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Design Agent Roles and Tools

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Linked challenge: Agentic System for Global AI Product Competitive Intelligence

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Linked challenge
Agentic System for Global AI Product Competitive Intelligence

Prompt source

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Design the core agent roles for a competitive intelligence system using OpenAI Agents SDK. Define at least three distinct agents (e.g., 'Data Gatherer', 'Market Analyst', 'Strategy Synthesizer') and specify the tools each agent will use. Explain how Claude 4 Sonnet will serve as the primary reasoning engine, how Portia AI will be integrated as a specialized analytical tool, and how Ludwig will orchestrate the overall workflow.

Adaptation plan

Keep the source stable, then change the prompt in a predictable order so the next run is easier to evaluate.

Keep stable

Preserve the role framing, objective, and reporting structure so comparison runs stay coherent.

Tune next

Swap in your own domain constraints, anomaly thresholds, and examples before you branch variants.

Verify after

Check whether the prompt asks for the right evidence, confidence signal, and escalation path.