Tokf

Using Claude Code on autopilot to build a bash AST parser in Rust, driven by Parable’s test suite. The result: rable, a 99.9%-accurate parser that outperforms tree-sitter-bash across 1,783 test cases.

Extending tokf’s token compression to work inside Make, Just, and git hooks using shell injection and PATH shimming to intercept nested subcommands.