LLMs frequently memorize test data to inflate performance scores. This contamination occurs when training sets overlap with evaluation benchmarks. Ben's Bites highlights how routers and writers mask these failures. Practitioners must now prioritize out-of-distribution testing to verify actual reasoning capabilities over rote memorization of common benchmarks.