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Checkpoint evaluation, approval-gated canary promotion, Registry versioning, verified routing recovery and cost/quality KPI contracts.

Progressive model replacement strategies and Feature Flag-based prompt rollout approaches

Integrated change management system for enterprise agent prompts, models, deployment strategies, and governance