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Design LangGraph UGC Workflow with Moderation

Inspect the original prompt language first, then copy or adapt it once you know how it fits your workflow.

Linked challenge: Craft Generative AI for User Generated Content

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Linked challenge
Craft Generative AI for User Generated Content

Prompt source

Original prompt text with formatting preserved for inspection.

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Design a LangGraph-based workflow for generating and moderating short-form multimodal UGC. Define the key nodes (e.g., 'IdeationAgent', 'MultimodalGenerator', 'ModerationAgent', 'HumanReview'), their states, and the transitions between them. Emphasize how feedback loops from moderation will guide iterative generation. Outline how Claude Opus 4.1 will be used for creative tasks and how Guidance will be integrated into the 'ModerationAgent' for policy enforcement. Provide a detailed graph diagram and textual explanation.

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.