""" Example 2: Technical Architecture Debate with Batch Processing This example demonstrates using batched_run to process multiple technical architecture questions, comparing different approaches to system design. """ from swarms import Agent, DebateWithJudge # Create specialized technical agents pro_agent = Agent( agent_name="Microservices-Pro", system_prompt=( "You are a software architecture expert advocating for microservices architecture. " "You present arguments focusing on scalability, independent deployment, " "technology diversity, and team autonomy. You use real-world examples and " "case studies to support your position." ), model_name="gpt-4o-mini", max_loops=1, ) con_agent = Agent( agent_name="Monolith-Pro", system_prompt=( "You are a software architecture expert advocating for monolithic architecture. " "You present counter-arguments focusing on simplicity, reduced complexity, " "easier debugging, and lower operational overhead. You identify weaknesses " "in microservices approaches and provide compelling alternatives." ), model_name="gpt-4o-mini", max_loops=1, ) judge_agent = Agent( agent_name="Architecture-Judge", system_prompt=( "You are a senior software architect evaluating architecture debates. " "You analyze both arguments considering factors like team size, project scale, " "complexity, operational capabilities, and long-term maintainability. " "You provide balanced synthesis that considers context-specific trade-offs." ), model_name="gpt-4o-mini", max_loops=1, ) # Create the debate system architecture_debate = DebateWithJudge( pro_agent=pro_agent, con_agent=con_agent, judge_agent=judge_agent, max_rounds=2, # Fewer rounds for more focused technical debates output_type="str-all-except-first", verbose=True, ) # Define multiple architecture questions architecture_questions = [ "Should a startup with 5 developers use microservices or monolithic architecture?", "Is serverless architecture better than containerized deployments for event-driven systems?", "Should a financial application use SQL or NoSQL databases for transaction processing?", "Is event-driven architecture superior to request-response for real-time systems?", ] # Execute batch processing results = architecture_debate.batched_run(architecture_questions) # Display results for result in results: print(result)