Samuel Choong

January 25, 2026

Automation Resilience Playbook for Production Teams

From retries and idempotency to state-safe concurrency, what makes automation survive real edge cases.

Most automation failures are lifecycle failures, not syntax failures.

Build blocks

Strong automation engineering means a process can recover safely without manual rescue.