Designing AI Services Like Production Dependencies

Treating a model provider with the same discipline as any other external dependency — timeouts, retries, validation, and fallback — rather than as a special case.

Draft — full write-up coming soon.

This piece will expand on Production AI Service Architecture: why provider abstraction, structured-output validation, and defined fallback behavior matter more to reliability than which model you're calling.