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Design the Multi-Agent System Architecture

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Linked challenge: Multi-Agent AI for Smart Infrastructure Bidding & Risk (AutoGen, OpenAI o3, Ray Tune)

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Linked challenge
Multi-Agent AI for Smart Infrastructure Bidding & Risk (AutoGen, OpenAI o3, Ray Tune)

Prompt source

Original prompt text with formatting preserved for inspection.

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Define the roles and responsibilities for each AI agent (e.g., Project Estimator, Risk Analyst, Bidding Strategist) within your AutoGen framework. Describe how they will interact and what information they will exchange to generate a comprehensive project bid.

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.