Web Search APIs for AI Agents
Agentic Architecture Patterns for Search-Driven Systems
Theo Voss
Correspondent · · 13 min read
Language models need cleaner web data than humans do, and extraction pipelines often fail silently.
Optimize each RAG phase in concert, not isolation, or failures will be hard to trace back.
Iterative agents refine queries based on evidence, turning retrieval into reasoning.