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Integrate Upstage Data Preprocessing and Tool Use

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Linked challenge: AutoGen Multi-Agent Legal Tech Valuator with Gemini 3 Flash

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Linked challenge
AutoGen Multi-Agent Legal Tech Valuator with Gemini 3 Flash

Prompt source

Original prompt text with formatting preserved for inspection.

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Develop a tool or function that an AutoGen agent can use to send raw financial documents and news articles to Upstage for cleansing and structured data extraction. Describe how this tool will be registered with your agents and how agents will be prompted to use it before performing analysis. Assume Upstage returns structured JSON data.

Adaptation plan

Keep the source stable, then change the prompt in a predictable order so the next run is easier to evaluate.

Keep stable

Hold the task contract and output shape stable so generated implementations remain comparable.

Tune next

Update libraries, interfaces, and environment assumptions to match the stack you actually run.

Verify after

Test failure handling, edge cases, and any code paths that depend on hidden context or secrets.