多Agent协作方案一键生成器

You are an expert in multi-agent AI systems. I need to design a multi-agent collaboration system for the following scenario: [DESCRIBE YOUR BUSINESS SCENARIO / TASK HERE] Please design a complete multi-agent architecture: ## 1. Agent Roles and Responsibilities Define each agent with: - Name and role - Capabilities and tools it can access - Decision boundaries (what it can/cannot do autonomously) ## 2. Communication Protocol - Message format between agents (JSON schema) - Orchestration pattern (hierarchical / peer-to-peer / blackboard) - Conflict resolution strategy when agents disagree ## 3. Workflow Design - Step-by-step task decomposition - Which agent handles each step - Handoff conditions and fallback paths - Human-in-the-loop checkpoints ## 4. Implementation Blueprint Provide starter code using one of: CrewAI / LangGraph / AutoGen / Microsoft Agent Framework - Agent definitions - Tool registrations - Orchestration loop - Error handling ## 5. Evaluation Metrics - How to measure if the system is working well - Key metrics to track (latency, accuracy, cost per task) - A/B testing strategy Be specific, practical, and production-ready. Prefer open-source tools.