Develop Claude Sonnet 4 Agents with Adaptive Thinking Budgets

implementationChallenge

Prompt Content

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.

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