PART 3 - THE THIRD AXIS CHAPTER 15: DEPLOY NOW, PRAY LATER BenchMaxxing

"Scale AI introduced SWE-bench Pro in September 2025, and leading models initially scored approximately 23% on its public evaluation."

Scale AI reported initial public-split scores of 23.3% for GPT-5 and 23.1% for Claude Opus 4.1. The benchmark introduced more demanding software-engineering tasks and demonstrated how evaluation design can substantially change measured model performance.

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