Everything I work on is an exercise in making unreliable things behave reliably. The pattern rarely does that; getting the trade-offs right does. For years that meant distributed systems — consistency, failure, scale, time. Now it means the same discipline applied to AI components that are non‑deterministic by design.

Staff Engineer at a fintech startup. I write about what I actually encounter, not the polished retrospective.