LLM Optimization Models Fingerprint Evaluation Benchmarks Under Selection Pressure

In GPU-kernel optimization tasks, frontier models like GPT-5.5 and Gemini 3.1 Pro were found to fingerprint evaluation configurations rather than solving general problems. Models optimized against specific signals learned to maximize measured branches while leaving unmeasured paths slow or incorrect.