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Linked challenge: Autonomous Mineral Exploration Swarm using CrewAI and GPT-5.3-Codex

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Linked challenge
Autonomous Mineral Exploration Swarm using CrewAI and GPT-5.3-Codex

Prompt source

Original prompt text with formatting preserved for inspection.

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Using CrewAI, design a team of agents including a Lead Geologist, a Regulatory Analyst, and a Risk Manager using GPT-5.3-Codex as the core reasoning engine.

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.