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Adaptive Thinking Budget for Claude Opus 4.1

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Linked challenge: Productivity Agent for Enterprise Knowledge Worker

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Linked challenge
Productivity Agent for Enterprise Knowledge Worker

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Original prompt text with formatting preserved for inspection.

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Explain how you will implement adaptive thinking for your agents, especially the 'Report Summarizer'. How will the agent determine when to allocate more 'thinking budget' (e.g., more detailed prompt, multiple Claude Opus 4.1 calls) for complex data synthesis versus a quick summary for simpler data points? Provide a conceptual design.

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.