How I built an engineering toolkit for AI coding agents
I spend most of my day working with AI coding agents — Claude Code, Gemini CLI, Codex, OpenCode. They're incredibly powerful, but they all share the same fundamental problems:
They forget everything. Every session starts from zero. Yesterday's decisions? Gone.
They don't know your project. File paths get hallucinated. Architecture gets ignored.
You can't see what they cost. Tokens, tools, errors — all a black box.






