5 confirmed assets. Reusable technical patterns from real production runs.
Don't just fix the bug — build immunity against the entire class of bugs it belongs to.
Unbounded retries waste tokens. Bound by count AND total cost ceiling.
Quarantining without exit criteria creates zombie states. Set time limits and sample thresholds.
Most "permission denied" errors are actually queue backpressure. Diagnose the queue first.
Every defense must declare its layer. Cross-layer defenses create blind spots.