Why it matters

Lifecycle view catches gaps. Understanding shapes governance.

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The architecture

Each stage has threats + controls.

Governance + audit + safety review.

Retirement + archival.

Model lifecycle security stagesData + trainpoisoning + IPDeploy + monitorabuse + driftRetire + archivesafe deprecationGovernance workflow: eval + red-team + safety review at each transition
Model lifecycle.
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How it works end to end

Data provenance + labeling security.

Training infra security.

Deployment gates.

Retirement policy.