AIBullisharXiv – CS AI · 5h ago6/10
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CodeEvolve: LLM-Driven Evolutionary Optimization with Runtime-Enriched Target Selection for Multi-Language Code Enhancement
CodeEvolve is an AI-driven evolutionary framework that automates code optimization by using LLMs, runtime profiling, and Monte Carlo Tree Search to identify and improve performance bottlenecks. The system achieves significant speedups (15.22x average) on enterprise Java codebases while maintaining functional correctness through rigorous validation pipelines.