Production Stabilization Program
ProblemFrequent sev-2 incidents and unclear ownership across services.
ResultIncident volume reduced and ownership model hardened.
Read case studyJustin Joseph
I design, stabilize, and automate production systems so they fail less and recover faster.
Production-first metrics and operating outcomes.
20/day → 2/day
Incidents
monitored, improved, defended
Availability
owned end-to-end
MTTR
production-first
Enterprise delivery
Selected systems work and outcomes.
ProblemFrequent sev-2 incidents and unclear ownership across services.
ResultIncident volume reduced and ownership model hardened.
Read case studyProblemUnstable edge processing caused inconsistent vehicle reads.
ResultDetection consistency improved with safer deployment controls.
Read case studyProblemRelease risk and data drift blocked predictable delivery.
ResultRelease confidence increased with guardrails and parity checks.
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