Anthropic researcher lays out a practical parent-to-subagent Claude graph

blaizedsouza · x · 2026-07-21

An Anthropic researcher explains how to build a working multi-agent graph with Claude.

The architecture is described as a parent agent delegating work to several sub-agents that run in parallel and then roll their results back up. The post also calls out a common failure mode: overbuilt multi-agent systems waste time talking to each other instead of making progress. The practical takeaway is that context protection and clear delegation matter more than adding more agents.

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