Kieran Charnock

A garden designer's border method turned into 23 numbered rules and a scripted checker; an AI drafts the planting plan, the script counts and checks it, and nothing gets ordered until it passes.

Watches HuggingFace daily for releases that could replace the local models I run on my own hardware, then stops the incumbent and benchmarks a real candidate against my own production tasks before I hear about it.

Watches what every model I run in production costs, runs tiered evals judged by Claude, and only recommends a swap once a real build-gate bake-off proves it's safe. Never switches anything itself.