Why we design systems around people, not prompts

Prompt libraries rot because language models change and people do not read documentation. Systems survive because they encode something more durable: who approves what, and when.

Design for the approval, not the output

The most important interface in any AI system is the moment a human says yes. Make that fast, informed, and reversible, and adoption follows.