Web Search APIs

Tool descriptions written for humans, not LLMs, cause more routing failures than any algorithm.

Allocate latency to every pipeline stage, not just the LLM.

Understanding rate-limit algorithms prevents retry logic from making outages worse.

Agents stumble when knowledge is stale, not when reasoning fails.

Smaller, focused contexts produce more reliable outputs than enormous ones.

Search-driven agents outperform search-augmented ones on freshness-critical tasks.