Tag: LLM

All the articles with the tag "LLM".

• 25 Mar, 2026 · 4 min read

  Claude Building a Bash Parser

  How I had Claude Code build rable, a Rust bash parser, from scratch using Parable's test suite — reaching 99.9% accuracy and replacing tree-sitter-bash in tokf.

• 8 Mar, 2026 · 4 min read

  Getting Into Make, Just, and Hooks

  How tokf intercepts subcommands inside Make, Just, and git hooks by injecting custom shells and shimming PATH lookups — extending token compression to nested tool invocations.

• 20 Feb, 2026 · 7 min read

  tokF a Different Approach to Token Compression

  How tokF uses declarative TOML pipelines to compress CLI output before it reaches an LLM, cutting token usage by up to 90%. A story of scratching an itch and building a tool in two days.