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plan-execute-reflect

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PECS: 基于 LangGraph 的四角色多智能体任务求解框架(Planner/Executor/Critic/Synthesizer)。WebShop 真实环境 +25pp (25% vs 0%);GAIA 官方 53 题 26.4% vs ReAct 24.5%(McNemar 不显著)。含 AST 沙箱、50000 token 硬预算、FastAPI 限流/混沌/CI/Prometheus。

  • Updated Jul 21, 2026
  • Python

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