AI Output Judgement

Models output the median of their training data. Slop appears when that median is accepted uncritically. The job is to read the draft specifically and fix the last mile.

Defaults

1. Treat generated output as scaffolding, never as the finished answer.
2. Review materials, not only screenshots.
3. Name concrete failures (padding, tokens, semantics, motion, identity), not vibes.
4. Prefer system references over one-off values the model invented.
5. Keep human taste on the exit path to production.

Common median failures