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Develop Claude Sonnet 4 Agents with Adaptive Thinking Budgets
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Linked challenge: Strategic Market Analysis Agents for AI Industry Impact
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Linked challenge
Strategic Market Analysis Agents for AI Industry Impact
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For the 'Trend Forecaster' and 'Strategy Synthesizer' agents, integrate Claude Sonnet 4. Implement an adaptive thinking budget mechanism: when the agents encounter conflicting data or require deeper causal analysis (e.g., for high-impact recommendations), they should dynamically increase their token usage. Demonstrate this through log output showing budget adjustments.
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.