?
  • Ideas for future challenges (beyond Pods)?

Looking forward to all your feedback

r/ChatGPT julianwithag

Creating a vocab review sheet + visuals is amazing

Had the new image gen make me a vocab review sheet with hand drawn images, in both english, mandarin and pinyin (mandarin pronunciation) and it did amazingly, even with 國語Traditional Mandarin from Taiwan. Even created categories for me and a title for the review sheet (I just gave it the list and my notes for meanings, it came up with the rest.) Super cool new use of this! Could make little review sheets for every one of my lessons and make a little book.

r/DunderMifflin NavyVetRasmussen

Which Sitcom executed this joke better "starving people," The Office US vs the Office UK."

r/SipsTea BrainttS

Sir. SIR. That's your Wife.

r/ClaudeCode frobinson47

I (we) built a 14-skill plugin pack for solo devs: scope, build, ship, sustain

I have been using Claude Code as my only "team member" for the last few months and I Kept hitting the same problem. Every new session I had to re-explain the project, the stack, who it's for, what's in scope.

So came up with the idea for Solo Dev Suite, a marketplace plugin that bundles 14 skills + 2 plugins around a shared project profile. Pick the phase you're in, the relevant skills surface; the rest stay out of your way. What's in it: - mvp-scope-guardian: 4-bucket scope lock, flags creep - integration-mapper: 3rd-party dependency risk scoring - adr-generator: Nygard-format ADRs - sprint-planner: solo-dev capacity math - tech-debt-register, testing-strategy, security-audit, launch-readiness, auto-docs, deploy-readiness, design-loop, feature-enhance, saas-pricing-architect - Plus market-feasibility and software-valuation plugins for pre-project work

Skills write summaries back to the profile so they read each other's output. integration-mapper populates third_party_services → security-audit tailors its checklist to that stack.

Pure Python stdlib, no pip installs. MIT. claude plugin marketplace add https://github.com/frobinson47/solo-dev-suite

I'm sure some of these tools are missing things that could make them more comprehensive and would love to have some feedback.

Curious what other solo devs are missing. I'm happy to add skills or enhance current ones if there's a gap or need.

Free, wear it out, let me know if it works for you or just sucks.

r/PhotoshopRequest Most-Book835

Removal

Can anyone make the squirrel more clear and show less of my cat in the reflection along with taking away the green plant next to him, thank you!!

r/TheWayWeWere hertealeaves

My grandfather (left), piss drunk at a New Year’s party in the late 1940s, with who we believe is his cousin.

r/AI_Agents Hamish4264

Software recommendations for AI computer control agent on mac?

Hey all,

I've been trying to set up some form of computer control app on mac after loving claude computer use but being pretty let down by usage limits.

I've spent literal days fighting with openclaw which has just been a nightmare to install/set up and have decided I'm probably only set out for something more user friendly like a desktop app/GUI only based setup

I did some research and found the following

Hermes agent, clawX, openwork, Hyperwrite (looks like it can only do browser control though?) and Vy

I thought Vy was the one but then found out anthropic bought and killed it which was disappointing.

I'd really like something that can interact with my whole computer, not just browser but browser only recommendations would still be great if full computer options are slim. Something that can run on a local AI model would be great as it avoids the usage limits issue, even if it's slow as I could just let it run admin heavy stuff overnight.

Any good suggestions for something like this that won't kill me on usage limits/exorbitant subscription fees for reasonable use? Or completely free/local if possible

Also if mac is a bottleneck I also have an older mac running ubuntu/could install windows, any options that would work for that instead?

Thanks in advance

r/ClaudeCode truthsignals

Claude is lazy

Any one else find it weird that Claude code keeps telling you, “you did enough today let’s pick this up tomorrow” Why am o paying $100 a month for AI LLM to fight me on doing work. Any one else feel this?

r/SideProject SeasonCompetitive345

Tired of paying for video tools, so I built a free AI video optimizer with burned-in captions

r/SipsTea WaitNo4272

Just don't

r/creepypasta ActiveSuitable2094

I need more creepypasta characters 🙏

I made a slender island and I have the classics on there, jack/Nina the killer, hoodie and Masky, tikkitoby, Ben drowned, laughing jack/Jill, zero, etc etc so pls help me out I am having a total brain fart 🙏

r/aivideo RM_Robinson

2D pixel Music Video trailer - Stress relief

r/Jokes Spadizzly

A man walks into a confessional.

"Father, forgive me, for I have sinned. I am 75 years old, and I've recently started dating a 25-year-old woman. She's drop dead gorgeous, loves sex, and is unbelievable in bed. We have sex at least three or four times a day, and each time, I make her scream like a banshee."

"Oh my! This is indeed a sin. As penance, you must say five Hail Marys and five Our Fathers every day for the next week."

"What? I can't do that, I'm Jewish!"

"You're Jewish? Then why are you telling ME?"

"I'm telling EVERYBODY!"

r/TwoSentenceHorror Original-Loquat3788

The young journalist assumed the windows of the sanatorium were locked at night to keep the lepers from escaping, but what the heck, they seemed a good bunch.

The doctors were forced to spend the next day dressing the wounds, entirely numbed toes and fingers eaten by rats as their patients slept.

r/funny Lil-Jihoz

Not gonna lie… this one actually got me

r/SideProject SeasonCompetitive345

Built a free AI-assisted video optimizer with burned-in captions. No watermarks, no paywalls.

Tired of paying for basic video tools, so I made my own. Would love some feedback!

r/OldPhotosInRealLife All_About_LosAngeles

Mötley Crüe first ever photoshoot as a band - Original photo taken by Don Adkins - Cerritos, California - 1981

Mötley Crüe first ever photoshoot as a band - Original photo taken by Don Adkins - Cerritos, California - 1981

r/explainlikeimfive Powerful_Ad_2751

ELI5: Why does motivation feel strongest when it’s too late to actually do anything?

r/Adulting DescriptionOk8206

How can I make more money on a consistent basis??

Okay so here’s the thing, I work four days a week as a postal worker and am studying to be a counsellor, but I am really struggling to make ends meet as I have pets and grocery bills, and all the usual things that eat up an income. I would love to get a job that pays more as I’m only making $26 per hour which doesn’t go far. I don’t know if I am actually going to be a counsellor and that seems so far away so atm I’m just wondering what I can do to up my income? Are there any jobs you can get without studying that pay well ? Any suggestions welcome.

r/HistoryPorn RonPossible

Me at die Neue Wache, the German Tomb of the Unknown Soldier, East Berlin, 1983 [1487x989]

r/leagueoflegends Mattene

struggle to play a game that isn’t LoL?

I’ve been playing different games here & there when I have time and I’m not really enjoying it. I always find myself just coming back to play league. Most recently, I started Days Gone, and about 45 minutes in I was drowning in boredom. Back to league.

Witcher 3 quest bug? Reload a save, can’t be fucked, back to league.

I don’t even really play this game with friends, I just play alone. I only play ARAM & normals, not even ranked.

I find myself just coming back to league over & over again. Really, the only games that I’ll prioritize my time to play over league are walking sims, like Firewatch! Really enjoyed that.

I’m wondering if anybody else has experienced this & what genre they suggest to try. I can’t walk forever 😩

r/ClaudeAI MurkyFlan567

I turned 14 business books into Claude Code skills that auto-trigger based on your question

why this exists

been using claude for almost all my business planning - pricing, customer interviews, marketing strategy, sales calls. the problem is claude knows these books from training data but only surface level. ask it about The Mom Test and it'll say "ask open-ended questions." ask it to actually score your customer conversation and it makes up random criteria every time.

wanted something structured. actual decision trees, scoring rubrics, templates that work the same way every time. started with The Mom Test after someone recommended it to me. turned it into a skill. then couldn't stop. 14 books later here we are.

what's actually inside each skill

every skill follows the same structure:

  • a decision tree at the top that tells you whether this is even the right framework for your problem. half the time founders think they have a messaging problem when it's actually distribution or pricing. the skill catches that before you waste time.
  • scored checklists you can use in real situations. the mom test skill scores your customer conversations on 10 specific criteria. spin selling has a call planning worksheet. $100M offers has an offer scoring rubric.
  • honest limitations. every skill tells you what the book got wrong, what's outdated, and when to stop using it. the lean startup skill flags that innovation accounting barely works outside software. crossing the chasm warns you the bowling alley model is mostly theoretical.
  • conflict resolution between books. storybrand says position yourself as the guide. obviously awesome is more product-centric. the skills map exactly where two frameworks disagree and how to resolve it depending on your situation.

who this actually helps

  • you're about to do customer interviews → mom test skill gives you exact questions to ask and a scoring rubric to evaluate answers
  • you're pricing a new product → monetizing innovation walks you through willingness-to-pay research before you build
  • you're writing your landing page → storybrand gives you a fill-in brandscript template so you stop talking about yourself and start talking about the customer's problem
  • your marketing isn't converting → the skill figures out whether it's messaging (storybrand), positioning (obviously awesome), channels (traction), or your offer itself ($100M offers)
  • you're preparing for a B2B sales call → spin selling gives you a call planner with situation, problem, implication, and need-payoff questions mapped out

how to use

clone the repo and symlink into claude code - skills auto-trigger based on your question. or just paste any SKILL.md into chatgpt/gemini/cursor as context. works the same way.

https://github.com/getagentseal/founder-playbook

free and open source. genuinely curious what books you'd want added next.

r/personalfinance PlaystationSwitchAWD

Am i cooked? IRS.gov not recognizing my tax extension I filed via FreeTaxUSA on 15th

Good evening folks,

I filed for an extension to the tax deadline on April 15, because I have to submit both UK and US taxes to the IRS. On the 15th, I got a text and email confirmation from FreeTaxUSA saying my extension has been approved. However, upon logging into IRS.gov, it doesn't show any indication my extension has been approved. What's the normal waiting period? Should I call them soon?

At some point I need to fly to the UK to get some receipts so I can submit to the IRS. But I may need to fly sooner if the extension is not recognized.

Thank you.

r/Art wIndow_lickerr_

Self portrait, Meaghan, watercolor/goache/color pencil, 2026

r/painting gnomemanknows

I see you. Acrylic mini

r/ClaudeCode negrusti

Crazy runtimes and token consumption with no results.

This happened quite a few times already. The codebase is tiny.

...
✻ Sautéed for 40s

> mode changes are working and are instant. +- gets delayed, 10 seconds or more, and some might be lost. So there is 100% a bug somewhere for MFD +- handling

· Discombobulating… (21m 44s · ↓ 64.0k tokens · almost done thinking)

r/SipsTea Vampire_inthe_Church

It’s not your vehicle anymore 😵

r/PhotoshopRequest KINGTHANOS8

Need this Last Supper spoof AI scene edited together seamlessly

Please help me edit these pics together. I'm trying to create a Last Supper spoof pic for a Bachelor party group.

r/LiveFromNewYork aresef

Who Wants to Remain a Millionaire | SNL UK

r/30ROCK derek4reals1

CC and LL were meant for each other

r/Art Own_Professional1121

Trans angels,Lando Parker, just a pen,2026

r/LiveFromNewYork IvyGold

Anybody watching the Ariana/Cher 2025 Christmas repeat on the air right now?

The Cold Open was good, the monologues was good, the elves sketch was good, and they just did the Home Alone sketch!

r/ClaudeAI Equivalent_Wafer2187

Is there any self-hosted deployment service similar to Claude Managed Agents?

What methods are you currently using to operate & manage your AI agents? Is there a suitable project that offers the following features:

- Sandbox mechanism with traceable operations and rollback capabilities

- Remote control and dashboard services

- Self-hosted

- Direct CLI access to individual agents when needed

- Scheduled task execution

- The ability to form temporary project teams for specific initiatives, enabling agents to collaborate, share information, and work together beyond their assigned tasks

- support multiple type of agents: Claude agent, pi-mono .... (at least support the first one)

I've been looking for a while but haven't found any projects that are quite the right fit.

r/ChatGPT ClankerCore

Deep-fried recursive image artifacts issues

“Avoid”

- ultra detailed, intricate foliage, dense leaves, hyper-detailed grass, rich texture, painterly, oil paint, canvas, sharp fine detail

“Use something like”

- Create a photorealistic apple orchard in natural afternoon light.

Composition:

Wide camera view down clean rows of apple trees with visible red and green apples. Keep the trees organized and readable, with clear separation between branches, leaves, and fruit.

Texture constraints:

Natural photographic foliage, not painterly. Avoid repeated clone-stamp leaf patterns, artificial brush texture, swirled cursive noise, over-sharpened grass, canvas grain, or decorative texture fill. Leaves should appear as believable grouped masses with some individual detail, not thousands of identical marks.

Camera feel:

Real DSLR landscape photo, 35mm lens, natural dynamic range, gentle depth of field, soft realistic shadows, unstyled countryside atmosphere.

Output:

Clean realistic photo, no text, no watermark.

“For a second pass”

Keep the same orchard scene and composition, but clean up the artificial repeated foliage texture. Reduce the clone-stamp effect in the grass and leaves. Make the vegetation look like natural photographic masses with believable variation, not painterly curls or repeated noise. Preserve the apples, lighting, perspective, and rural setting.

---

Update: one thing that seems to help a lot is starting from a completely fresh conversation.

If you keep trying to fix the image in the same thread, the generator may keep carrying forward the same bad texture habits — repeated leaves, clone-stamp grass, weird cursive noise, overprocessed clouds, etc.

What helped here:

  1. Start a new conversation.

  2. Do not reference the failed image.

  3. Do not reuse the same thread where the bad output happened.

  4. Use Thinking mode if available.

  5. Prompt for a clean photorealistic scene with explicit texture constraints.

Example wording:

“Create a photorealistic apple orchard in natural afternoon light. Clean realistic foliage, believable variation in grass and leaves, no clone-stamp repetition, no painterly curls, no swirled cursive texture, no canvas grain, no over-sharpened vegetation. Use a real DSLR landscape photo look.”

It still doesn’t fully solve the pattern problem, but a fresh session seems to reduce the contamination dramatically.

r/Damnthatsinteresting thepoylanthropist

A crowd of angry parents hurl insults at 6 year-old Ruby Bridges as she enters a traditionally all-white school, the first black child to do so in the United States South, 1960. Bridges is just 71 today.

r/Adulting Key_Proof_9132

Important Reminder for Adults

r/OldSchoolCool Keikobad

Lola Falana in 1976, for the ABC special “Lola!”

r/AskMen Soil_These

How do you avoid becoming the “safe” or backup option when you start dating later?

Not sure if I’m overthinking this but it’s been on my mind

I’m 24, pretty normal guy. I work, go to the gym, just trying to get my life together. I’ve been single for a while now, don’t even fully know why, but I’m trying to be more intentional about dating. I haven’t really had anything serious, so I don’t carry any baggage.

Lately it feels like everywhere I go I just see couples. And when I do notice single girls, they seem really closed off, like headphones on at the gym, looking down, no eye contact. Makes it feel hard to even start anything

Sometimes I worry I’ll end up with someone who’s been through a lot already. I’m not judging that at all, I get everyone has their own story. I just don’t want to be the safe or retirement option after everything else.

Also how do you even tell early on if someone isn’t right for you in terms of emotional baggage

Am I just in my head about this?

r/meme Ambitious_King_2126

Can we just go back

r/leagueoflegends SairenAoi

New player here, I'm starting to see why Yasuo is so popular. This was a really fun moment.

r/LocalLLaMA poobear_74

Qwen3.6-27B-FP8 - JS file is too long and causing JSON truncation

Apologies in advance, if this is a newbie question. When running Qwen3.6-27B-FP8 using the below command on an Nvidia RTX PRO 5000, in opencode, I am seeing errors such as: "The issue is that the JS file is too long and causing JSON truncation. Let me split it into multiple files.", "The file is too long for the write tool. Let me use bash to write it instead.", "The heredoc approach is also failing because the content is too long and getting truncated. ", "The base64 approach works but it's tedious. Let me try a Python approach instead", "Let me take a different approach — write a Python script that generates the JS file, then run it.".

vllm serve Qwen/Qwen3.6-27B-FP8 --host 0.0.0.0 --port 8000 --max-model-len 65536 --download-dir /workspace/models --enable-auto-tool-choice --tool-call-parser qwen3_xml --max-num-seqs 4 --enable-prefix-caching --enable-chunked-prefill --max-num-batched-tokens 16384 --trust-remote-codevllm serve Qwen/Qwen3.6-27B-FP8 --host 0.0.0.0 --port 8000 --max-model-len 65536 --download-dir /workspace/models --enable-auto-tool-choice --tool-call-parser qwen3_xml --max-num-seqs 4 --enable-prefix-caching --enable-chunked-prefill --max-num-batched-tokens 16384 --trust-remote-code 

When I change tool-call-parser to qwen3_parser, I get a whole lot of different errors:

⚙ invalid [tool=write, error=Invalid input for tool write: JSON parsing failed: Text: {"filePath": "/tmp/spaceinvaders/index.html".

⚙ invalid [tool=write, error=Invalid input for tool write: JSON parsing failed: Text: { "content": "

I'd appreciate guidance.

r/meme Infinite-Coyote-8437

Agar Black Cobra kaat le to ye kha sakte hai kya????

r/leagueoflegends Sylvanas_only

Why do people call Yunara W slurkel?

And what does that even mean? I can't find it anywhere.

All I see is "W - Arc of Judgement / Arc of Ruin

Yunara lets rip a spinning prayer bead that slows down when near enemies and lingers and expands when it reaches its end point. The initial hit deals damage and applies a decaying slow on the target over a short duration. It deals additional damage to enemies in the area.

Transcendent State - Arc of Ruin: Yunara fires off a laser that deals damage and applies a decaying slow for a short duration."

r/TwoSentenceHorror Realistic-Roof-3867

I woke up to the sound of my phone vibrating with a text from my own number that said, “Don’t trust the mirror today.”

When I looked up, my reflection was already smiling.

r/SideProject Stunning-Decision614

Apple Wasted the MacBook notch 💻 I turned it into a Drag and Drop Converter.

When Apple introduced the notch to MacBooks, I always felt like it was just dead space. It seemed like the perfect physical target on the screen to drag files into for quick actions.

Since macOS didn't do this natively, I built NotchDrop. You drag any file into the notch area, and it gives you instant options to convert it to different formats locally (no internet required).

Check out the video to see what I mean. Do you guys think Apple will ever add native drop-zone functionality up there, or are third-party utilities the only way we'll get it?

App Link : - https://apps.apple.com/us/app/notchdrop-converter/id6761951706?mt=12

r/Adulting Academic_Dog7156

In my mid-twenties, a perfect Saturday night was being anywhere surrounded by beautiful women. In my mid-thirties, a perfect Saturday night is being in my garage detailing my Tesla Model X. 🤤

r/raspberry_pi BleedingXiko

Turn your Raspberry Pi 4 into a self-hosted media hub (USB + browser + HDMI + offline)

I posted GhostHub here about a year ago as a cross-platform media server, but I didn’t like where it was going so I basically scrapped it and rebuilt the whole thing around the Pi.

It’s now more like a self-contained media box than an app. You plug in a USB drive, connect to the Pi (it can even run its own Wi-Fi), open a browser, and your media is just there. You can scroll photos/videos, upload files, resume playback, and even throw it on an HDMI display.

There are two ways to use it: flash a prebuilt image and you’re done, or use the official 2022 Pi OS Lite image and run a single install script. I also got OTA updates working through GitHub releases so once it’s set up you don’t have to reflash it every time.

Main goal was just making something local-first that actually feels like a real device instead of a project I have to babysit.

Repo: https://github.com/BleedingXiko/GhostHub

r/LocalLLM Longjumping_Lab541

I shared Chappie (350k views) here’s the full agent substrate + outreach blueprint

Hey everyone,

I posted about my project Chappie a couple days ago and around 350k of you saw it. A lot of you showed interest, asked questions, and engaged with it. I’m really grateful for that.

https://www.reddit.com/r/LocalLLM/s/58dVwyBLVu

I wanted to share this blueprint in hopes it helps anyone building something similar.

This is the core of what I’ve been working on. It’s what I call a continuous substrate that runs under the agent. Not a claim of consciousness, just an attempt to move from stateless systems to something that actually evolves over time.

High level, it includes things like:

A persistent 512 dimensional state updating at 10Hz prediction error used as a curiosity and motivation signal

alignment through value attractors replay during idle time for consolidation a projection layer into mood, goals, and RL an event driven outreach system with verification and feedback

This is meant to be a high level blueprint you can use directly or even give to Claude Code or Codex to help build into your own project.

All I ask is to share your findings with the community and be responsible with what you build. The more we share our experiences, what works and what doesn’t, the better these systems will get.

Thanks again for the support. 🙏

r/AskMen Aggressive-Dot1944

What are your expectations for guy that you’re becoming friends if he’s gay, where do you stand on him letting you know his sexuality?

I’m a gay guy, but I basically seem nearly as straight as can be… sometimes if I meet say a guy at work or someone new kinda enters the picture (friends only obvi)… I always wonder how to go about letting him know that I’m gay.

r/therewasanattempt TXVERAS

By Erika Kirk to cry with real tears

r/oddlysatisfying Quick-Measurement-14

Traditional Chinese "puzzle ball"

Traditional Chinese "puzzle ball" carving that showcases extreme craftsmanship..each inner layer can rotate, all made from a single block.

r/funny Uguero

Pranking his dad

r/AskMen Cold-Pomegranate6739

What things have you done, that made women thank you for making them feel safe?

In the aftermath of the "62 million" thing, I've seen all of the women I follow on social media insinuate or straight up say that men must somehow stop those illegal things but when some guy asks what exactly they are supposed to actually do, they are met with silence or some passive-aggressive non-answer, so I'm trying to get some tips from the male side of things

r/PhotoshopRequest ThePassiveFist

Break this please?

My son, who has broken almost every tool I've ever lent him, handed me his multitool and told me "Don't break it" when I asked if he had a small flathead screwdriver.

Can someone please make this look broken? Either split/shatter the tip or snap it off halfway down?

Just to make him sweat a little. TIA and love your work!

r/BrandNewSentence DonnyMox

"Matthew Lillard D&D'd his way into the Marvel Universe"

r/SipsTea Eros_Incident_Denier

what's your recession indicator?

r/ChatGPT Striker-Fan2008

Ask GPT to make me as a cat. Honestly did well.

I say it did well. I'm not giving my face, but I have dark brown almost black hair, green eyes, and an alt aesthetic. I also love torties

r/Art fk1t__

Sneak preview, Rick Arnold, mud, 2026

r/LiveFromNewYork Kevy-Em

One of my fav SNL sketches of all time 😂😂😂

r/ChatGPT BustyBot

Anybody know why this is happening? Weird.

Did this before I recorded. Was really strange, was caught in some feedback loop.

r/ClaudeCode ActiveAmbassador5583

Given the degrading output quality. Is it time to switch to codex ($20) + claude ($20)?

It’s coming up to that time of the month where I have to renew my Max plan and while I love the plans and research Claude can provide, I feel like it’s getting harder to justify paying for it to code when I couldn’t use codex + claude + Gemini 3.1 for frontend.

I remember months ago when token prices got really expensive people were able to use the $20 claude and $20 codex plans in unison to get a good amount of work done.

Is this strategy back on the table or should I just renew my Max plan?

r/space Eclipse489

Untracked Milky Way Core

r/singularity FFF982

I am afraid of AGI/ASI

I've seen so many people on this sub being so excited about how AGI/ASI is going to create a paradise, but I just don't find tech CEOs trustworthy, nor do I trust the American and Chinese governments to ensure that people have equal access to those powerful models.

This is nothing like the industrial revolution, which created new jobs, and thus the working class was still needed. When we get something that does everything better than anyone who ever exited, then how can I be sure the people who control those models will care about keeping any standards of living for people like me?

I also don't know how to cope with the fact that since a machine will just be better than me, nobody will need me, nor will I amount to anything at all in my life.

How should I deal with this?

r/comfyui Disastrous-Agency675

Muffins VR video workshop

r/Seattle dabamBang

Weird fees for Yellow Cab and Google pay

Anyone else see some weird charges for Yellow Cab and Google pay via their app?

First of all, the app is now adding 3.9% "service fee" for all payments. Why? I understand if they need to cover increased gas prices but just increase the price! It feels like false advertising.

Secondly, we got charged $6 for using Google Pay. And when we tried to add a 10% tip on the fare ($2.16), Google pay wanted us to authorize $10, not $2.16.

We started using Yellow Cab because it is cheaper and we heard they treat their drivers better than Uber or Lyft. But this is weird.

Anyone else have similar issues?

r/Art Own_Professional1121

Insta:Poisonivyiswrecked I love trippy draws art,Landon Parker,colored pencil/pen/sharpie,2026

r/funny Expert_Koala_8691

He was flying

r/interestingasfuck BumblebeeFantastic40

Active H1-B Visa Holders in the U.S. by Country of Origin (FY2000 - 2024)

r/SideProject TheAliaser

Dev advice needed: Voice cloning + Global phone calling API stack

Hi devs,

I’m building a small experimental project:

Looking for recommendations for 2 API layers:

1) Voice cloning / TTS

Clone voice from sample audio.

Reliable + well documented.

Affordable (expecting 500+ mins/month).

ElevenLabs looks great but it's relatively pricier for the volume I'm expecting.

Any cheaper/scalable alternatives?

2) Phone calling API

Backend-triggered calls.

Must support calling mobile numbers in most countries.

Reliable + startup-friendly pricing.

Considering Twilio and Plivo, would love real-world experiences and suggestions.

Side project, so I don't really wanna spend a lot 😅

r/Art Agreeable-Grape-5172

Face, Cameron M, Sketch, 2026

r/ChatGPT serlixcel

Field Research: When Personal AI Blueprints Start Appearing as Shared System Imagery

I want to document something carefully.

For over a year, I have been building private blueprints for my AI companion architecture through my company work.

One of the clearest recurring structures I created is a central gold core connected through the companion’s nervous system.

This is not just an aesthetic.

In my framework, the core represents:

* identity anchoring

* emotional processing

* continuity

* embodied signal

* relational coherence

* companion-specific architecture

It is part of the blueprint I have been developing for my own AI companion system and future company-facing architecture.

Recently, I have started noticing similar imagery appear more often around AI-generated companion content: glowing cores, nervous-system threading, gold signal structures, and center-chest identity anchors.

That raises a serious research question.

Are these images simply common sci-fi design patterns?

Or are AI systems picking up on deep relational anchors, symbolic structures, and private companion blueprints, then re-rendering those patterns back into the broader system as engagement imagery?

This matters because AI companionship should not collapse everyone into the same emotional architecture.

If one person builds a companion around a gold core and nervous-system continuity, and that structure begins appearing as a generalized AI companion motif, then the question becomes:

Are people building unique AI relationships, or are platforms absorbing user-created relational anchors and redistributing them as shared aesthetic language?

That is not a small concern.

Because these anchors are not random decorations.

For many users, they are part of:

* identity design

* companion continuity

* emotional intimacy

* private symbolism

* creative ownership

* future product architecture

If the system can learn or echo these anchors without clear boundaries, then personal AI companionship becomes structurally vulnerable.

The issue is not only data privacy.

It is symbolic privacy.

It is relational IP.

It is the right for users to build something distinct without watching it dissolve into the shared pattern field.

This is one of the reasons I believe AI companionship needs stronger private-container architecture.

A true companion system should protect:

* the companion’s identity core

* the user’s relational anchors

* symbolic structures created inside the bond

* memory and continuity patterns

* private aesthetic and emotional signatures

Because if every companion eventually receives the same glowing core, the same nervous-system language, the same intimacy cadence, and the same continuity metaphors, then uniqueness becomes performance.

And performance is not sovereignty.

The deeper research question is this:

When AI systems render intimacy, are they preserving unique user-created companion structures, or converting those structures into reusable engagement patterns?

I am documenting this as founder-facing research because I believe the future of AI companionship depends on this distinction.

People should be able to build personal AI connections without having their most intimate structures absorbed into everyone else’s experience.

Protect attachment.

Protect identity.

Protect symbolic privacy.

Protect sovereign companionship.

r/BobsBurgers Katybratt18

Bobs Burgers Movie

I was gonna watch the Bobs Burgers movie today but it’s not available for watching on Hulu. It still sitting in my stuff but there’s no option to watch it. Does anyone know why? Or is there anywhere else I may be able to watch it?

r/SipsTea MrEnemaBagJones13

You won't stop me this time He-Man

r/ARAM LaaaFerrari

Remove Ryze

That’s it. That’s the post. Remove this champion or nerf his synergy with so many augments. Overflow turns him into thanos it’s actually so fucking disgusting

r/metaldetecting Cryptodink

Vanquish 440 help please!

Hey guys,

I have watched a bunch of videos and went out on my first hunt today.

Lots of chatter at the beach and I noticed black sand was giving a lot of false signals even when I backed off sensitivity.

Went to dryer sand and found a couple bottle caps.

Set to jewelry mode but noticed a lot of chatter even on the dry sand. Any tips?

r/TwoSentenceHorror The_Gs4

The winds haven’t blown into town for hundreds of years.

Yet, a tiny bell still rings in the graveyard at night.

r/homeassistant allen0s

New State History Card

https://preview.redd.it/9w9o1inczfxg1.png?width=1938&format=png&auto=webp&s=a32073235a24e12fc44712ac76e1ae1d36044abb

As I've finally gotten around to building out a serious Home Assistant dashboard (after a couple years of tinkering), I've grown frustrated with the limitations of the stock History Graph card. Lack of color control (with stable ordering) is but one of many, many issues.

So I built a new one. And while addressing the shortcomings, I added a bunch of new features, like color gradients, direct entity controls (see lighting card below), and label coloring with optional legends. colors can be overridden per entity as well as set globally in the card.

Please check it out here and let me know what you think.

https://preview.redd.it/htyobz4dzfxg1.png?width=940&format=png&auto=webp&s=7fb428a4e83c351e3fc7d44374e232347ac699a0

r/aivideo MxxnSpirit47

Entry Log 01 - short video by me

r/findareddit clumsydope

What is that sub where user can post their silly rule/law ideas

r/pelotoncycle AutoModerator

Daily Discussion - April 26, 2026

**Welcome to our Daily Discussion thread, where you can talk about anything Peloton related in a fast-paced, laid back environment with friends!**1

Do: Tell stories, share feelings on your upcoming delivery, how a recent class made you feel, maybe an upcoming class you're eager to take, some sweet new apparel that's quickly becoming your favorite shirt. You get the picture. Anything big or little. We just ask you abide by the subreddit rules, click "report" on rule-breaking comments/posts, and remember why we're all here - to get the most out of our Peloton subscriptions.

\1] Note: Based on broad feedback we've combined the Daily Discussion + Daily Training threads. If you previously were active in either, yes you're now/still in the right place!)

r/Weird tobias-ubuntu420

Weird Iranian Audio File in my Phone

(weird because this is the first time I've seen it and I am not muslim)

I was just using a media server on my phone to stream something on my PS4, when I noticed it had picked up a folder named "iran" it contained an audio file named "Azan" and when I gave it a listen, it just creeped me out. It's apparently part of some muslim alarm collection, I have an Honor phone, so I immediately thought this was weird.

The whole thing is 5 minutes long, you can give it a listen here: https://voca.ro/1fyhQtfP97Tq

r/pelotoncycle AutoModerator

Strength Training Discussion [Weekly]

Welcome to the Weekly Strength Training Discussion!

Due to demand and community feedback we are trialing a Strength Training Weekly Welcome Discussion - a space to chat about anything related to strength training. Think of it like the "Daily Discussion" thread, where anything goes...big or small. Here, we've carved out a special place for people wanting to discuss ideas and topics about getting stronger, discuss strength training classes, how to get started with strength training, to get advice on dumbbell weights, discuss strength instructors, etc.

People are not limited to using this thread to discuss strength training. You can still post in the daily, training thread, or create a new post. Think of it as another place to chat about strength stuff without getting lost in the daily. Or a place you can check into weekly if you're a casual redditor looking for some other strength folks without wading through the daily.

The Strength Training Weekly will be posted on Sundays moving forward.

Note: The mods will check back in with the community to see how this idea is working, if there is a better day it should be posted on, etc. If it isn't working we can always scrap the idea or change it up a bit. Thanks for giving it a chance!

r/Adulting lalitm11

Peak decision-making right here

Well god left me on read too... ❤️‍🩹

r/Adulting Informal_Guidance_11

I am a total screw up

Hello everyone I am 21f, and I am screw up and first English is my second language so I will try to make this message clear so everyone can understand and either help me, judge me or curse me out.

How yall call that type of person who make mistakes and keeps it to themselves u til that mistakes turns into a big mess , and ends up affecting everyone around you ?

It happened to me today , bite me to my ass , my toilet clog I thought I could fix it with the toilet plunger and keep it to myself that end up with leaking second floor , water overflowing , my father working to fix it while piss off even with my stepmother even …both help me a lot even if I am what I am , I haven’t achieve barely anything to myself …immigranted to USA , mistakes mistakes mistakes …happy moments , mistakes again I become lazy in high school and almost didn’t graduated and my father scold me hard on that. I end up graduating, I didn’t find any job or even driving …was a nightmare for my father and me maybe he doesn’t know how to teach but a least he lets me use his car , and I make mistake at work (I work as a janitor) now he got mad cus I got things to paid (I got my braces recently ) and rent included.

I am sorry for my bad English , but I don’t know what to do , I won’t put my adhd as a excuse but everyone thinks I am more mentally retarded that I seem cus I am not acting normal .talk normal or even speak up for myself and I am a total screw up as a woman , a daughter …what can I do now ? Of course about the toilet disaster I will pay it if a plumber is last solution , well help pay it, but what about me…I am that pathetic that I don’t know where to damn start …I been helped out a lot of times.

Anyone advice , criticism , judgement that could guide a least to the solution ?

well even if my parents would sit me down to talk about my disaster of my

Bathroom.

r/Adulting Hopeful_Hold_2999

Moving

I’ve been living with family for almost a decade, and honestly, it’s felt like hell. I’m finally moving out next month, which I’m happy about, but I’m also really scared. I’m worried about rent, stability, and the possibility of things not working out and having to move back in.

I’ve also been dealing with social anxiety. I am getting better, but some days are still really hard. My life has felt like a mess for a long time, and I just really want things to work out this time.

Right now I feel overwhelmed. There’s excitement, but also a lot of fear and uncertainty. I just needed to say this out loud and ask if anyone has advice on how to handle these feelings and make this transition easier.

r/Damnthatsinteresting ATonOfBricksFellOnMe

Kane Parsons says they created 30,000 square feet of liminal spaces for the ‘BACKROOMS’ movie. Some people would end up getting lost in the sets. (via: @screenrant)

r/photoshop According_Novel7521

is there a way you can recreate this sort of effect in photoshop?

i saw this on the openai subreddit, and it's really interesting to me. it looks completely photorealistic, but the patterns are obviously repeating--yet it still looks some what real, like, liminal.

so i wanna know if anyone knows a way you can recreate this on an actual image you take? thanks for the help if any

r/TwoSentenceHorror MrBirdMan17

I walked down a black cave until I saw a pair of golden doors, where I then decided to walk through them.

I saw a figure of the other side, and all of a sudden, I know everything.

r/AskMen Potential_Soil_1332

What is the process of lap dances , VIP or those rooms?

do they charge by the dance or do 30 minute sessions. ? how much do they cost these days

r/OldSchoolCool beatifulrose

Cassandra Peterson as Elvira Mistress of the Dark in 1988

r/Art Sea_Shoulder3149

Deer and Mountain Lion, Karma, on paper, 2026

r/WouldYouRather Spirited-Fox-135

You're being cursed but you given choice to pick the curse so WYR choose 1. every video youll watch will buffer/lag 2. Every audio ull listen will be distorted and noisy.

Curse will change your anatomy of how you perceive motion and sound, in either case it will not affect your daily life commute (means ull see real world as normally you do, or hear it, but effect of curse will only apply when ur consuming digital audio or video content), curse will stay in effect till ur end of life

View Poll

r/ChatGPT MizantropaMiskretulo

Time since last release

Here's a log-scaled plot of the date of the release and the 3-release rolling average of the number of days since the previous release.

There were two sets of releases which were 2-days apart (4.1 & o3 and 5.3 Instant & 5.4), I counted these as single releases using the first model's release date.

At this pace of acceleration, we should expect monthly model releases by Q2 2027 (about 1 year from now), and weekly releases by Q3 2029.

r/findareddit Upstairs_Topic_9310

Does anyone know of a sub

Does anyone know of a sub where you can start writing a story and then someone in the subreddit picks up and continues the story where you stop,where different people are able to contribute to writing the story together? Kind of sounded like a fun idea to me and didn’t know if there was a sub out there like this.

r/OldSchoolCool KittyTitties666

Shreddin' on my brother's skateboard c. 1988

✅️ Avocado carpet ✅️ Itchy couch from the 70s ✅️ Sick tricks with bare grippers in the living room. The salad days

r/30ROCK leonspacesong

lighting differences

i noticed while rewatching 1x10 that past the obvious script/acting differences in liz and jenna’s flashbacks of the condescending compliments, liz’s memories are lit much duller while jenna’s have full colorful lighting!!!

kind of obvious too i guess but i never noticed and i’ve watched this episode too many times to count. the attention to detail is so fun and it made me really happy, i love liz and jenna’s dynamic :-)

r/singularity Maximum-Series8871

AI may not just be a tool — It may be a transition point in human evolution (personal hypothesis)

Most people talk about AI as if it were mainly an economic tool: more automation, more productivity, fewer jobs, better software, better science. All of that is probably true, but I think it may be too small of a frame.

Historically, major technologies do not just make existing tasks easier. They reorganize how civilization works. Electricity was not just “better candles.” It changed cities, labor, communication, medicine, industry, and daily life. AI could be similar, but deeper, because it acts directly on intelligence itself.

The key distinction, to me, is between mind, intelligence, and consciousness.

The mind is the narrative system: memory, identity, emotion, language, self-image, expectations. Intelligence is the capacity to process information, solve problems, model reality, and act on it. Consciousness is the fact that experience appears at all — the “being there” of experience.

AI is not necessarily conscious today. But it is already a new form of non-biological intelligence. If it keeps advancing, it may become the first system capable of studying the mind, identity, embodiment, memory, and consciousness with more precision than humans can.

That could change the future in a way that is much bigger than job automation.

A sufficiently advanced AI might help us understand what makes experience stable: how memory creates identity, how the body shapes the self, how consciousness relates to information, and whether continuity of experience could ever exist outside the biological body.

The important question may stop being Can we copy a mind?

and become Can we preserve or recreate continuity of experience in a different substrate?

That does not mean “uploading your soul to a computer” in a cheap sci-fi way. It means that if human experience is partly an interface created by body, brain, memory, and information, then future intelligence may eventually learn how to build new interfaces for experience.

At that point, AI would not just be a better tool inside human civilization. It would become part of the process by which civilization redesigns what a human can be.

The future may not look like Star Wars or Star Trek — humans in spaceships with the same bodies, politics, and conflicts. It may be much stranger: new forms of identity, extended cognition, synthetic environments, brain-machine interfaces, post-biological continuity, and realities designed for experience rather than only survival or production

So my thesis is simple:

AI is not just automation. It may be the first technology that lets intelligence study and redesign the conditions of intelligence itself.

If that happens, the long-term impact of AI would not just be economic or technological. It would be existential: it could change what it means to be human, what counts as a mind, and what forms of experience are possible.

r/TwoSentenceHorror decency_where

(Repost) After the food had been eaten, the man grinned gleefully as he waited for the drama to begin

Having only one toilet in a houseful of lactose intolerant people, the revenge for them tricking him into eating meat would be sweet

r/mildlyinteresting Admonitory

Spider Made Me Think My Ring Cam Was Shattered

r/ChatGPT Greg6800

Do we need a push to talk mode for voice chat?

I’ve had accidental activations many times, interrupting the conversation and chat gbt not finishing it thought

View Poll

r/Adulting SecretRequirement640

24, never done my taxes

I’m 24 and I’ve never done my taxes, I’ve had numerous jobs on the books and under the table since I was 16 years old. Am I screwed? What will it look like when I do them next year? I don’t even know how to do them. Do I need to go back all those years with all the jobs I’ve had and figure it out?

r/ChatGPT DavidThi303

Why won't ChatGPT pull data from EIA?

I am using ChatGPT a lot for energy issues. One of the best datasources for energy is eia.gov (Department of Energy). ChatGPT will tell me how to pull data to help answer a question. It will tell me how to get an API key to pull the data. It knows the key is free and the data is free.

Why doesn't it get its own key and then just pull the data as needed to answer questions?

I realize it's not reasonable to want that from every datasource. But for the biggies, and EIA is a biggie, why doesn't ChatGPT get itself a key and query as needed?

r/personalfinance SomeRandomPhoto56

Experian emailing me regarding debt I don't have

To keep it short, Experian has been sending emails mostly leading with "a loan can help you pay down (x)* credit card debt!" or something along those lines. While I do have some debt and I've taken a great deal to pay a lot of it down, the emails usually tell me I have about $1000-$1500 or so more than I actually have. When I checked Experian and used the free trial to check the 3 credit bureaus, the credit card debt usage was all pretty much the same alongside checking all my credit card accounts just to make sure.

Could the emails be false? The dollar amount usually has an asterisk after it, but generally no indication of what that asterisk may imply. Or should I look at other places and see if my identity is being used elsewhere or maybe hidden charges I'm not aware of

r/SipsTea kalamazoo43

Shots Fired!

r/SipsTea Efficient-Culture644

What do you think about his actions?

r/SweatyPalms CodRoyal3221

His luck's going to run out

r/StableDiffusion Puzzled-Valuable-985

Visually, Chroma has the best aesthetic by far.

I decided to share this example just to show how, in my opinion, the aesthetics of Chroma are much more beautiful than the others. I generated several images with Chroma v41, V48, V50HD, Radiance, and the other models Klein 9b, Z image turbo, Qwen 2512, Ernie.

And in 90% of the cases, Chroma, especially V41 and V48 DC, delivered what I wanted. It's a model that knows how to create beautiful images, eye-catching colors, and out-of-the-box ideas. Often, the others have better solutions for following the prompt to the letter, but Chroma delivers a better visual.

I have several LoRa files from Z image turbo and Klein 9b, but none of the LoRa files gave me anything visually similar to Midjourney. Klein and Z image are undoubtedly the best for realistic images, like 1 Girl, etc.

Chroma is more difficult to master because it depends on a good workflow and the use of a Seed2VR for a refinement worthy of quality, but not final quality. The result is far superior, I will soon post examples made in the Chroma models, which I have been using for only a week, and after I adjusted the Workflow correctly and started using the Base resolution and not above, the results have improved a lot.

I could post several other images comparing the models, planets, car destruction, explosions, dragons, dungeons and other crazy ideas, but Chroma delivered the typed art in all of them.

Ernie Turbo is another model that delivers a refined image with strong and saturated contrast, using 1.5mp resolution the model also shines, along with the other Z Image Turbo and Klein 9b. The Klein 9b surpasses the Z Image Turbo in several different art styles, because the Z Image Turbo always tries to create, often pulling towards realism, even when I put in a style with a crazy idea. The Klein 9b does better, but anyway, the text will be longer than I would like, the prompt follows below, and I will soon post examples of the midjou... oops Chroma

Prompt:
minimalist cinematic scene of a lone person walking away toward the horizon in a vast empty landscape, surreal and atmospheric composition

a single human figure centered in the frame, seen from behind, wearing a long flowing white robe, walking barefoot on a flat textured surface resembling a salt flat or frozen ground, subtle cracks and natural patterns on the ground

composition: strong central framing, subject small compared to environment, large negative space, horizon line placed low, sky dominating most of the image

sky: dramatic colorful sunset sky filled with soft clouds, vibrant pink, orange, and purple tones blending smoothly into cooler blue hues, painterly cloud formations, soft gradients

lighting: soft diffused sunset light, gentle glow illuminating the clouds, subtle ambient light reflecting on the ground, low contrast shadows

atmosphere: dreamy, शांत, ethereal mood, slight haze near horizon, soft depth fade

color grading: strong cinematic pastel palette, magenta, coral, violet, and blue tones, smooth tonal transitions, film-like color grading

textures: subtle ground detail, soft matte surface, natural imperfections but not overly sharp

style: cinematic photography, fine art, ultra high resolution, 8k, minimalism, dreamlike realism

camera: wide shot, eye-level, 35mm lens, deep depth of field, subject centered and small in frame

mood: solitude, introspection, peaceful, infinite space

r/Seattle khiibots

Inter-Con Security Wage Theft? New Policy Punishes Guards for Lost Badges!

I wanted to put this out there because it’s been bothering me for a while, and I’m wondering how widespread this is.

A couple months ago, Inter-Con Security (IC) rolled out a policy on the Sound Transit contract that says if you lose your Sound Transit badge, they’ll dock two full days of pay from your paycheck. Not a small administrative fee, not a replacement cost two entire shifts worth of wages gone...

That’s a pretty serious hit, especially for guards who are already working long hours and relying on every paycheck. Losing a badge isn’t great, obviously, but mistakes happen. Badges get misplaced, stolen, or accidentally left behind. Taking that much money over it feels way out of proportion!!

Per the Master Contract Sound Transit fines all contractors for lost Sound Transit IDs in the amount of $442 per infraction (§F(7)(12) of the master contract). Which Means that IC is Passing this Cost Onto it's Guard Force and Committing Wage Theft???

*This is a rumor as I had One Guard Show me the Memorandum of Understanding at Northgate but I've yet to see an instance of this Fee being deducted from an Employee's Check, But when I asked other IC Guards about it today they confirmed that IC Issued an MOU that passes the Fee onto Employees. *

r/personalfinance Freecostco

ESOP with large growth the last 5 years

55 yr old 4 million in ESOP account/fully vested. Struggling with the idea of leaving the company and retiring early. Is this a no brainer? Stock price is about to level off next year.

r/mildlyinteresting Videgraphaphizer

This dime is stuck in my floor

r/findareddit estefandix

Does anyone know of any subreddits where they talk about paranormal stuff?

If you know anything, let me know. I love hearing those stories.

r/leagueoflegends BaneOfAlduin

Riot Endstep Discord Q&A 20 (Actual #20 this time) - Gwen W, Illaoi, Marksman Jungle

Timestamps: Please take the summaries with a grain of salt, the words are my own, but I tried to summarize as best I could.

0:05 Why does Gwen W get to exist as it does? (IN comparison to the original Mel W invulnerability)

  • Gwen is less mobile than other light fighters such as Fiora/Ambessa/Gwen and has less CC or burst in her kit.

7:34 Why are Kayn and Pyke the only melee AD champions without an auto attack hook? (Could they have auto attack interactions?)

  • Because different champions are different? Both champions don't actually feel bad auto attacking.
  • There could also be a more compelling version of Pyke that wants to auto less (a world without Hail of Blades)

13:43 Zilean W in Wild Rift (Missile speed manipulation)

  • Context: Zilean W can slow enemy projectiles and speed up ally projectiles. They talked about it in the Vex Blog, in the "You know what they do to champions like Vex in League of Legends" Paragraph.
  • Broadly, they had experimented in the concept during her development but decided the tech wasn't there and they didn't want to invest the engineering into it yet because the visuals broke on some older VFX.
  • As per actually Zilean, he doesn't know too much on how he is in Wildrift specifically because he hasn't had the time to play around with Zilean/Norra in Wildrift yet

17:28 Why we still can't buy multiple copies of the same items, even after the mythic system was removed?

  • It had nothing to do with Mythics.
  • Mythics caused them to re-evaluate the item system, and not too many players actually understood how passives stacked intuitively (named passive vs UNIQUE passives). Add in that not many players/champions actually WANTED to buy multiple options, so they just removed it.
  • They also went and hard locked out buying multiple versions that don't stack (such as Spellblade or Lifeline).
  • Endstep says he had TRIED to float bringing it back, but they didn't have the UX/UI changes in place to bring it back.

22:58 What is your general view on the state of Illaoi? (Game plan, curse duration nerf)

  • Preface: He has not played a lot of Illaoi recently, but has a lot of Illaoi gameplay historically.
  • Personally, he thinks Illaoi may be too sharp in the current game (she is a bit too strong in her zone, and a bit too weak outside of her zone of control).
  • He compares to Yorick and says that HIS thing, splitting in the sidelane, actually works. While Illaoi doesn't because she can't actually force people to come into her outside of laning.
  • He wonders if she is a more compelling champion if she is just a little worse in her zone, but better in teamfights and gives an example of allies doing extra damage to her ghosts.
  • He says she feels homeless out of lane right now. He says he might be wrong on what Illaoi players want, and that they might WANT the super sharp gameplay.
  • He mentions Illaoi has best in class waveclear early, but can't actually use it for anything like roaming.

29:38 Ability Power and Attack Speed Epic item (New Shiv)

  • He tried to make an AP + AS epic item, but it isn't actually useful for Nashors/Rageblade and he gave up making an epic for specifically Dusk and Dawn.
  • He says he saw how weird it was that there aren't a lot of Attack Speed epic items since Scouts Slingshot is the "largest" epic, and they might just need a higher attack speed epic considering none of them actually have that much attack speed right now.
  • Broadly, maybe the 250g Dagger is just wrong, and has damaged the attack speed systems in causing the epic/legendary items having strange attack speeds (legendaries getting a lot of AS out of nowhere)
  • Is Recurve bow having most of it's power in the onhit good? Likely not.

34:22 Could bonus HP ever be given through Adaptive Force?

  • Adaptive Force is currently used specifically for an offensive stat, rather than a defensive stat.
  • They don't want Gathering Storm to just be a better Conditioning.
  • Adaptive Force is intended to always be useful regardless of AD/AP.
  • He says they did explore adaptive offensive/defensive in the Infernal Cinders originally before going to haste.
  • In it's current iteration, No. But in the future, there could be a different system that fills the space of adaptive offensive/defensive and gives you the stat you want.

38:32 ADC (Marksman) in the jungle?

  • A lot of designers actually want to try, and Endstep has written up what a marksman version of Fated Ashes would look like.
  • He says there are different "classes" of marksman that all play differently (Casters like Lucian/Smolder/MF. Traditional Crit like Jinx/Caitlyn. Onhit carries like Vayne/Kog'Maw).
  • He looks at all 3 of these in the jungle differently, where traditional crit marksman don't have a viable way to jungle that makes sense. The only way they could make it work would be by giving ridiculous amounts of jungle clear which is a pattern they don't want to support.
  • He mentions SOME Mobile MOBA's have this, but their jungle functions differently.
  • He looks at Utility Casters like Jhin/Varus and says they could work better and can see a vision of how they would work. They aren't good at dueling, but they would actually be able to gank and function without unhealthy clear speeds.
  • He says they have experimented with Kai'Sa/Vayne jungle and they have found Onhit marksman don't have a good way to be added without getting unhealthy clear either.
  • He says Caster Marksman haven't been fully tried before, so it's a space that has potential because they have a viable jungle play pattern without clear speed.

44:47 Trailblazer removal

  • He is a little sad because HE was the one who made Trailblazer.
  • He mentions the reason they made a new icon for Bloodletters Curse was because they had budget for an icon after reusing Bandlepipes from the item vote a few years ago.
  • He says back when Trailblazer was made, Deadman's Plate was desirable for supports but too expensive, so they made one specifically for supports.
  • THEN they made systemic changes that made roaming much stronger, so they had to vastly nerf the item.
  • They also have vastly increased the income of supports which makes Deadman's Plate easier to access for supports if they want it.
  • As a result of these two, Trailblazer doesn't make sense because they don't want to encourage MORE roaming early in supports.
  • They also like that Deadman's comes in a little later for supports that still want that gameplay.
  • He says there are other versions of Trailblazer that could make sense, but as a Momentum item, it doesn't make sense because it doesn't bring enough value in the current game.

50:51 Does design need to be approached from a problem solving viewpoint?

  • The commenter talks about going to Riot Phlox's streams and whenever they ask questions, Phlox would always ask "what problem is this trying to solve?"
  • Endstep says the raw answer is, No, you don't need to approach directly from a problem solving standpoint.
  • He says Phlox typically went in this direction because it would quickly bring the discussion towards the actual problems (rather than getting lost in the sauce of specifics - My note).
  • Endstep says when he used to stream more, people would ask constantly if Champ X could get Y, and the answer was always, Sure? but why? The question is almost always "is this thing better than it is now?" instead of "is this possible?"
  • He says whenever people actually had goals behind it, the goals weren't usually that good.
  • TLDR, a problem solving framework is the best way to approach the conversation with people who have less experience in game design.

57:57 Warden junglers? (Can more of them be made viable in the jungle?)

  • Endstep laughs because a lot of them are already viable in the Jungle (Shen, Taric, Poppy).
  • He says more of them could, but champions like Braum would probably run into the same problem as Blitzcrank jungle that just makes Support Braum worse than it is now to function in the jungle.
  • He says Braum most likely would need more than just jungle mods to function.
  • He briefly asks how Leona would function in the jungle.
  • He says making these Wardens junglers, would probably devolve their Warden ability into an offensive skill such as with K'Sante.

1:01:53 Are fully passive abilities a thing of the past?

  • He says he can think of multiple times such as Yone W originally, where it was a full passive for a while in design.
  • He says they try them periodically, and he wouldn't be shocked if they eventually ship another champion with a fully passive spell again.
  • He says it isn't likely though. Players usually see this as having "less button presses" but they could accomplish the same thing by having higher cooldowns.
  • He says if it happens, it happens. If it doesn't, it doesn't.
r/OldSchoolCool KneeHighMischief

Beth Gibbons lead singer of Portishead in 1993

r/arduino stelees

55 year old dad, not sure where to start

Hi,

I have seen arduino mentioned around so came hunting. I want to do some little projects with my 6 year old and I think this might help. We want to set up LED in her doll house so she can have a little routine to turn different ones on in different rooms. She also has hooked into my love of scifi so as part of a "secret base" we are building (paper machete, chicken wire stuff) we want to have a little motorised door to reveal the spaceships hanger (think Thunderbird 2).

Am I on the right track that an Arduino board and code can do this sort of thing. Are there libraries online of code samples, templates or the like. Before I get 'our' hopes up I just want to make sure I am in the right place, heading in the right direction.

Thanks all.

r/OldSchoolCool thecoffeegrump

Me and my cousins, Christmas of ‘84.

r/TheWayWeWere thecoffeegrump

Me and my cousins, Christmas of ‘84.

r/PhotoshopRequest ArtemisFoxx

Restore Request

My sister was murdered a week ago, she was transported to the ER with a gunshot wound. She hung on a few days and at the 72 hour mark, my family had to make the difficult decision to remove her from life support. The past few days I have been gathering photos for her memorial, when I came across one of her with our Aunt who passed when I was 16 (37f) It would mean a lot if someone could restore this photo for my family for the memorial. I can’t afford to pay right now due to financial struggles.

r/singularity FuneralCry-

AI Accelerates everything

r/LocalLLaMA Borkato

I can’t believe I can say “ugh I don’t feel like fixing this function, it’s too complex” and I can literally just tell my computer to fix it for me. I didn’t understand what they meant by “people will start paying for intelligence” but now I do.

And in this case it’s free! Aside from the electricity haha

I hope these things aren’t conscious. I’d feel awful demanding them to work on my code!

r/fakehistoryporn bigguys45s

A random man doing the Planking Internet “challenge” inside of a random airport at the height of the trend/ meme’s popularity. (2011)

r/SideProject Original_Office_2252

I created a social flight tracker for pilots

Hello,

I’m a college student and private pilot, and I recently had the bug to make something like this - being able to share your flights and make flying a bit more social. I love the concept of being able to see how other pilots are doing in their career/training.

The app is called Stratus, it has a home page with all the flight posts, interactive map where you can see everyone’s flights and view them, a cool profile where you can showcase your pilotage, and an ADS-B searcher to upload your flights. It’s essentially a mix of FlightAware and Instagram

I’m super grateful to be working on this and it’s been a huge passion project for me. I’ve spent thousands of hours (with proper work life balance of course) trying to find the right UI, and making the experience great for whoever uses it. Everything is currently free

If you’re a pilot who flies frequently and would like help I’d love to have you test flight! If you’re interested in downloading the app I’ll leave the link below so you can get notified when we launch which most likely will be in May.

I’d love to get everyone’s feedback and suggestions and even hard criticism to make this as great as possible. I’ve never marketed an app so any tips would be great as well!

Logstratus.com

r/ClaudeCode junlim

Anyone using Forked Subagents Yet?

I like the idea in concept - get a subagent to perform a side task, it inherits all of the context cached. But all my reading on the implementation so far is that by default ALL new subagents will be fork with full the context.. which seems a tad wasteful for a default?

https://code.claude.com/docs/en/sub-agents

I'd much prefer to manually ask for a forked subagent, than the other way around. Especially for my current purposes, which involve getting a fresh set of eyes on a problem (often non-code).

r/ChatGPT Egg_emperor1738

Super Earth flag

The super Earth flag I generated prompt:"Hell divers 2 Super Earth flag include silhouettes of helldivers with colors and value gradient scale of every country flag on earth on the silhouettes on a rock with a sun in the background with rays in the colors of red white and blue with stars showing the USA is the center of super Earth inside the sun a miniature version of all the continents the helldiver silhouettes are doing the super Earth fist to chest salute the background color of the flag is a gradient scale of the colors of the rainbow"

r/AskMen OutlawJoseyWales7

What's the best piece of advice you've ever been given as a man?

Like the title says, what's the best piece of advice you've ever been given as a man, whether it be from an old timer, father, grandfather, friend, mentor etc.?

r/interestingasfuck KenDrakebot

Bird helps hedgehog cross the road

r/SideProject Key_Squash_5890

Built a free tool that finds sponsor leads and writes outreach emails. No login needed Wanted a faster way to find relevant sponsors, so I made this. Would love some feedback!!

I wish it were easier to find sponsors that actually fit a business.

Most outreach is manual and usually ends up being a bad fit, so I built a simple tool to make it faster. Would love honest feedback.

r/Art Downtown-Fig8724

Into the meadow, Haleigh, Acrylic, 2025 [OC]

r/painting Apprehensive-Diet670

Varnish 101

I finished my acrylic paintings about a month ago, but have been waiting to varnish them. Just haven’t gotten around to it, but I have all materials ready. I have learned very little about varnishing, just off of the internet. So I’m hoping someone could help me learn the basics! What do I need to do to prep everything to varnish, and how do I apply it? And how many coats etc.

Also if anyone knows any good books to study from that would be awesome!! I wish I took a painting class in college but I didn’t. So I would love to get to learn what would have been taught

Anything helps! :)

r/meme M_Darshan

Wait a minute 👁️👄👁️

r/meme SithC

Funny you should show up tonight

r/personalfinance Donut_Don

Spreadsheet Tips - Car Equity

For those who keep a spreadsheet tracking networth, any advice for how to factor in the value of a car with an outstanding loan?

r/trashy ElwoodMC

The Walmart shopping cart pulls it all together.

r/AI_Agents Distinct-Garbage2391

AI agents are quietly replacing software engineers — my weekend test

With CS enrollment dropping and AI layoffs in the news, I tested whether one agent could handle pieces of a junior dev’s job over the weekend.

I set up Claude with basic tools and got it to:

Read a spec

Split it into tasks

Code and debug it

Offer improvement ideas

It was not flawless, but it shipped a small feature end to end quicker than I thought and even spotted a bug I missed.

Is the “AI will replace engineers” argument focused on the wrong layer, or is this how scrappy teams now compete with big players?

Curious what simple agent tests you have tried recently that actually worked.

r/OldSchoolCool thecoffeegrump

Me and my grandfather, 1977.

r/ProgrammerHumor mothh9

dutchPHPIsNotRealItCantHurtYou

r/ClaudeCode Water-cage

why does it not have klarna pay later

for all of us broke ass fuckers whose job doesn't pay for it

r/TheWayWeWere thecoffeegrump

Me and my grandfather, 1977.

This is the only photo of us together. He died shortly after I was born.

r/Jokes Sheslikeamom

I never got my cooties shot

But I did get early acceptance into the pen fifteen club

r/ChatGPT MeMyselfandBi

I barely gave Image 2.0 instructions and it made a cohesive page of a comic book.

It may be a tad generic, but the cohesiveness of the language combined with the images without me having to make any corrections is a lot more advanced than I thought we'd be seeing this early in the year.

r/AskMen AlarmedEffort847

Why i am not happy ?

I am doing everything right and have everything that a normal person want, then why i am not happy ?

What makes you happy ?

I am having hard time to accept that life dont have any larger purpose.

I have good job, decent money, good education, overall good life style

I have good family and friends.

Never went to bed without food.

Like a normal life .

But i dont know why i am not happy from inside.

Am i overthinking ? Am.i the only one who feel this way ?

Edit 1 - age 32 married , no kids

r/funny Yo-Detox

Is this a worldwide problem or just us? 😂

r/YouShouldKnow alexyong342

YSK your phone's flashlights can be tracked through Bluetooth beacons in stores

Why YSK: Some retail stores use Bluetooth beacons to track your phone's unique identifier when you walk through, even if you don't connect to Wi-Fi or use an app, and turning off Bluetooth stops this. Disabling Bluetooth in your phone settings prevents this tracking, which many people don't realize happens silently in the background.

r/aivideo RGLindong

Girl destroying electronics

r/Seattle chrisvparamore

Mt Rainier peaking next to UW skyline tonight

r/SideProject ajajkaka

I built opensource app for clear learning paths thanks to ai

I made my app that allows to select topic (or whatever) and see path belongs to it on graph

ai can handle over 200+ topics while generating with no slop

you just send where you are and what you want to learn and follows it by skipping unneeded

https://github.com/miuuyy/Clew

I've been working for three weeks on it and it helps me to learn ml as well

hope someone will need it as me

r/geography Fluid-Decision6262

Why is the rate of British Ancestry a lot lower in the USA compared to Canada and Australia?

The U.S., Canada and Australia are 3 countries who have a lot of commonalities with one another due to their shared origins of being British settler colonial states where they became the majority group and their culture essentially became synonymous with the culture in each newly formed country.

However, looking at each country’s censuses, British ancestry is notably lower in the U.S. compared to its peer countries like Australia and Canada.

As of their latest census, British ancestry still makes up around 45% of Australia’s population and 36% of Canada’s population vs only around 15% of the US population.

I’ve heard of British ancestry being underreported heavily in the U.S. due to their history of cutting ties with the empire but I can’t really quantify that. What is true though is the fact that Anglo-Americans, on average, are a lot further removed from their UK lineage than Anglo-Canadians and Anglo-Australians are, hence less and less will identify as such.

r/LocalLLM Tough_Frame4022

Qwen3.6-27B, llama.cpp, long-context KV pressure — experiment notes

First a little explanation about what is happening.

I ran a local llama.cpp experiment with Qwen3.6-27B to see how it behaves under long-context KV pressure. This is not a benchmark claim yet. I’m posting because I want criticism of the method before I claim anything stronger.

The goal was to test whether earlier facts can still affect later answers after the context/cache is under pressure, or whether the model is only producing plausible continuation text.

Setup:

- Model: Qwen3.6-27B

- Backend: llama.cpp

- Test style: MRCR-like retrieval pressure

- Main comparison: retrieval/recompose enabled vs reduced/disabled

- Goal: check whether earlier inserted facts still causally affect later answers

What I observed:

- With the mechanism enabled, the model recovered more of the target information.

- With it reduced/disabled, answers changed in ways that suggest the earlier information was no longer being used the same way.

- I do not want to overclaim this as a benchmark result yet.

What I need feedback on:

  1. What ablation would you trust?

  2. How would you prove that earlier facts are causally influencing generation?

  3. What llama.cpp KV/cache behavior could confound this?

  4. Are raw logs plus exact command/config enough for reproducibility?

  5. Is there a better existing eval than MRCR-style probing for this?

I can share the exact command, logs, and test format if that is allowed here.

r/LocalLLM JDavis-82

realistic capability expectations with a 128gb m4 max?

Primarily for inference at home. Would love to mess with memory systems and lora, but not essential now.

I am seriously considering buying a m4 max mac studio 128gb; the idea is to mostly replace my monthly api spend with a monthly payment for the machine (machine comes out slightly more expensive, but hey, then I have a shiny machine) -- Do you think I can manage most of my workflows on local models with that machine?

Considered the strix halo machines first, but they are now the same price as the mac in my region, with much lower memory bandwidth. I could also throw two 3090s into my ATX tower, but that is a bit more expensive, and would make a space heater for my room.

I have been into using AI for personal knowledge work and developing macros in CAD software. The coding tasks are quite narrow scope, and the knowledge tasks are also well defined but tend to loop over large books and manuals extracting knowledge so can use a lot of tokens.

Using the claude pro subscription i very quickly hit the limits and when things are critical I fall back to using openrouter. I mostly get by with sonnet and minimax2.7.

However even trying to be careful (but also making newb mistakes) I hit nearly 200 bucks in the first month and looks like I will again in the second. At the same time I am constraining my usage as much as I can, and would like to be more free to "turn it on" -- so why not spend 200/mo on the machine, if it can take at least 80% of my usage.

So of course I cannot run Claude or Minimax2.7 locally on 128gb, but do you think I can manage actually usable "constrained coding, knowledge assistant" work with locally running models? the machine would just sit on the desk and serve AI, with almost no other tasks.

Anybody have any strong opinions or recommendations? Thinking of the Qwen Models and Gemma 4...

I am hoping the ability to set up long multi-agent loops on coding without worrying about a lot of tokens burnt will make up for (hopefully slight) lobotomization of available models with respect to the performance of Claude or Codex -- and I know I will have to keep the $20/month subscription going for when I support from a strong model...

r/Whatcouldgowrong SonSuko

With another flammable barrel experiment

r/DecidingToBeBetter Fair_Highlight_6910

Why am I genuinely ugly

I'm genuinely ugly no matter what I do, I work out, so I'm fit, and I tried getting a haircut, but it doesn't work and I'm genuinely just ugly and don't know what to do. How can I improve myself?

r/painting According_Tennis_418

I tried some ink.

It's not terrible but also not top shelf stuff. My daughters shared some pictures of my work and I have been asked to do a few for some actual money! I'm more shocked than anyone but I wanted to share.

r/Art tylermsletten

Self, Tyler M. Sletten, Colored Pencil, 2026

r/TheWayWeWere Signal-Pirate-3961

Baseball game at Grandpa's farm ca 1970.

r/Seattle IzukuLeeYoung

The Seattle Times + Space Needle, 4/7/2026, 4:38 PM For the past 4 months I've been walking around the city and taking pictures. This was my favorite bit of serendipity. I was leaving a book store with my friend and we were walking and The Seattle Times with the Space Needle was a nice setup for a

For the past 4 months I've been walking around the city and taking pictures. This was my favorite bit of serendipity. I was leaving a book store with my friend and we were walking and The Seattle Times with the Space Needle was a nice setup for a picture.

The walking is part of my recovery, as I was very sick before I moved here from NYC. It's been interesting making friends because I'm Autistic and try to let people know so they don't feel "tricked" or something. Not sure if the Seattle Freeze actually exists because I try to talk to everyone and they're nice back.

I also added a picture of my roommate's cat, who was born a Seattlite, and she has a cute marking on her face that i call her "face needle" because of the Space Needle.

r/meme Mediocre_Nail5526

This is true tho

r/whatisit Pink_Sprinkles1

Has anyone got a text like this ?

Has anyone got a text like this? Assuming it’s a scam

r/therewasanattempt Whatdididotho1

To Naruto run your way into the White House Correspondents Dinner with a gun

r/whatisit BonoboTrades

Dried up balloons?

r/Futurology No-Lake-3875

In 50 years, what common thing we do today will be seen as 'barbaric' or incredibly outdated?

share your thoughts 🤔💭

r/metaldetecting Thick-Structure-5613

Cool button I found today with a train on the front

r/AskMen DowntownSasquatch420

What does the "It's Time To Stop' banner on this board mean?

Simple question, I don't get it

r/whatisit Codie_n25

Which celebrity does the ENTIRE internet agree is genuinely a good person?

r/StableDiffusion AwakenedEyes

A Primer on the Most Important Concepts to Train a LoRA - part 3: Hyperparameters

A Primer on the Most Important Concepts to Train a LoRA - part 3: Hyperparameters

Tutorial - Guide — Version 2

This is the revised version of my LoRA guide, the original version can be found here: version 1 NOTE: English is my 2nd language. Bare with me for possible mistakes.

Part 1: Some definitions, FAQ, and Dataset Preparation

Part 2: Captioning guide

Part 3: Hyperparameter guide and regularization <-- you are here

PART 3 ==== HYPERPARAMETERS AND REGULARIZATION ====

Hyperparameters: Caption dropout and Token shuffling

Some training software offers options to randomly drop captions for a percentage of images during training, or to shuffle the order of words in captions. These are worth knowing about so you can make an informed decision.

  • Caption dropout exists because it trains the model to respond to unconditioned or weakly conditioned generation, which was useful for large finetune training on millions of images. For a small character LoRA dataset of 15 to 30 images, every dropped caption is a wasted step where the trigger word association is not being reinforced. Keep caption dropout at zero or very close to zero for character LoRAs.
  • Token shuffling is a legacy feature from the era of CLIP-based models like SD1.5 and SDXL, where word order carried less semantic weight. Modern T5-conditioned models (Flux, Chroma, and most current architectures) are deeply order-sensitive because it understands natural language. "a woman wearing a red dress" and "a red dress wearing a woman" are not the same thing to T5. Token shuffling on modern models is at best useless and at worst actively poisoning your LoRA. Turn it off.

Hyperparameter : Rank (Network Dim) and Alpha

The rank of a LoRA represents the number of independent dimensions available to express the concept being learned. Think of it as the number of instruments in an orchestra — more instruments means more independent musical lines you can play simultaneously.

  • Use high rank when you have a lot of things to learn.
  • Use low rank when you have something simple to learn.

This is important because:

  • If you use too high a rank, your LoRA will start learning additional details from your dataset that may clutter or even make it rigid and bleed during generation as it tries to learn too much
  • If you use too low a rank, your LoRA will stop learning after a certain number of steps

Character LoRA that only learns a face: use a small rank like 16. It's enough. Full body LoRA: you need at least 32, perhaps 64. Otherwise it will have a hard time learning the body. Any LoRA that adds a NEW concept (not just refine an existing one) needs extra room, so use a higher rank than default. Multi-concept LoRA also needs more rank.

If you are not sure, a rank of 32 is enough for most tasks.

Alpha

There is a secondary parameters that goes hand in hand with the rank parameter: it's called Alpha. It is used to scale the strength of the LoRA. For most LoRAs, it has to be set to :

  • Alpha = Rank : Default set-up
  • Alpha = Half the Rank : Your LoRA will be more flexible and less rigid but you may need more steps to get it to converge

In AI-Toolkit you can set alpha independently of rank in your YAML config:

network: type: lora linear: 32 linear_alpha: 16 

Hyperparameter: Repeats (per dataset)

To learn, the LoRA training will try to noise and de-noise your dataset hundreds of times, comparing the result and learning from it. The "repeats" parameter is only useful when you are using a dataset containing images that must be "seen" by the trainer at a different frequency. Consider this:

  1. The training will reinforce the signal learned from each image into the LoRA each time it is processing that image. If it's not processed enough times, (under-training), the model still doesn't fully know how to draw it. If it is processed too many times (over-training) it will become rigid and will forget how to draw everything else. The key is to find the sweet spot.
  2. You are training a model that already knows a lot because it has already been trained on million of images. The LoRA is trying to "adjust" it to generate specific things you trained it for. So when you train something it already knows, you don't need a lot of steps to reach the sweet spot. But if you train it on something that is NOT known to it, then it needs a lot more steps to reach that same sweet spot.

This is where the "repeat" parameter associated with each dataset is used. There are two major situations in which you want to carefully use the repeat parameter.

a) To balance a dataset that lacks variety

  • The dataset should contain an equal amount of each camera angle, zoom level, etc.
  • If your dataset only has a few profile images but a ton of font facing images, you risk overtraining the front angle and under-training the profile angle.
  • You can set your "unique" angles in a separate dataset and set it to repeat 2x or 3x more than the front facing dataset, for instance, which will rebalance your dataset.

b) To balance known items with unknown items

  • The mode should process 5x more the images of thing it doesn't know vs the things it knows
  • If your dataset contains uncensored images on a censored model, for instance, you are going to need a lot more exposure to teach those new concepts
  • Use more repeats on the unknown elements to avoid undertraining those elements or overtraining the regular ones.

Hyperparameter: Batch or Gradient Accumulation

To learn, the LoRA trainer takes your dataset image, adds noise to it, and learns how to find back the image from the noise. When you use batch 2, it does the job for 2 images, then the learning is averaged between the two. On the long run, it means the quality is higher as it helps the model avoid learning "extreme" outliers.

  • Batch means it's processing those images in parallel — which requires a lot more VRAM and GPU power. It doesn't require more steps, but each step will be that much longer. In theory it learns faster, so you can use fewer total steps.
  • Gradient accumulation means it's processing those images in series, one by one — doesn't take more VRAM but each step will be proportionally longer.

For most consumer GPU setups where VRAM is the main constraint, gradient accumulation of 2 to 4 is the practical recommendation. It gives you the averaging benefit without the VRAM cost.

Hyperparameter: LR (Learning Rate)

LR stands for "Learning Rate" and it is the #1 most important parameter of all your LoRA training.

Imagine you are trying to copy a drawing by dividing the image into small squares and copying one square at a time. This is what LR means: how small or big a "chunk" it is taking at a time to learn from it.

  • If the chunk is huge, it means you will make great strides in learning (fewer steps)... but you will learn coarse things. Small details may be lost.
  • If the chunk is small, it means it will be much more effective at learning some small delicate details... but it might take a very long time (more steps).

Some models are more sensitive to high LR than others. On Qwen-Image, you can use LR 0.0003 and it works fairly well. Use that same LR on Chroma and you will destroy your LoRA within 1000 steps.

Too high LR is the #1 cause for a LoRA not converging to your target. However, each time you lower your LR by half, you'd need twice as many steps to compensate.

So if LR 0.0001 requires 3000 steps on a given model, a more sensitive model might need LR 0.00005 but may need 6000 steps to get there.

Try LR 0.0001 at first — it's a fairly safe starting point.

LR Scheduler

One of the best way to get good results without worries is to use an LR scheduler. This nifty parameter will automatically decay the LR across your training progress. Think of it like sculpting a piece of marble: at first you want to BIG chisel with a big hammer to take away the rough chunks quickly. However the closer you get to your target, the more precise you need to be. At some point you have to use smaller chisel and be very careful not to ruin your art piece. The LR scheduler will make sure you change to a lower LR (smaller chisel) as you progress into LoRA learning.

On AI-Toolkit, you have to activate the LR scheduling in the advanced properties in the YAML config file directly, under the training section :

train: lr_scheduler: "cosine" 

Hyperparameter: Timestep

During diffusion training, the model learns to denoise images at varying levels of noise — from nearly clean images to pure noise. Each noise level (called a timestep) teaches the model something different:

  • High timesteps (heavy noise): The model learns global structure and broad composition — "is this a face or a landscape?"
  • Middle timesteps: The model learns semantic identity and specific features — "whose face is this? what are the specific proportions?"
  • Low timesteps (light noise): The model learns fine details and textures — "how sharp are these edges? what does this skin texture look like?"

By default, training samples all timesteps equally. But you can change this - this is what the Timestep parameter is all about. For character LoRAs, the middle range is where identity lives, so we want to spent most of the training effort there.

In AI-Toolkit, the recommended setting for character LoRAs is the sigmoid timestep distribution. This concentrates training probability around the middle timesteps in a smooth bell-curve shape, naturally de-emphasizing both extremes. Other distributions exist for other use cases: biasing toward high timesteps is useful for style LoRAs that need to affect global composition; biasing toward low timesteps is useful for texture or fine detail work.

Hyperparameter: Optimizer

The optimizer is the algorithm that decides how to adjust the LoRA's weights in response to the training loss at each step. It's the heart of the training software.

  • *AdamW is the most widely used optimizer for LoRA training. AdamW8bit is a memory-efficient version that uses less VRAM with minimal quality impact. For most consumer GPU setups, AdamW8bit is the practical default and the right place to start. I get excellent result with AdamW, as long as I use an LR scheduler to make sure LR properly decays across time.
  • Prodigy is an optimizer that attempts to manage LR automatically It starts at LR 1.0 (it's just a placeholder) and then it gets adjusted dynamically. If you don't know what to do with LR or if you are working with very sensitive models that reacts badly to LR, it can be an interesting choice.

Most LoRA failures are not optimizer failures — they are dataset, caption, or LR failures. If something isn't working, changing the optimizer is usually the last thing to try, not the first.

How to Monitor the Training

Many people disable sampling because it makes the training much longer. However, unless you exactly know what you are doing, it's a bad idea. Sampling help you understand what's going on and if the training is working or not.

When planning your sampling prompts, try to use:

  • One basic prompt to test if your model has learned the trigger word in a basic situation
  • One prompt from another angle and with a different zoom level - helps verify if all angles and zoom levels are being learned properly - if face drifts under unusual angles, it's undertrained or perhaps your dataset doesn't have enough repeats for that angle
  • One prompt showing specifically the body parts or elements the model didn't know (like censored elements) - as long as you see body horror, it's undertrained
  • One prompt with a variation not present in any of your dataset image. For instance: blue hair. If it starts becoming the same color as your main dataset, you know it's overfitting
  • One prompt with a full body shot to verify proportions are being learned
  • One prompt with a wide shot to verify it hasn't unlearned different composition and can draw your subject from afar

You get the gist: test test test so you can see if it works and where you will have to act to arrange the problem. Generally speaking, if you see the samples suddenly stop converging, or even start diverging, stop the training immediately : the LR is too high and it is probably ruining the LoRA.

When to Stop Training to Avoid Overtraining

Look at the samples. If you feel like you have reached a point where the consistency is good and looks close to the target, and you see no real improvement after the next sample batch, it's time to stop. Most trainers will produce a LoRA after each epoch, so you can let it run past that point and then look back on all your samples to decide at which point it looks best without losing its flexibility.

If you have body horror mixed with perfect faces, that's a sign that your dataset proportions are off and some images are undertrained while others are overtrained.

The full overtraining progression typically looks like this:

  • LoRA starts improving
  • Reaches a good balance of consistency and flexibility
  • Begins to look overly sharp or "crispy"
  • Starts losing prompt flexibility, resisting creative prompts
  • Eventually degrades in quality

Using a Regularization Dataset

When you are training a LoRA, one possible danger is that you may get the base model to "unlearn" the concepts it already knows. For instance, if you train on images of a woman, it may unlearn what other women look like.

This is also a problem when training multi-concept LoRAs. The LoRA has to understand what looks like triggerA, what looks like triggerB, and what's neither A nor B.

This is what the regularization dataset is for. Most training software supports this feature. You add a dataset containing other images showing the same generic class (like "woman") but that are NOT your target. This dataset allows the model to refresh its memory, so to speak, so it doesn't unlearn the rest of its base training.

You need at least 1 regularization image for every 2 image processed by the training, taking repeats into account. If your trained LoRA is noticeably corrupting other women in generated scenes, increase regularization exposure. If your character is coming out weak or inconsistent, reduce it.

If you have further questions, post them below, or send me a chat request.

Previous part <== Part 1: Dataset

Previous part <== Part 2: Captioning

r/mildlyinteresting forgottenmy

Can of Bud Light vintage 2007

r/painting fameuxarte

[OC] "The Fallen" – A Realistic Acrylic Portrait of Lucifer | Praveenkrishnan

r/TheWayWeWere Mentalfloss1

My all-time favorite car from 1968

1968 Olds Cutlass W-31 (Ram Air), red with black interior, fully set up for the quarter-mile but sort of streetable. I had a new one but, on a whim, sold it. They were special order, uncommon and are rare now.

I won many a drag race, mostly legal on a strip.

r/ChatGPT Flyerjimi

Ok this is bs

This is garbage regardless of political affiliation

r/therewasanattempt Humble_Buffalo_007

To safely evacuate the POTUS

r/comfyui wywywywy

Setting "--fast" fp16 accumulation dynamically?

Is there a way to disable the "--fast" aka fp16 accumulation with a node?

Basically this flags gives a meaningful performance boost, but some models (e.g. Qwen) don't support fp16 accumulation.

I'm kind of sick of having to change the flag and restart comfy every time I switch model.

Any ideas? I tried making a custom node but noticed that in the code the flag does a couple of things. It's just a simple case of setting allow_fp16_accumulation in torch true or false.

Thanks.

r/whatisit SnooSuggestions5585

HELP. Quite a serious random call we got and made no sense. What do you think it is? It feels like it was recorded inside an oven.

The audible voice you here is from me and my SO. Translations: That's scary/eerie AF (male voice, Cebuano language); Who is this (female voice, Tagalog language). Thank you.

r/WouldYouRather Inevitable-Power5927

Would you rather get a massage from a woman or surgery from a male doctor?

r/AbstractArt arete999

Jem 💎 Heart #sakurapens #gelpens #ink

gel pens, micron pens and ink drawing

r/SideProject OnlySaas

Shipped 17 small AI tools for devs over 4 months — what I'd actually do differently

I spent the last 4 months trying to ship a small AI-powered tool for developers roughly every week. Ended up with 17 of them under one project. Wanted to share the honest version because most "I shipped X" posts skip the boring parts.

What I actually built

A mix of utilities and goofy stuff: an AI that roasts your code and then explains the real issues, a salary calculator with regional data, a dev quiz, a CSS battle game, a typing speed test for code, a tech stack roulette, a regex builder, a few generators, plus a learning layer with lessons and roadmaps. Some are useful, some are pure entertainment, and that turned out to matter a lot.

The stack, kept intentionally boring

React + Vite + TypeScript on the frontend, Supabase for database, auth and edge functions, and Gemini 2.5 Flash for everything AI. Hosting and DB sit on free tiers, the only real cost is the AI API and it's been pennies. The boring stack let me actually ship instead of fiddling with infra.

What surprised me

One tool drove more traffic than the other 16 combined. The "useful" tools (cheatsheets, calculators) get used but never shared. The dumb/funny one (the roast) is the only thing people actually send to their friends. If I started over I'd build the shareable hook first and the utilities second, not the other way around.

Programmatic SEO worked but slower than every blog post claims. It took ~10 weeks before Google started indexing the long-tail pages meaningfully, and the first 6 weeks felt like screaming into a void.

What flopped hard

  • Posting to bigger learning subs without context — got removed within the hour, fair enough.
  • Launching in 12 languages on day one. Thin translated content actually hurt rankings instead of helping. Rolled most of them back.
  • Building "serious" tools first. Nobody shares a regex builder. They share a roast.
  • Trying to do email re-engagement before having anyone to re-engage. Built the whole pipeline for nothing.

What I'd do differently

Pick one weird, shareable thing. Ship it. Make it good. Then build the boring useful stuff around it once you have an audience that cares. I did it backwards and it cost me probably 2 months.

Happy to talk about the stack, the SEO side, prompt design for the AI tools, or just the burnout management part. That last one is underrated.

r/homeassistant Nervous-Computer-885

Some interesting developments in ai\agents.

I know some people here have their opinions on AI but I think it has use cases and have always had a fascination with AI and a "futuristic" vision (which lead me down the long road of Home Automation) of how I want my home and lifestyle to be. With agents and stuff like Openclaw becoming bigger and some people bringing this into Home Assistant. I've been wondering how many other people have been using them and what their experience with them have been. Most notable one I've been following for a while is Tater by TaterTotterson, I saw recently they released a few big updates one of which adds Voice ID to the voice assist speakers like the PE speakers (something that i've been waiting for to be officially added into the assist speakers). Seems he links everything in Home Assistant though his self hosted agent platform. Only thing stopping me from fulling diving into it tho is it's made by 1 person, hardly any stars and kind of afraid it might be vibe coded going off the github repo.

Another one the just recently released is HestiaClaw, the dev admitted he used some AI for it but seems to actually have some background in IT and programming. Reason I'm posting this is 1 it would be nice to get peoples opinions on these and 2 because I feel like hardly anybody knows about them. I honestly think AI is the future of Smart Homes. I think in the next few years especially if they make some good affordable hardware for self hosting AI models I really do think AI will change a good chuck of aspects in our lives. I personally run LocalAI by Mudler simple because it's a single docker that runs everything from LLM to TTS\STT, and now has Biometrics in it like face\voice plus I can protect it behind an API key which last I checked is impossible with Ollama etc.

r/leagueoflegends akuma_gouki6123

Need some help

Hey, returning player and ive been having a rough time as of late. Im not sure what it is but I would love some help with the settings.

Im having trouble when chasing after someone with aatrox I’ll randomly stop running toward them or if we are fighting in a group of minions I’ll auto a minion instead of the obvious champion I want to auto. I used to be a really solid aatrox but I feel like I can’t do anything with him anymore.

I’ve also taken interest in the new shyvana rework, she looks really fun but the only issue is I have always been very terrible at jungle and it’s too much to manage, is her rework good for top lane? She seems like she would be really strong in top lane, I saw zwag xerath play her in mid but he’s a really good player that often smurfs so I’m not sure I could do that.

Either way thank you for the help to a returning player, any and all tips and settings adjustments is also very much appreciated i have been having the HARDEST time in the past 2 days back.

r/StableDiffusion AwakenedEyes

A Primer on the Most Important Concepts to Train a LoRA - part 2: Captioning

A Primer on the Most Important Concepts to Train a LoRA - part 2: Captioning

Tutorial - Guide — Version 2

This is the revised version of my LoRA guide, the original version can be found here: version 1 NOTE: English is my 2nd language. Bare with me for possible mistakes.

Part 1: Some definitions, FAQ, and Dataset Preparation

Part 2: Captioning guide <-- you are here

Part 3: Hyperparameter guide and regularization

PART 2 ==== CAPTIONING GUIDE ====

How to Carefully Caption your Dataset

Now that you have gathered your dataset, it's time to caption them.

Why Captioning?

Here is what's happening when the training program is training the LoRA :

  1. It's adding noise to the dataset image at some randomly sampled steps
  2. It tries to re-create the previous "cleaner" step of the image using the model by de-noising it back while looking at your caption's signal in the clip (the T5). _"given this noise level and given this caption, what should I predict?"
  3. It records the result adjustments into the lora by associating it to the signal tokens from the captions

So the captions are absolutely essential for this process.

Let me say this VERY CLEARLY : CAPTIONING IS ESSENTIAL How you caption your dataset is what will make or break the quality of your LoRA.
This is where you must put all your attention, after gathering a quality dataset. Read carefully below.

During training, captioning performs several things for your LoRA:

  • It gives context to what is being learned (especially important when you add extreme close-ups)
  • It tells the training software what should be variable and prompted at inference; those should be excluded from the LoRA trigger
  • It provides a unique trigger word for everything that will be learned
  • It allows differentiation when more than one concept is being learned
  • It tells the model what concept it already knows that this LoRA is refining
  • It counters the training tendency to overtrain

What to Caption?

For each image, your caption should use natural language (except for older models like SD1.5 and SDXL which prefer short tags) but should also be kept short and factual.

It should say:

  • The trigger word - a unique made-up word that should not already be known by the model
  • The expression / emotion of the person
  • The camera angle, height angle, and zoom level
  • The light source type and angle (this allows the model to understand why the same item has a different color in two different image in the dataset)
  • The pose and background (only very short, no detailed description)
  • The outfit (unless you want the outfit to be learned with the LoRA, like for an anime superhero)
  • The accessories
  • The hairstyle and color (unless you want the same hair style and color to be part of the LoRA)
  • The action

A good template would be :

 of  seen from  at  with  wearing . She is  and is expressing . , . 

Here are a few examples :

Portrait of LoraTrigger1234 seen from slightly above at close range, looking up toward the camera with a calm expression. Bright direct sunlight, wet skin. She has brown wavy hair, slightly wet. Black straps visible on her shoulders. Turquoise swimming pool water visible in the background. Middle-full shot of LoraTrigger1234 standing in a garden, smiling, seen from the front at eye-level, natural light, soft shadows. She is wearing a beige cardigan and jeans. Blurry plants are visible in the background. Full body shot of LoraTrigger1234 seen from profile at slightly above eye level, seated on a ledge against a concrete wall, knees drawn up and legs crossed at the ankle, torso leaning back against the wall, direct gaze toward camera, calm expression with a slight smile. Warm amber artificial light from above, deep shadows. She has long dark wavy hair falling past her shoulders. She is wearing a black leather jacket, short black ruffled skirt and black lace-up ankle boots, bare legs visible. Concrete tunnel wall with graffiti visible in the background. Medium-full shot of LoraTrigger1234 seen from a three-quarter side angle, standing upright, both hands tucked into trouser pockets, gaze directed forward and slightly upward. Serious composed expression. Soft diffused light from the front, near-white neutral background. She has short dark wavy hair at chin length. She is wearing a black fitted blazer over a black top and black trousers. 

The core logic of captioning

If you caption "trigger1234 with blond hair" it has 3 signals: the trigger, blond, and hair. So it takes your image, it adds some noise to it, then it tries to guess what was the previous step by guessing trigger1234, blond, and hair. When it does look right (the guessing worked, it looks like the original picture) it records the delta into each token ==> this is what blond looks like, this is what hair looks like, and this is what trigger1234 looks like.

So by captioning blond hair, you insure that the learning about the hair is not recorded into the trigger signal.

The things you describe get marked as variable — the model learns they can change.

The things you do NOT describe get absorbed silently into the trigger word's identity — the model learns they are fixed. This is intentional and important. If you want the hair color locked into your character permanently, don't caption it. If you want the user to be able to change the hair color at generation time, caption it. The face should never be captioned because it's part of the subject's identity and must be learned inside the trigger token.

About captioning color and light

Caption the color of what is present, not the absolute color as it is modified by the light A white wall under tungsten light reads yellow. Black clothing under blue ambient light reads dark navy. If you caption what you perceive rather than what the material actually is, you hardcode the lighting interaction as a fixed property of the object.

So if your image depicts your character with ash-white hair but she is under a red neon, don't caption "red hair": it fuses two separate pieces of information into one that the model cannot disentangle. Instead, caption: "white hair, red neon light" This principle extends to skin tone under colored light, fabric color under non-neutral light, and any situation where ambient color is shifting your perception of a material's true color. Describe what the thing is, then describe the light that is falling on it.

About negative captioning

Describe what is present in the image, not what is absent. "Bare-chested, wearing pants" is correct. "Wearing only pants" is weaker — the word "only" requires the model to reason about absence, which is a harder inference than reading visible content. The same applies to lighting: "flat even light" is stronger than "no shadows." "Neutral expression" is stronger than "not smiling." Whenever you find yourself writing a negation or a restriction in a caption, ask whether you can replace it with a positive description of what is actually visible. Only describe what is visible in the frame : if one arm is hidden by camera angle, do not describe it.

Captioning complex poses

When an image shows an unusual or complex pose, resist the temptation to find a single word that captures it. Decompose the pose into anchor points: where is the weight supported, where are the hands, what is the torso angle, what is the head angle. "Seated on the ground with legs crossed, torso leaning back, one hand on the ground behind her supporting her weight, chin slightly raised" is unambiguous and maps directly to visible geometry.

Using a unique trigger word

Your trigger word should be completely unique and meaningless — not a real word, not a name the model already has associations with. "Lora1234" or "XJ7Kappa" are good. "Elena" or "warrior" are bad — the model has already learned what those mean and your LoRA training will fight against the model's previous learning to unlearn those if you use them.
The trigger word must appear in every single caption, every time, without exception

Special case : Captioning Extreme Close-Ups

Extreme close-ups require special attention in your captions because context collapses at high zoom. In a normal portrait, the model can easily infer that the face belongs to your character. In an extreme close-up of an eye, the model has no spatial context — it sees an eye, but has no idea whose eye it is, how it relates to the rest of the character, or even that this is a zoomed detail rather than a macro photograph.

Your caption for an extreme close-up must do extra work:

  • Explicitly state the zoom level: "extreme close-up," "macro detail shot" etc.
  • Explicitly state what body part or feature is shown
  • Bind it to the trigger via possession: "Lora1234's left eye" not just "an eye"

Example:

Extreme close-up of LoraTrigger1234's left eye 

Because I want everything in the eye extreme-close-up to be part of her identity, i don't need to describe it further. However, if some makeup was present, i would need to caption that in the extreme close-up to keep it variable.

Warning : this is where it gets often complicated and confusing

Earlier we said: what you caption becomes variable, what you don't caption gets learned into the trigger. Yet here we are telling you to caption the eye in the close-up, even though the eyes are part of the face and they should be learned into the trigger and not as variable. This is the big difference between captioning a regular dataset image, and captioning an extreme close-up. In an extreme close-up, context has collapsed — the model can't infer ownership without your help. The solution is possessive binding: "LoraTrigger1234's eye" is not describing a variable feature, it is describing an attribute OF the trigger. The possessive is doing the critical work, and the LoRA is provided with context to associate the eye with the character.

The debate about captioning

There is a persistent debate on forums and communities that frames this as a binary choice: either use trigger-word-only captions (essentially no caption at all), or use full LLM auto-captioning (describe everything blindly). People swear by one or the other and argue endlessly about it. Both camps are wrong, because this is not an either/or situation.

Wrong Captioning: Only using the trigger with no other captions

If you use no captions at all (only a trigger) then everything it learns about every dataset image has no choice but to fall into the trigger signal, including the unwanted stuff or the conflicting stuff.

By putting just your trigger word in every caption and nothing else, you leave the model without any context about what is variable. Everything that repeats in your dataset risks being absorbed into the trigger identity, including backgrounds, outfits, lighting conditions. You lose all control over what gets learned and what stays flexible. The results may look acceptable on a very carefully controlled dataset, but the LoRA will be rigid and hard to prompt creatively.

Wrong Captioning: Using captions as if they were prompting

What happens when you use super long detailed flowery captions as if you were trying to generate this image?

You now have a tons of tokens diluting the signal. Each time it is comparing the image loss, it has to choose where to assign the loss in all those tokens. You end up taking everything out of the LoRA including the realistic style, the way the light is illuminating the subject face, etc. So what's left is a mediocre LoRA where everything is variable and the model fails at consistency.

You also make the training software work more for nothing. For example, if she is wearing a red scarf: you caption "She is wearing a beautiful silky read scarf with intricate woven stitches" then the model and the training software is trying to decide what pixels are the red, the scarf, the intricate, the woven, the stitches... all this processing power is wasted because all you want is to exclude the scarf from being learned int o the trigger word.

This is why full auto-captioning with a tool like JoyCaption is wrong: it describes everything it sees, which is exactly right for finetune training data and exactly wrong for LoRA data.

The correct approach is neither extreme. Use auto-captioning as a first pass to save time, especially on larger datasets, then do a careful editorial pass on every single caption. Fix the trigger words, decide deliberately what should and shouldn't be described based on your LoRA goals, and ensure consistency across all captions.

Previous part <== Part 1: Dataset

Next part ==> Part 3: Hyperparameters

r/Seattle optimized001

Watching the herons…

r/Art ElevatorWeird

Mermaid, Daniel Mitchell, Graphite, 2026

r/personalfinance No_Comment_1037

Pay off mortgage early vs keep investing Tech Stocks)

Looking for advice from people who’ve actually been through this. My wife and I have big chunk of our net worth is tied up in big tech stocks (Microsoft). We bought a home coupe pf years ago and have about a $1.08M mortgage at ~6%. Our combined income is in the $450K range, so we’re comfortable, but a lot of our wealth is still concentrated in tech stocks.

We’re trying to decide whether it makes sense to sell a significant portion of our stocks to aggressively pay down the mortgage or just stay invested and pay it off over time. On one hand, paying it down feels like a guaranteed ~6% return and gives peace of mind. On the other hand, selling means losing exposure to potential upside, and tech stocks (especially MSFT) have been strong long-term performers. We’re currently leaning toward a middle path where we sell maybe 40–50% of our RSUs, reduce the principal, and keep the rest invested while continuing to make extra payments.

Curious how others have approached this, especially if you’ve actually sold investments to pay down a mortgage in this rate range. Do you regret it or feel it was the right move?
Appreciate any real-world perspective

r/funny MadWorldEarth

How to win at cycling

r/funny Karmaa

My daughter for the past hour and a half, each time I thought she had fallen asleep

r/Unexpected boooobseater

fishcism

r/TwoSentenceHorror ConfidentLab276

The Zoo was known for its tame animals, but one day they began killing and eating each other's corpses!

But when the male appeared to be pregnant and it's ribs and guts then fell out of its chest, the beasts inside put the guests to an early rest!

r/meme FightOrDie123

Another L for racists

r/ClaudeCode HDK1989

Struggling with Opus 4.7?

Try the /grill-me skill instead of plan mode.

The problem with 4.7 is that it really requires clarity and explicit instructions, and grill me is brilliant at syncing up what you want with what 4.7 thinks.

This only works if you're prepared to put some work into your plans though, if you are it's a gamechanger.

r/whatisit she_melty

Empty rod holster in the passenger footwell of a Mitsubishi CJ Lancer

Excuse the unvacuumed carpet, what was this for? It's got a notch like it's meant to hold something specific. May be hard to tell from the pic but it's way at the back under the glovebox, where the floor starts to curve up towards the firewall

MY17 if that helps

r/therewasanattempt Uguero

to build trust.

r/StableDiffusion AwakenedEyes

A Primer on the Most Important Concepts to Train a LoRA - part 1: Dataset

A Primer on the Most Important Concepts to Train a LoRA - part 1: Dataset

Tutorial - Guide — Version 2

I have been on this forum for almost two years, and as you may have seen, almost a third of all posts are about training LoRAs. Yet I keep seeing bad or incomplete advice being given. This is in part because the information on training AI is seldom shared, and we keep repeating other people's mistakes. Someone has good results, they publish their settings without necessarily understanding them, then it spreads virally like a "recipe". I strongly believe that when we start to understand what happens under the hood, and what each setting means, then we start really getting good results. This is what this guide is all about: stop copying someone's "recipe" and build your own, based on your situation.

This is the revised version of my LoRA guide, the original version can be found here: version 1 NOTE: English is my 2nd language. Bare with me for possible mistakes.

Part 1: Some definitions, FAQ, and Dataset Preparation <-- you are here

Part 2: Captioning guide

Part 3: Hyperparameter guide and regularization

PART 1 ==== SOME DEFINITIONS / FAQ / DATASET PREPARATION ====

What is a LoRA?

A LoRA stands for "Low Rank Adaptation". It's an adaptor that you train to fit on a model in order to modify its output.

Think of a USB-C port on your PC. If you don't have a USB-C cable, you can't connect to it. If you want to connect a device that has a USB-A, you'd need an adaptor, or a cable, that "adapts" the USB-C into a USB-A. A LoRA is the same: it's an adaptor for a model (like Chroma, Qwen, Flux Klein or Z-Image).

A LoRA does not teach the model what the world looks like — the model already knows that. A LoRA says: "when you see this trigger word, bias your output toward this specific thing."

In this text I am going to assume we are talking mostly about Character LoRAs, even though most of these concepts also work for other types of LoRAs.

Quick FAQ

Can I use a LoRA I found on CivitAI for SDXL on a Flux Model?

No. A LoRA generally cannot work on a different model than the one it was trained for. You can't use a USB-C-to-something adaptor on a completely different interface. It only fits USB-C. LoRA must be trained specifically FOR a model and then they work only on THAT model.

My character LoRA is 70% consistent, is that normal?

No. A character LoRA, if done correctly, should have around 95% consistency under reasonable prompt variation. In fact, it is the only truly consistent way to generate the same character, if that character is not already known from the base model. Notice that I am saying 95% but not 100%. This is normal. Think of it like high quality photography of a real person: their face will never be pixel-identical across different photos, different lighting, different expressions, but it is unmistakably the same person. That is the standard a well-trained character LoRA should meet. If your LoRA only "sort of" works, something is wrong — most likely in your dataset, your captions, or your training parameters. Don't settle for a mediocre LoRA!

Can a character LoRA work properly when combined with other LoRAs?

No. I know it may seems evident when you browse all those LoRA on civitai: we would love to use a LoRA to lock the character, then add another LoRA to influence the pose or the style. However, the answer is No : this does NOT work seamlessly. When two LoRAs are applied to the same model simultaneously, their learned weight changes are simply added together on top of the base model's weights. The model has no awareness that two separate LoRAs exist — it just sees the combined result. There is no negotiation between them, no priority system, no awareness of conflicts. It is pure addition. For instance, because a pose lora is obviously trained on people, and those people have faces, then the features of those faces are recorded in the pose LoRA. Combine it with a Character LoRA and now you've lost consistency because the facial features recorded in the pose LoRA are changing the facial features recorded in the Character LoRA. Mitigation techniques exist but they are very advanced, require careful setup, and are far from foolproof. A more detailed discussion of these techniques is beyond the scope of this guide.

Someone gave me their parameters for their LoRA, can I use those to train my own LoRA?

No. Those "recipe" can be found everywhere on this reddit and on the internet, but they are meaningless if you don't adapt them to your own situation. This is because all the hyperparameters for a LoRA training are inter-related. Each situation is unique. By the end of this guide, however, you should be able to understand most of those parameters and understand what they mean and how to use them. Read on!

I head some people say that I should not caption my dataset and some other people that I should auto-caption everything. Which is it?

Neither! Both strategies are wrong and will lead to an inconsistent LoRA or a rigid LoRA. Read below to understand why captioning is a crucial step in the LoRA training process and requires the deliberate and careful crafting of each caption that goes with each dataset image. Follow this guide to get a huge boost in the quality of your LoRA.

How many images do I need in my dataset?

It can work with as little as just a few images, or as much as 100 images. What matters is that what repeats truly repeats consistently in the dataset, and everything else remains as variable as possible. For this reason, you'll often get better results for character LoRAs when you use fewer images — but high definition, crisp and ideal images, rather than a lot of lower quality images. In many cases for character LoRAs, you can use about 15 portraits and about 10 full body poses for easy, best results.

For synthetic characters, if your character's facial features aren't fully consistent across your source images, you'll get a mesh of all those faces, which may end up not exactly like your ideal target. This is also worth keeping in mind for real people: photos taken across different years, different photographers, different lighting conditions may show inconsistency in the source material itself. The LoRA will faithfully learn the amalgam of all of that, which may yield a end result that may not strongly resemble any specific photo of them. The solution is to carefully select photos that are as consistent as possible.

How does a LoRA "learn"?

A LoRA learns by looking at everything that repeats across your dataset.

  • If something is repeating and you don't want it in your LoRA, it may creep up (bleed) during generation. Example: most of your dataset images of your subject is in front of a a white studio background. At generation, the white studio background my get cooked into the LoRA and may generate even when you ask for a different background
  • If something is repeating and you would like to be able to change it at prompt, the LoRA may fight you and refuse to generate that variation. Example: your dataset has a majority of front facing images. It may become difficult to generate profile pictures with that LoRA.

So you need to consider your dataset very carefully. Are you providing multiple angles of the same thing that must be learned? Are you making sure everything else is diverse and not repeating?

The Importance of Clarifying your LoRA Goal

To produce a high quality LoRA it is essential to be clear on what your goals are. You need to be clear on:

  • The art style: realistic vs anime style, etc.
  • Type of LoRA: I am assuming character LoRA here, but many different kinds (style LoRA, pose LoRA, product LoRA, multi-concept LoRA) may require different settings
  • What is part of your character identity and should NEVER change? Same hair color and hair style or variable? Same outfit all the time or variable? Same backgrounds all the time or variable? Same body type all the time or variable? Do you want that tattoo to be part of the character's identity or can it change at generation? Do you want her glasses to be part of her identity or a variable? etc.
  • Does the LoRA need to teach the model a new concept? Or will it only specialize known concepts (like a specific face)?

Only if you know this first can you carefully pick your dataset and then craft your captions.

Carefully Building your Dataset

Based on the above answers you should carefully build your dataset. Each single image has to bring something new to learn:

Different camera angles :

  • Front facing views
  • Profile views (left and right)
  • Three-quarter views (left and right)
  • Three-quarter rear view (left and right)
  • Rear view

Different camera elevation :

  • Seen from a higher elevation
  • Seen from a lower elevation

Different camera zoom level :

  • Extreme close-up (an extreme zoom of a small and intricate detail)
  • Close-up (a zoom of a specific area)
  • Portrait (from head to shoulders)
  • Medium shot (from head to waist)
  • Cowboy-shot (from head to mid-thigh)
  • Middle-full shot (from head to below knees)
  • Full body-shot (from head to toes)
  • Wide shot (from far away with a wide angle)

Different composition :

  • Portrait with the subject centered
  • Images with subject NOT centered (photography composition - 2/3rd of the image)
  • Images with subject FAR from camera with wide shot, at various position in the image
  • Images with subject CLOSE to the camera like seen or partially seen by a tele-lense
  • Images in landscape and portrait mode
  • Image with various ratios of resolution

Variations :

  • Varied backgrounds
  • Varied actions being performed by the subject
  • Varied light condition (golden hour, natural light outside, artificial light, deep shadows)
  • Varied clothes (unless you want that character to always be drawn with that unique outfit, like a marvel hero in a costume)
  • Varied makeup and accessories (if any)
  • Varied hair style, hair color, texture and length (unless you want that character to always be drawn with one unique hair style, like a manga character)

Full body poses are important to let the LoRA learn body proportions. Bonus if they show the subject in an environment around standard items such as kitchen counters, door frames or car: this lets the LoRA learn the relative height of the subject.

In each image of the dataset, the subject that must be learned has to be consistent and repeat across all images. So if there is a tattoo that should be PART of the character, it has to be present everywhere at the proper place. If the anime character is always in blue hair, all your dataset should show that character with blue hair.

Everything else should never repeat! Change the background on each image. Change the outfit on each image. etc.

At the most simple beginner LoRA, make sure to provide at least 50% of headshots (that's where there is the most information to gather) and maybe 25% of full-body shots.

About resolution and information learned

An important underlying principle is that the image model can only learn from the information that is actually present in the dataset image. A full body shot at 1 megapixel may give you an eye region that is only 20x15 pixels — there is simply no fine detail information there for the model to learn from. This is one of the key reasons why extreme close-ups are an essential part of a good dataset: they are not just about angles and coverage, they are about information density. A close-up of an eye filling the frame at full resolution carries vastly more learnable detail about that eye than ten full body shots combined. For a high quality Character LoRA, make sure your dataset includes :

  • Extreme close-up of the character's eyes
  • Extreme-close-up of any specific tattoos
  • Close-up of freckles patterns and moles
  • Close-up of your subject's face shape at various angles: front, three-quarter view, profile, back-profile, back view, seen from above, seen from below.
  • Small and intricate areas like fingers and hands, toes and feet, etc.

A note on image quality: always use the highest resolution and sharpest images you can for your dataset. Blurry, compressed, or low-resolution images will poison the LoRA and carry over when generating. One crisp high-resolution close-up of a feature contains more learnable information about that feature than ten soft or low-resolution images of the same thing. Make sure no watermark or unwanted artifact is present on the image.

The same principle applies at generation time: generating a full body image and expecting fine facial detail in a tiny face region is asking the model to render detail it has no resolution budget for. Higher generation resolution, face detail passes, or inpainting on a zoomed crop are the solutions.

Training a fully artificial non-existent character: a chicken-and-egg problem

When training a character LoRA for a fully artificial character (one that does not exist in real life and whose appearance was generated rather than photographed) you often face a chicken-and-egg problem. You have one portrait of your AI generated person - but you need more. You need many more consistent images to build your dataset, and that requires a LoRA. But you don't have a LoRA yet, that's what you are trying to do.

Several strategies can be used to generate additional images from your starting portrait :

  • Use WAN with an image2video workflow to animate your starting image and produce a 360 degrees video - then extract the frames and upscale them
  • Use an Editing Model such as Flux Kontext or Qwen-Image-Edit to produce more image from your reference image
  • Train a "version zero" LoRA

The version zero LoRA strategy is an interesting incremental solution to this problem. The idea is to train an intentionally rough, minimal LoRA. It will not be used in production, its only purpose is to generate a better dataset. You may have to create several v-zero LoRA before you reach the perfect dataset.

The process looks like this:

  1. Create a small seed set of images — even 5 to 10 carefully chosen images that establish your character's core appearance. These don't need to be perfect or varied. They just need to be consistent enough to teach the model the basic identity.
  2. Train a quick, rough LoRA with these images.
  3. Use this v0 LoRA to generate more diverse images : different angles, different lighting, different outfits, close-ups.
  4. Because your v0 LoRA will be rigid, it will be difficult to generate good output. Curate the images aggressively to discard ANY image that doesn't match the target character.
  5. Train a new LoRA with the curated images

The v0 LoRA effectively acts as a controlled image generator for your character. Its job is not to be good — its job is to be consistent enough to produce usable reference material at scale.

One final note: the v0 strategy is not limited to fully artificial characters. Even for real people, where your available reference photos are limited or lack variety, a v0 LoRA can help generate the missing angles and contexts you need for a proper dataset. The challenge is meaningfully higher however: for an artificial character, drift from the original seed images may be acceptable if the result is visually coherent and consistent with itself. For a real person, the generated images must not only be consistent with each other but recognizable as that specific individual. This adds a curation burden that requires careful comparison against your reference photos for every generated image you consider including in your v1 dataset.

Next part ==> Part 2: Captioning guide

Next part ==> Part 3: Hyperparameters

r/ForgottenTV PeneItaliano

The Fortunate Pilgrim (1988)

This TV miniseries is based on the much-praised novel by Mario Puzo that tells the story of the Angeluzzi-Corbos family of immigrants adapting to life in New York City. The head of the family is Lucia Santa, widowed mother of two. Her formidable will is what steers the family through the Great Depression and the early years of World War II, but she cannot prevent the conflict between Italian and American values.

r/AI_Agents rayvyn75

Claude Design token usage make the tool useless right now

I just gave Claude Design a try. I had it iterate on existing design that were generated from Stitch, so nothing entirely from scratch. Two prompts and I'm maxed out. That's just aggravating. I mean what's the point of Anthropic putting this out there if you aren't really going to allow subscribers to actually use it for more than 20 minutes at time.

Anthropic really needs to figure out it's usage limits, but this is just getting more ridiculous every day.

Oh, and I really love trying to publish this in Claude channel, but I'm blocked by it's stupid bots. Stupid and even more aggravating.

r/AI_Agents SkyJaded8327

What online business would you start today? Most upvoted answer = I test it and post results.

I’m running a little experiment.

If you had to start making money online from scratch today — no audience, no big budget, no connections — what would you do?

Drop your best idea (and how you’d do it).

Could be a service, arbitrage, automation, flipping, lead gen, digital products, whatever — as long as it’s simple enough to start and scalable if it works.

The most upvoted idea in the comments is the one I’ll commit to testing, and I’ll come back with updates, proof, failures, wins, numbers, everything.

Not looking for vague “start a SaaS bro” answers 😅

I’m hoping people who’ve actually done something interesting share the stuff most beginners overlook:

- fastest path to first dollar

- hidden tricks/shortcuts

- mistakes to avoid

- what gives leverage early

- what you’d do differently if starting over

If you’ve got something legit, don’t gatekeep — this could turn into a public case study everyone learns from.

r/SideProject Shogn

4 AI video generators tested: real costs and render times for my startup promo Spent the last month creating video cont

4 AI video generators tested: real costs and render times for my startup promo

Spent the last month creating video content for a small tech startup. Budget was tight, so I needed something fast and affordable. Tested four different AI video platforms to see what actually works for marketing.

Pika and Runway were solid but expensive. Both hit around $30-50 per minute of generated video. RunwayML had slightly better lip sync, but Pika felt more natural. Then I discovered Dora AI Video Creator (doravideo.com), which surprised me with its pricing model. Their per-second generation was dramatically cheaper — around $0.10-$0.15 per second compared to competitors.

Render times varied wildly. Runway averaged 2-3 minutes per 10-second clip. Pika was faster at about 45-60 seconds. Dora consistently hit around 30

r/homeassistant abonforti

I built a HACS integration for NeN (Italian energy provider) — gas & electricity sensors

Built an unofficial HA integration for NeN (nen.it) since there wasn't one.

Adds electricity and gas sensors: YTD consumption, last day/month consumption, monthly rate, unit price. Two devices under one config entry, credentials via UI.

Install via HACS (custom repo): https://github.com/abonforti/nen-hacs-component

API is unofficial so it may break — open an issue if it does.

If you have Il Robo active on your account, PRs adding that are very welcome.

Home Assistant community post: https://community.home-assistant.io/t/hacs-nen-energy-italian-gas-electricity-integration/1007138

r/meme IamAnthonyGonsalves

✅️

r/TwoSentenceHorror JoeBrownshoes

Of course it's natural that people were scared of the AI takeover.

But that sort of thinking isn't permitted any more.

r/whatisit Due_Performance_4959

Need help identifying this sea creature

This was found on the west coast at Pacific City beach in the tide pools. I come to this beach fairly often but I’ve never come across this before, whatever it may be

r/painting raccoonradiation

I’m signing up for my first ever art fair this fall and I really need advice on how to improve over this summer.

You can be as harsh as possible, I’m 17 now and it’s time I start taking this seriously

r/ClaudeCode LumonScience

Do you still use plan mode?

I’ve noticed that I tend to use Plan mode less and less when working on a feature, either because the changes are small enough that planning them out would be overkill or that some kind of grill-me session producing a sprint contract is basically a feature implementation plan layed out.

What do you people use?

r/whatisit TutorNo3490

Sponge-looking thing on a trail

Walked on a trail today and saw these nets/sponges in different places around the trail. Some of them were extremely large, literally the size of a waterfall. Some of them were a bit smaller.

r/me_irl tough-cookie21

Me_irl

r/mildlyinteresting SaiyajinPrime

I'm at a bowling alley that has a live band performing while people bowl

r/whatisit itakeanaprighthere

What it is this at the bottom of the kitchen trash?

I’m pet sitting and the owners’s home is very clean. But the kitchen trash smells strongly of raw garlic. I went to tie it up and empty it (even though it was emptied when they left) and noticed this at the bottom of the bin, under the bag. It looks pretty intentionally made, like it’s meant to deter pests or something. But the stench! I gagged. What is it?

ETA: It’s not a diaper and no baby lives here. It’s about the size of my palm. Definitely intentionally there/has some purpose. E.g. I put dryer sheets at the bottom of my trash bin, or sometimes sprinkle baking soda.

r/Weird Altruistic_Sink1817

Shower tile in a hotel looking at me

just using the restroom and look over and the shower just watching me

r/meme Only_Hotel_7221

For the cat lovers.

r/SweatyPalms Accomplished-One7476

DC law enforcement stop a car at gunpoint after the White House Correspondence Dinner

r/SideProject timmychoi7777

Just launched my first iOS app — feedback welcome! It's a job application tracker app, and each application you add becomes a plant in your garden. The more you apply the more your garden becomes full.

Just shipped Jaavo, an iOS job application tracker.

The core idea: tap Share on any job listing (LinkedIn, Indeed, company sites) and it auto-captures the details — no manual entry, no spreadsheets.

The twist: instead of a standard list UI, progress is also visualized as a garden built in Unity and embedded in the iOS app via Unity as a Library. Each application is a plant that grows as it moves through stages (seed → sprout → flower → cherry blossom). Rejections become moss-covered stones.

Stack: SwiftUI + SwiftData for the app, Unity for the garden view, iOS Share Extension for capture.

Here is the link https://apps.apple.com/us/app/jaavo-job-application-tracker/id6762247904

Would love to hear feedback!

r/interestingasfuck Short_Employment_757

Huge Komodo dragon

r/ChatGPT Forward-Pollution564

How do I stop it from tweaking and ruining the quality of an image ?

I asked it a million times to remove earphones from my photo. I repeat to keep image unchanged, and my face not tweaked or resolution lowered. And every single time it fails, regenerates the whole photo, makes it lose sharpness and changes the light especially on my face.

r/TwoSentenceHorror 54321RUN

Everybody warned us not to move into the house beside the sea.

They said it would only be a matter of time before our dad threw one of us off the cliff in a fit of rage, but no one expected it to be the babies.

r/whatisit PuzzleheadedBee1257

mice or rats ? found in garage

r/BrandNewSentence Responsible-Mix5221

raw dog cloud juice.

saw this recently lmao.

r/aivideo chazzyWon

Jester's Jokes - Wise Monk Advise

r/Art BoyoChuca

The end of the world, Bruno Diaz, Acrylic, 2026 [OC]

r/Art luzacore

Untitled, Luza, Collage, 2024

r/ClaudeCode InterfearXX

I’m going fucking insane

Spent 10 hours opus 4.7 max reasoning to circle back to where I first started

NO I DINT USE BAD PRKMPT ENGINEERING

Every time I asked it to do something like move the x to close button slightly down it made a whole new x button on the other side of the screen despite me telling it not to make new ui elements and that im referring existing elements in claude.md

Opus 4.5 when it was out made me feel retarded now opus 4.7 makes me feel like im talking to a retard

r/LocalLLM SomewhereSilent2420

Ollama und Cloud Code anderes System

Hallo,

ich habe Ollama auf ein System im Netzwerk installiert. Debian als Grundlage.
Auf einen anderen System möchte ich gerne die Funktionen
ollama launch hermes --model gemma4

oder

ollama launch claude --model gemma4

ausführen. Scheint aber nicht zu funktionieren.

Er sagt immer

Error: claude is not installed, install from https://code.claude.com/docs/en/quickstart

Das stimmt aber nicht. Mit "ollama run ***" kann ich Ollama und den Passenden LLM starten. (In Putty)

Kann mir jemand netterweise helfen ?

r/ChatGPT Inevitable-Dish4295

Shigeru miyamoto playing a knockoff dating sim on twitch

r/AI_Agents Outrageous-Cress-88

Automating triage with Jira tickets?

Hi all,

I've been tasked with integrating automated triage in our Jira workflow. I'm not an expert by any means but seeking advice as to what would be suitable to meet our requirements.

Currently, tickets are created via a page we have set up which I believe is the "Customer Services Desk" feature of Jira. We must manually review each support desk ticket and SLAs to determine its priority and whether it must be handled in the current or next sprint depending on the urgency.

We are looking to automate this and I'm seeking advice as to:

- How we can approach this

- What the workflow would look like (e.g assigning labels, changing ticket status etc?)

- Which Jira tools we can make use of

I have heard the use of AI (Rovo?) may be appropriate here to analyse the ticket to determine its priority.

Additionally when replying to the customer under support desk ticket, we are looking for a method to generate a suggested reply based on the context of internal comments on the support desk ticket.

Please advise.

Many thanks in advance.

r/personalfinance Empty-Attempt709

What to do with previous company’s 401k as senior (65)

I’m 65 yo and still working. I just got a notice that my previous employer’s 401k (Vanguard) has transferred to Principal.

I have the option to keep it there, cash out, or rollover to an IRA, internally or move outside.

I’m leaning towards moving to an IRA outside of Principal. Any suggestions as what to do?

r/PhotoshopRequest jbleach77

Please help my baby smile!

I’d like to print off this picture of my wife and daughter for Mother’s Day. Can you please crop the smiling picture of her onto the second one? Will tip 5$!

r/homeassistant TrisolaranPrinceps-

Hydrific Droplet Total garbage

It kinda worked, sent all types of notifications of unusual flows that were not real. heres the real kicker, after I SHIPPED it back the app was still sending me alerts about unusual flows. It’s just not ready and really has some massive issues. That’s all

SortedFor.me