Overnight Fleet-Scale Shadow-Mode Regression

Kubernetes-orchestrated Ray clusters replaying mined corner cases against candidate neural weights, computing safety envelope delta metrics prior to OTA rollout.

Safety Envelope Ingress Delta Analysis

Automatic regression pipelines flag any candidate model exhibiting negative safety margin deltas on critical deceleration or minimum headway metrics.

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