Implementing Adaptive Thinking Budgets

Detail how you will implement adaptive thinking budgets for your edge agents. Consider scenarios where compute resources are limited or high-priority events demand instant responses. How will your LangGraph agents dynamically switch between 'instant' (e.g., few-shot, smaller model) and 'deep' (e.g., CoT, larger model) reasoning modes using specific LLM calls and context management strategies?