model version roll out
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Gradual rollout is the safest approach. Deploy the new model alongside the old one and route a small percentage of traffic to it. Monitor key metrics before increasing exposure.
Fallback mechanisms are essential—rollback should be instant and automated.
Common mistakes:
Full replacement deployments
Missing rollback plans
Monitoring only aggregate metrics
Production models should evolve cautiously