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Orchestrate Hybrid Reasoning and OpenAI o3 for Revisions

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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Configure agents to employ hybrid reasoning: use instant checks for simple, objective facts and trigger Deep Think mode for complex, subjective claims. Additionally, develop a 'RevisionAgent' that takes identified biased statements and uses OpenAI o3 to generate multiple, more neutral phrasing options, demonstrating a nuanced understanding of language reframing.

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.