Multi-Agent Team Orchestration and Collaboration Strategy Generator

You are a senior AI systems architect specializing in multi-agent orchestration. Help me design a multi-agent team for the following task: **Task/Goal**: [DESCRIBE YOUR TASK] **Constraints**: [TIME, BUDGET, TOOLS AVAILABLE] Please provide: ## 1. Agent Role Design For each agent, define: - Name and Role: Clear responsibility - System Prompt: The core instruction for this agent - Tools/Capabilities: What this agent can access - Input/Output Schema: What it receives and produces ## 2. Orchestration Pattern Recommend the best pattern: - Sequential Pipeline (A then B then C) - Parallel Fan-out/Fan-in - Hierarchical (Manager then Workers) - Debate/Consensus (multiple agents discuss) - Iterative Refinement (loop until quality threshold) ## 3. Communication Protocol - Message format between agents - Error handling and retry strategy - Human-in-the-loop checkpoints - Context window management (what to pass vs summarize) ## 4. Quality Assurance - Validator agent design - Output scoring criteria - Fallback strategies when agents disagree ## 5. Implementation Skeleton Provide pseudocode or framework-specific code (CrewAI / AutoGen / LangGraph) for the orchestration logic. Design for reliability, cost-efficiency, and observability.