act101
the definitive codebase quality and refactoring tool
What it does
An LLM editing your code is a guess. act101 makes it a transform: your agent refactors or ports the code, then act gate returns a deterministic MERGE / REVIEW / BLOCK verdict with a signed receipt and one-command rollback. 163 grammars, 183 AST refactor operations, 41 codebase analyzers, exposed via MCP (Claude Code, Cursor, Codex, OpenCode) and the act CLI — one native binary. Agent refactor Python. Agent port C to Rust. Agent port Ruby to Elixir.
Does the same job
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Hello HN! I found that picking out plausible but diverse skin tones for my digital art and game development projects was kind of difficult, and I got curious about if there was a way to define a color space that made it easy. I've built a color picker and procedural generation algorithm based on the space as well as a bunch of other fun js features and demos throughout the page that use the equations. If you find it interesting, I have lots of explanations of how I built it and what properties the space has. The methodology might be a bit shaky, but hopefully the result is as helpful for…
Life & fun · Aug 2026 · toneyalexander.github.io
I trained a 125M-parameter transformer to autocomplete piano performances in real time (~108 notes/sec on an iPhone 15). The idea is basically GitHub Copilot or Tabnine, except instead of prompting it with code, you prompt it by playing a few notes on a MIDI piano. The model then continues what you played, entirely on-device. The app is free if anyone wants to try it. Happy to answer questions about the model, training, Core ML, or the many things that didn't work.
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