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Extended Thinking & Adaptive Budget Implementation

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Linked challenge: M&A Analyst Team for Acquisition Bid Analysis

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Linked challenge
M&A Analyst Team for Acquisition Bid Analysis

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Detail how you will implement extended thinking patterns within the 'Strategic Advisor' agent using GPT-5's capabilities. Specifically, explain how adaptive reasoning budgets will be managed to allow for deeper analysis on critical decision points (e.g., valuation assessment) versus quicker processing for routine data aggregation.

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.