Your CLI Isn't Agent-Friendly. Here's What I Fixed.
I rebuilt a 200-command CLI for AI agent consumption. Not the commands themselves, but the help text, output formats, exit codes, and examples. That was enough.
2026-04-19
I rebuilt a 200-command CLI for AI agent consumption. Not the commands themselves, but the help text, output formats, exit codes, and examples. That was enough.
Seven years of training AI personality into model weights. Then I wrote it down in a file and got better results. Configuration beat training.
A full infrastructure rebuild across 35 devices, with Claude Code handling planning, config generation, and many of the execution steps. What worked, what broke, and what still needed a human.