Tag: ai-evals

LLM judges can scale behavioral evaluation, but they inherit biases and can reward style over substance. Reliable use requires clear rubrics, calibration, uncertainty, and human checks.

Engagement metrics show that users are doing something, not whether an AI product is helping them achieve a worthwhile outcome. Strong evals separate activity, progress, motivation quality, and harm.