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Design systems where multiple AI agents collaborate with specialized roles and orchestrator patterns
Orchestrator (Task Parser)
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Researcher Analyst Writer
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Orchestrator (Combine Results)Each agent needs a clear system prompt:
researcher_prompt = '''
You are a research specialist.
Find relevant information on the given topic.
Return: key findings, source URLs.
Do NOT analyze — just gather.
'''
analyst_prompt = '''
You are a data analyst.
Extract patterns and insights from research findings.
Return: 3-5 key insights with evidence.
'''Design a multi-agent system for code development with roles: PM, Architect, Developer, Tester, Reviewer.