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paopao-13 / pecs-multi-agent

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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。

python flask multi-agent ai-agents cost-optimization ablation-study ai-agent llm-agent langgraph deepseek-api token-optimization gaia-benchmark plan-execute-reflect agentbench ast-sandbox
  • Updated Jul 21, 2026
  • Python

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