AI operations field notes.

Useful assistance starts with a well-defined boundary. Explore prompts, agents, harnesses, models, and decision APIs as distinct parts of an administrative workflow. The articles separate interpretation from authorization, show how to make evidence reviewable, and explain why stopping behavior deserves a test. Start with a narrow read-only or proposal-only task, evaluate representative examples, and keep an explicit route for uncertainty. The aim is a workflow people can supervise, not an assumption that a capable model should inherit unrestricted production access.