Canary model

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1. 1
   Expand to all traffic and keep monitoring and rollback ready
2. 2
   Finish the required canary window and compare all gates
3. 3
   Send a small live group to the candidate and retain the baseline
4. 4
   Run the candidate on live inputs in shadow and pass its gates
5. 5
   Pass the held-out evaluation against the current model
6. 6
   Define quality, error, latency, cost, and rollback gates