Combine fast deterministic rules with learned risk scores and a review path. Optimize at the operating capacity, use time-based backtests and adversarial slices, log decisions, and support rapid rule or model rollback.
Make interfaces and ownership explicit; add versioning, access control, monitoring, canary rollout, rollback, and a plan for delayed labels or human review.
Get asked follow-ups live, then receive a scored report — like a real MLE interview loop.
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