#self-improvement

The GitHub repo and arXiv paper drew attention because they present self-improvement as editable code rather than a slogan. A task agent and a meta agent live inside one program, and the improvement procedure itself can be rewritten.

A well-received r/LocalLLaMA experiment described tinyforge: Qwen 3.5 0.8B running on a MacBook Air, trained on 13 self-generated repair pairs from a test-feedback loop, with a reported holdout jump from 16/50 to 28/50.