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paperarXivTrust 82 · PrimaryPublished 9d agoLive · 8d ago

TRIAGE: Three-level Routing and Intelligent Agent Guidance for Efficient Execution

Large Language Model (LLM) agents based on the ReAct paradigm have demonstrated remarkable capabilities in tool use and task execution. However, ReAct suffers from a fundamental efficiency problem: every query triggers a complete reasoning loop from scratch, and similar queries repeat identical steps without leveraging historical experience. We propose TRIAGE,a three-level routing framework that reduces token consumption by reusing historical execution trajectories. Its core innovation is TaaS (Trajectory-as-a-Skill), which abstracts historical execution trajectories into reusable skills, real

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  • FuzzySimilar title/name (fuzzy) · 59%AgentCore-8B

    Fuzzy title match (0.73): “TRIAGE: Three-level Routing and Intelligent Agent Guidance f” ≈ “AgentCore-8B”

  • FuzzySimilar title/name (fuzzy) · 87%SWE-agent/SWE-agent

    Fuzzy title match (0.94): “TRIAGE: Three-level Routing and Intelligent Agent Guidance f” ≈ “SWE-agent/SWE-agent”

  • FuzzySimilar title/name (fuzzy) · 87%zhayujie/CowAgent

    Fuzzy title match (0.94): “TRIAGE: Three-level Routing and Intelligent Agent Guidance f” ≈ “zhayujie/CowAgent”

  • FuzzySimilar title/name (fuzzy) · 59%NousResearch/hermes-agent

    Fuzzy title match (0.73): “TRIAGE: Three-level Routing and Intelligent Agent Guidance f” ≈ “NousResearch/hermes-agent”

  • FuzzySimilar title/name (fuzzy) · 59%bojieli/ai-agent-book

    Fuzzy title match (0.73): “TRIAGE: Three-level Routing and Intelligent Agent Guidance f” ≈ “bojieli/ai-agent-book”

  • FuzzySimilar title/name (fuzzy) · 59%2FastLabs/agent-squad

    Fuzzy title match (0.73): “TRIAGE: Three-level Routing and Intelligent Agent Guidance f” ≈ “2FastLabs/agent-squad”

  • LinkedLinked via arxiv author · 85%Ruocan Wei

    TRIAGE: Three-level Routing and Intelligent Agent Guidance for Efficient Execution

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