FID via Denman-Beavers matrix square root (stdlib math only), CLIP-style cosine similarity, Elo aggregation of synthetic A/B preferences. Covers small-N FID bias, CMMD, HPSv2 / ImageReward / PickScore, and the four-pillar production eval report.