Production Stabilization Program
ProblemProblem: Frequent sev-2 incidents and low signal-to-noise in alerting.
ResultResult: Daily incident volume dropped from ~20 to ~2 with clearer recovery paths.
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Selected systems work and outcomes.
Onsite ANPR Reliability
ProblemProblem: Inconsistent recognition due to unstable edge runtime behavior.
ResultResult: Detection consistency improved with release guardrails and faster rollback.
Read case studyLoyalty Platform Resilience
ProblemProblem: Release risk and data drift blocked predictable delivery.
ResultResult: Release confidence improved with stronger validation and environment controls.
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