Handing Off Automation Ownership Without Losing Recovery Evidence
A safe automation handoff separates live authority, recovery evidence, retired execution paths, and disposable local state before anything is removed.
LOGBlog
Engineering Notes
Database-backed investigations, migration lessons, production recovery, and practical AI-assisted engineering.
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Safely Revising Completed Jobs with a Fail-Closed State Machine
How an explicit revision lifecycle can reopen a completed external-delivery job without duplicating remote objects or trusting stale review evidence.
Pin Policy Snapshots Before Long-Running Automation Executes
How versioned policy snapshots keep active jobs and retries reproducible while new rules roll out prospectively.
Preventing CI Notification Storms on High-Churn State Branches
How to keep required repository checks meaningful when an automation branch frequently commits heartbeats, checkpoints, and other run state.
When an IDE Startup Probe Fails but the Application Is Healthy
How a startup warning was separated from application availability by reconstructing the IDE probe, deployment timeline, proxy path, and real HTTP boundary.
Context-Aware Content Policy Gates: Separating Blockers from Hash-Bound Advisories
How a content pipeline reduced keyword false positives while keeping transaction guidance blocked and making non-blocking review signals tamper-evident.