多 Agent 协作常卡在上下文隔离与通信协调，本文对比 OpenClaw 子 Agent、Claude Code Agent Teams 与 Hermes 隔离子 Agent 三种架构，并给出用 TaoToken 一份 Key 统一接入三套框架的配置实操与 401、local proxy failed 等报错排查步骤。

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