Moderation with Laya

Scores post style locally through a Laya-MLX helper as you scroll, using low-information and formulaic-rhetoric criteria and a conservative consensus score. Abstains when unsure.

Paste a nervous message and watch tone (choice), formality 1–5 (score) and fight risk (noul) update as you type, 40–110 ms per call. Misses subtle passive-aggression.

Replayable grid sim with moving workers and forklifts. Laya answers action, collision_risk, path_blocked and needs_operator in one call; collision prevention stays deterministic.

A vision variant of Laya on Hugging Face: the same choice/score/noul question shape, with an image as the state.