M. Amini

Don't Overthink, Don't Underthink: Toward Adaptive Reasoning in Agentic AI

Recent advances in Large Language Models (LLMs) have shown that increased inference-time reasoning can improve performance on complex tasks. However, many existing approaches rely on fixed or preallocated reasoning controls, such as fixed token budgets, pre-execution difficulty estimates, or activation-space interventi...