Getting Into Make, Just, and Hooks
Extending tokf’s token compression to work inside Make, Just, and git hooks using shell injection and PATH shimming to intercept nested subcommands.
Claude Code
tokF a Different Approach to Token Compression
tokF is a configurable CLI output filter built in Rust that uses TOML pipelines to strip, extract, and compress command output before it hits an LLM — achieving 90% token reduction in real-world use.
Finding Duplicate Rust Code Through AST Normalization (Part 1)
Building a cargo subcommand that detects duplicate Rust code by normalizing ASTs - replacing names with placeholders, erasing literals, and fingerprinting the structural skeleton.
Building an MCP for STFU
A week of debugging OAuth flows, stateless handlers, and Claude.ai integration issues - ending with a pivot to Claude Code and 33% cost savings.
Experimenting With MCPs
An experiment in building copy/paste MCPs for AI code refactoring, with tools to benchmark them. Hypothesis: reduce output tokens. Result: not yet.