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James' Growth Diary
James' Growth Diary
May 14, 2026 · Artificial Intelligence

LLM Semantic Routing Explained: Model‑Based Intent Classification and Three Keyword‑Matching Pitfalls

This article breaks down LLM semantic routing as a classifier, compares keyword, embedding, and LLM‑based routes, provides full TypeScript implementations, introduces hybrid routing for speed and accuracy, and covers production‑grade observability and dynamic configuration to avoid common pitfalls.

LLMLangChainLangGraph
0 likes · 33 min read
LLM Semantic Routing Explained: Model‑Based Intent Classification and Three Keyword‑Matching Pitfalls