# V2 Nous Anti-Cheat Classifiers

`@v2/nous-anti-cheat-classifiers` wires the V2 fair-play classifier suite to
Nous:

- V2 publishes labeled training examples on `@oshun/event-bus`.
- `@nous/training` owns the training loop for smurf, win-trading,
  coordinated-throw, and geographic-anomaly classifiers.
- `@nous/safety` hosts the Model Card at
  `V2/docs/ai/model-cards/anti-cheat-classifier-suite.md`.
- The suite is review-only: classifier output may prioritize manual fair-play
  queues, but it cannot issue automatic discipline and cannot influence
  rollback.
- The suite publishes a canonical `v2.anti_cheat.review_published` event through
  `@oshun/audit-platform`. V2 publishes the review-only anti-cheat record; Oshun
  retains and exports the shared forensic audit trail.

The V2 bridge returns the training plan and Model Card together so CI can assert
event-bus topic coverage, complete classifier coverage, human review, appeal
coverage, and rollback isolation.