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Extended Thinking Budget Allocation Prompt

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Linked challenge: Cybersecurity M&A Due Diligence

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Linked challenge
Cybersecurity M&A Due Diligence

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Define a strategy for using GPT-5's extended thinking with adaptive reasoning budgets. For a given complex query (e.g., 'Analyze the long-term impact of AcmeSec's Q1 supply chain attack on its market valuation and recommend mitigation strategies.'), describe how the budget might adapt based on initial assessment complexity or confidence scores. Provide an example of how a prompt would be structured to leverage this.

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.