Claude Code Is Writing Bad Python Because You Skip This Setup
PostToolUse hooks in Claude Code automatically format, lint, and test your Python files the instant Claude edits them. Stop manually running black and …
Claude Code Keeps Breaking My Python Environment (Until I Found UV)
Claude Code and other AI tools forget to activate conda environments, waste context re-installing packages, and break your workflow - UV fixes this by …
The Python Logging Setup I Actually Use in 2026 (And Should Be Default)
A battle-tested Python logging configuration using Rich that brings consistency across projects and solves the verbosity nightmare.
How to Build Your Own Token Compressor for LLM Applications
A practical guide to building a custom token compressor that reduces LLM API costs by 40-60% using statistical and lexical compression techniques.
I Built a 200+ Plugin Security Scanner Using Python Metaclasses (Zero Boilerplate)
Managing 200+ security check plugins without decorators or manual registration—here’s the metaclass pattern that makes it work.
Building an Extensible Security Scanner with 200+ Checks (Without Collapsing Under Its Own Weight)
Most security scanners start with 5 checks and die at 20. Here’s the three-layer architecture that lets you scale from 5 to 500 without …