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AgentIntent RecognitionLangGraph
Agent Series (5): Intent Recognition and Routing — Making Agents Actually Understand Users
A deep dive into why Agents need an explicit intent recognition layer: why keyword matching fails in production, how LLM classifiers handle natural language ambiguity, how LangGraph routes different intents to specialist Agents, and how conversation history transforms 'just tweak it' from an unsolvable ambiguity into a confident code request. Includes full runnable demo code and real execution analysis.
·15 min read
OpenClawsource-analysisChannel
OpenClaw Source Deep Dive (2): Channels & Routing — How Does a Message Find Its Agent?
Starting from a concrete routing problem, we derive OpenClaw's Channel plugin interface, SessionKey format, seven-tier routing priority, four dmScope isolation modes, and the identityLinks cross-platform identity merging mechanism. Every design is motivated by a specific problem.
·10 min read