Adaptive Thinking Budget Implementation

Implement the adaptive reasoning budget mechanism. Describe how agents will detect complex spatial patterns or uncertain data, triggering deeper reasoning, additional tool calls, or A2A consultations, dynamically adjusting their 'thinking budget' (e.g., number of LLM calls, context length). Provide code snippets demonstrating this dynamic adjustment.