Implementing Adaptive Thinking Budgets

Implement the core logic for your Langroid agent to manage adaptive thinking budgets. How will the agent determine when to use more or less 'thought' (e.g., fewer Claude Sonnet 4 calls, shorter reasoning chains) based on the perceived complexity or novelty of the pricing data it encounters?