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DSPy Pipeline for Micro-Content Idea Generation

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Linked challenge: Develop a Generative AI Micro-Content Studio

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Linked challenge
Develop a Generative AI Micro-Content Studio

Prompt source

Original prompt text with formatting preserved for inspection.

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Design a DSPy signature for generating micro-content concepts based on product features, brand guidelines, and audience segments. Use GPT-5 as your core generator. How will you iteratively refine the concept within a DSPy `ChainOfThought` or `MultiHop` module?

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.