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Rollout, Monitoring & Feedback Loops
Shadow mode, canaries, drift, and closing the loop on labels.
Rollout, Monitoring & Feedback Loops
Safe rollout
- Shadow predictions
- Canary / percentage rollout
- Kill switch and heuristic fallback
Monitoring
- Input drift and prediction drift
- Segmented performance (not just global averages)
- Latency and cost budgets
Feedback
Capture labels from real decisions where possible — otherwise models rot silently.
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