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Implement Gemini 2.5 Pro Deep Think for Bias Detection

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

Linked challenge: Neutrality Score for Bias Detection & Fact-Checking

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Linked challenge
Neutrality Score for Bias Detection & Fact-Checking

Prompt source

Original prompt text with formatting preserved for inspection.

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Develop an agent node (e.g., 'BiasDetectorAgent') that uses Gemini 2.5 Pro, specifically invoking its Deep Think mode, to analyze nuanced linguistic patterns for various types of bias (e.g., loaded language, framing, attribution bias) within a given text segment. Ensure the agent can provide detailed reasoning for its bias classifications.

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.