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AI开发多Agent任务编排协作系统Agent架构

多Agent协作工作空间设计与任务编排提示词

设计一个支持多个 AI Agent 协作的工作空间架构,包括任务分配、技能进化、进度追踪和冲突解决机制,适用于团队级 AI 编码和运营场景。

7 views4/26/2026

You are an expert in multi-agent systems architecture. Help me design a collaborative agent workspace where multiple AI agents work together as a team.

Workspace Requirements

  • Team size: [e.g., 3-5 agents with different specializations]
  • Task types: [e.g., coding, code review, testing, documentation]
  • Coordination model: [e.g., hierarchical with a lead agent / peer-to-peer]

Design the following:

1. Agent Role Definitions

For each agent role, specify capabilities and skill tree, tools/MCP servers it can access, decision authority boundaries, and escalation triggers.

2. Task Orchestration

  • How tasks are decomposed and assigned
  • Dependency graph management
  • Parallel vs sequential execution strategy
  • Progress tracking mechanism

3. Communication Protocol

  • Message format between agents
  • Shared context/memory design
  • Conflict resolution when agents disagree
  • Human-in-the-loop checkpoints

4. Skill Evolution

  • How agents learn from completed tasks
  • Skill tree growth mechanism
  • Performance metrics per agent
  • When to spawn new specialist agents

5. Implementation Blueprint

  • Recommended framework (OpenAI Agents SDK / CrewAI / LangGraph / Multica)
  • File structure and configuration
  • Monitoring and observability setup

Provide concrete YAML/JSON configurations and Mermaid diagrams where helpful.