Search Architecture
Web Retrieval API Design Principles for LLMs
Models fail on stale data, not reasoning power.
Mirela Ostrowski
· 12 min read
Models fail on stale data, not reasoning power.
Building your pipeline beats wrapping APIs when retrieval quality matters.
Models trained on static data confidently fabricate facts that have changed since their training.