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Initialize AI SDK for Request Input Interface

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

Linked challenge: Automate FOIA Request Processing

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Linked challenge
Automate FOIA Request Processing

Prompt source

Original prompt text with formatting preserved for inspection.

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Using Vercel's AI SDK, create a basic Next.js frontend that allows users to submit FOIA requests (as text or file uploads). Implement streaming UI for AI responses, showing classification status or extracted details. Ensure the AI SDK `useChat` hook is correctly configured to connect to your backend API route, and include necessary `ai/react` imports.

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.