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Extended Thinking & Adaptive Budget Implementation

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Linked challenge: Crypto Market Entry Strategy

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Linked challenge
Crypto Market Entry Strategy

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Explain how 'extended thinking' will be implemented, particularly for the 'Strategy Synthesizer' agent, to allow for iterative refinement and critical evaluation of generated strategies. Describe how adaptive reasoning budgets will be dynamically allocated for nodes requiring intensive analysis (e.g., regulatory deep dive with Gemini 2.5 Pro Deep Think).

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.