Building a LangGraph-Based Multi-Agent System from Scratch with Claude Code
I recently used Claude Code to build a running coach agent system from scratch — it syncs Strava activity data and can answer questions about your training, backed by a Supervisor multi-agent architecture built on LangGraph. This isn't a tutorial; it's an engineering retrospective: how the methodology took shape, why the architecture is sliced the way it is, and what pitfalls I hit along the way.
·10 min read·#Agent#Claude#ClaudeCode#LangGraph#LangChain#MultiAgent#Superviser