Refine and Test Adaptive Reasoning Budget

Implement an adaptive reasoning budget mechanism. For example, allow the agent to use a 'longer' thinking process (e.g., more LLM tokens, more iterative steps) when generating initial hypotheses or performing complex data analysis, but a 'shorter' process for routine data retrieval. Test its impact on the quality of outputs and computational cost.