Chapter 59 — Secure AI Model Lifecycle: Model Registry, Evaluation, Approval, Promotion, Deployment, Rollback, Monitoring & Model Retirement
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59.1 Introduction An AI model should never move directly from experimentation to production. A secure model lifecycle establishes controlled stages between: Research ↓ Training ↓ Evaluation ↓ Security Review ↓ Approval ↓ Staging ↓ Production ↓ Monitoring ↓ Rollback / Update ↓ Retirement The central…
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- 2026-09-06 11:19 · DEV Community — AI
Chapter 59 — Secure AI Model Lifecycle: Model Registry, Evaluation, Approval, Promotion, Deployment, Rollback, Monitoring & Model Retirement