Writing on AI observability, telemetry, and what real systems do in production.

Why the hardest AI incidents are rarely outages. They are the systems that keep responding, keep looking healthy, and quietly stop being useful.

Prompt edits alter system behaviour, often in ways no one watching infrastructure can see. They deserve the versioning, telemetry expectations, rollout criteria, and rollback paths every other production change gets.