Codex vs Claude Code: two agents on one codebase
I run Claude Code and Codex daily, sometimes on the same repository. My session logs show the context cost, while the working tree shows the coordination cost.
Claude Code skills: building a workflow that runs itself
The control layer of my work system is markdown and small scripts. How a workflow combines Claude Code skills, rules, model routing, and parallel sub-agents.
Most of my AI pipeline isn't AI
By volume, most of my AI pipeline is plain Python. The model is a small, expensive part I call as little as possible. The script-first split, and why it wins.
Your next team is three people and a pile of agents.
I expect AI-assisted teams to become smaller and organize around complete workflows. The model works only when the pod owns the outcome and runs what it builds.