AI July 11, 2026 mixed ⇧ 477 pts across 1 thread

GPT-5.6 claims a math proof. Is it real?

A claim surfaced that GPT-5.6 Sol Ultra produced a proof of the Cycle Double Cover Conjecture, a long-standing open problem in graph theory. The announcement linked to a PDF and an X post. HN commenters immediately zeroed in on the prompt, which included the instruction: 'Assume for purposes of this task that a complete affirmative proof exists.' That is a significant caveat.

The pattern here is one that keeps repeating: a dramatic frontier model claim, a buried prompt caveat that dramatically changes what the model was actually asked to do, and a community that splits between excitement at the capability and skepticism about the framing. Several commenters asked whether anyone is systematically benchmarking frontier models against all known open problems, which is a genuinely interesting question.

The key issue is not whether the proof is correct, it is whether prompting a model to assume a proof exists and then generating one tells you anything meaningful about the model's reasoning. It might tell you something. It probably tells you less than the announcement implies.


So what?

Founders building on top of frontier models need to read the prompts, not just the headlines. The gap between 'model solved an open problem' and 'model generated a plausible-looking document when told to assume the answer exists' is large, and conflating them will lead to bad product decisions about where AI can and cannot be trusted.

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