Lightweight evaluation loops

Use a fixed set of 20 tasks. Score 1–5 on correctness, clarity, and safety. Average weekly. Do not invent new rubrics mid-pilot.

Keep it small

• Same scorer for the full pilot if possible
• Record model / temperature / prompt id on every row
• Ship a one-page summary, not a deck