PART 3 - THE THIRD AXIS CHAPTER 15: DEPLOY NOW, PRAY LATER Judging the Plausibility Machine

"In Dex Horthy’s three-problem SlopCodeBench experiment, Opus 5 passed four of seventeen strict checkpoints, while the other two evaluated models passed one each."

Horthy's July 2026 report describes an incremental evaluation of three Claude models using held-out black-box tests and regression checks from earlier stages. Even the strongest model cleared only four of seventeen checkpoints, illustrating the challenge of sustaining correctness across successive implementation tasks.

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