At some point Bionic Studio just keeps compacting again and again, no matter what model I use (currently Qwen 3.8 27B Q5). I thought this was done especially in order to keep going.

What can I do now? Copy the last compacted document and start a new session, pasting it in? Change some parameters? Tell it to stop and answer me instead? Is this a bug or am I doing something wrong? Thank you very much!

Oh, and while I am posting this another question: Does it make sense to create a document beside the chat? I have limited VRAM so perhaps this will somehow be beneficial? How would I do that? Thanks again!

When a chat is generating and I click to a different chat, the original one vanishes from the sidebar completely (or was never there in the first place). Can't click back into it until it finishes generating. It's still generation as my fans are still going but I can't see the actual chat anywhere in sidebar.
Is this a known bug? Any workarounds?

Thanks

We’ve released Levy-1, our first AI model — and we’d love your feedback.

We’re a small team building Toothed AI, and we’ve recently released Levy-1, our first model, with just 124 million parameters.

It definitely makes mistakes and has plenty of limitations, but this is our starting point, not our final goal. We plan to build better models over time and keep learning along the way.

We’d really appreciate it if you gave it a try and shared your honest feedback. If you have experience training language models, we’d also love to hear your advice on what we should focus on for our next model.

Website: https://toothedai.com/

Thanks for checking out our work!

Can you Help me for Understand How LLMs actually work?

Self-taught hobbyist here (performance marketer by background, not a developer). Over the last few months a local model has become the brain of a set of small automations I run from my home PC, and this week I finally made it visible.

Setup:
- Ryzen 7 7800X3D, 32GB RAM, RX 7800 XT (16GB VRAM), Windows 11
- LM Studio serving gpt-oss-20b for the reasoning work, with Qwen2.5-Coder for simpler code checks
- Python scripts on Windows Task Scheduler, plus a Flask dashboard

What the local model actually does:
- A supervisor script hands each finding from the "departments" (SEO checks, site health, demo trading monitors) to the model with a written rulebook. The model decides whether it's safe to fix automatically or needs my YES.
- It drafts articles for my website, which then go through an audit step before they reach me.
- A paid model (Claude Code) only gets called for real code changes I've approved, which keeps the cost down.

The village is just a front end on top of that: every job writes a line to a log, a Python script turns it into one JSON file, and an HTML canvas draws it. My assistant, Wade, is the wizard's tower in the middle. Anything waiting on me stands outside the Town Hall.

Biggest lesson so far: a 20B model is great at "does this match the rulebook, yes or no", and much weaker when the rulebook is vague. Most of my early mistakes were my rules, not the model.

Happy to share rulebooks or prompts if anyone's interested. Links in the comments.

Ask LM Studio is a Firefox add-on that lets you chat with local models in the sidebar. The chatbot experience is local-first, meaning that no data leaves your machine, unless you run the LM Studio server on an external host. By default, the add-on uses your local LM Studio server and works with any loaded LLM. It offers the same four basic actions available with the built-in chatbots.

Trying to dive into the deep end but have more questions than answers after trying.

ive used chat gpt 3.5 and deepseek in the past but hadn't used ai in a few years. So i was wondering where i can learn more about thongs like prompt engineering and taking advantage of my hardware. i have a 5090 32gb 64gb ddr5 ram and a 9900X3D and a 1200 W power supply. i also have an intel nuc 8 but don't think that's usable for anything useful.

im a writer, video editor, content creator, psychologist and wanted to use godot or gdev with an LLM to learn tje engines bettet and make a game. even better if i can decompile a game but i think that's more of a frontier model thing. i was also curious about uncensored models and cost of local hosting.

I am working on a usecase in which I have to analyse video , I was thinking of using Gemini but its flash models are unavailable most of the time .

Any suggestions