Prior Knowledge or Search? A Study of LLM Agents in Hardware-Aware Code Optimization

LLM discovery and optimization systems are increasingly applied across domains, implementing a common propose-evaluate-revise loop. Such optimization or discovery progresses via context conditioning on received feedback from an environment. However, as modern LLM agents are increasingly complex in t...