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💻I have been working on a free and open source self-improving coding agent called Chorus. I built it for myself but I think it can be useful to others too. It provides scaffolding around Claude Code that allows you to deploy on a remote node, run loops, define specialized agents, manage tickets, etc. What I love about it is the self healing of agents where another agent can read the agent logs and improve them. It is free and open source. I also have a video demo that explains the features youtube.com/watch?v=XtsupeZI…
AI needs its GNU moment: a full stack of tools that are free and open all the way down. Open models bundled with any Linux distro, open-source coding tools to replace Claude Code and Codex, and open agents and computer-use models that anyone can run, inspect, and modify.
I’ve been really enjoying connecting Codex and Claude Code to our Hue lamps! But once again, I walked into our bedroom at 3 a.m. last night and realized our lamps had been pulsating the whole night while I was working in our home office. Thankfully my wife sleeps with an eye mask! Our cat was pretty confused, though.
Added a ton of new behavior to Agent-Glow 💡 I personally find Agent Glow to be pretty useful for when I use Claude Code or Codex. We have a number of smart lights at home, and I can leave a coding session running on my computer at the office, and as soon as the AI coding agent is done, the lights turn green. If the agent is waiting for my confirmation, the lights turn red. And while the agent is thinking, the lights pulsate like slow breathing. I really love it and have been correcting a lot of its behavior. It supports both Philips Hue and WiZ protocols. I hope you also find it useful
Added a ton of new behavior to Agent-Glow 💡 I personally find Agent Glow to be pretty useful for when I use Claude Code or Codex. We have a number of smart lights at home, and I can leave a coding session running on my computer at the office, and as soon as the AI coding agent is done, the lights turn green. If the agent is waiting for my confirmation, the lights turn red. And while the agent is thinking, the lights pulsate like slow breathing. I really love it and have been correcting a lot of its behavior. It supports both Philips Hue and WiZ protocols. I hope you also find it useful
Made a little parametric design tool for creating those modern looking vases #fable5 #3dprinter
The repository is here on github and is Apache 2 github.com/faridani/chorus
I've been heavily stress testing file download stability in Firefox vs Chrome (simply because I still naively believe Computer-Use is the last puzzle AI needs to solve for us and it hasn't).
Firefox is genuinely one of the most resilient downloaders out there. It is unbelievable.
Most of the newly released Gemma 4 models are small enough to run on a strong mac or an RTX gaming card ollama.com/library/gemma4/ta…
I have been battling latency challenges with AI/LLMs. Anyone who has worked on putting these into real-time systems knows you must navigate the latency-accuracy tradeoff. It is a huge challenge and hard to navigate. Frankly, we don't have any solution for it other than dumbing down the LLM by using smaller or distilled models.
This is now getting exciting
Replying to @karpathy
@karpathy fit GPT training in 260 lines with microgpt. Fit a full coding agent in 407 with help from @siah and @claudeai
microcodeagent is one Python file, zero dependencies, 7 tools, complete agent loop.
7 tools: think, bash, read, write, edit, find, and grep.
The entire algorithm is a while loop.
Run python3 microcodeagent.py on any machine with Python 3.8+ and an API key. It works. No install step.
gist.github.com/sunnypatneed…
Is there any LLM benchmark that also reports `Time To Last Token (TTLT)` ? I think an end-to-end latency metric can help replace a lot of old school ML with LLMs
More than 30,000 people have been killed by the Islamist regime in Iran. You can read their stories and be their voice #FreeIran 💚🤍♥️✊🏾 instagram.com/p/DUEO-SXga1I/…




