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.
Posts
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.
How I taught an AI to write like a paranoid Martian general
From a single messy file to multi-agent pipelines and proper engineering. A year of iterating on AI-generated satirical content.
STFU the Basics
Frustration, a cheap domain, and Claude turned into an AI satire engine with 1197 posts and counting. Here’s how STFU works.