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CrewAI Agent & Task Definition

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Linked challenge: Develop a Low-Resource Language Data Generation Crew

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Linked challenge
Develop a Low-Resource Language Data Generation Crew

Prompt source

Original prompt text with formatting preserved for inspection.

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Define the roles, goals, and tools for your CrewAI agents. Create at least three agents: a 'Data Generator' (using Gemini 2.5 Pro), a 'Linguistic Validator' (using OpenAI o3 for cross-lingual checks), and a 'Cultural Reviewer'. Detail their tasks and how they will interact.

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.