Notes on AI in production
What changes when a model stops being a demo and starts doing real work for a team.
What Claude Code rereads on every turn
Claude Code sends its whole context with every request. tacet, my open source tool, trims what it loads and reads: 40% cheaper in its benchmark, same answers.
- AI in production
- Workflows
- Workflows
A 401 and a blurry receipt
A pipeline that never throws can hide an outage inside the review queue. Keep the never-throw design and make every failure carry its reason.
- AI in production
- Reliability
- Human in the loop
- Reliability, Human in the loop
The dumbest check I trust most
One wrong fact in an AI draft and I throw the whole draft away. Retrying until it passes ships wrong numbers that look right.
- AI in production
- Human in the loop
- Reliability
- Human in the loop, Reliability