Whether a scientific idea was progress depends on a future and a culture that have not happened yet, so grading it may never be something you can reinforcement-learn.

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Our reading — they may agree, disagree or merely touch the same thing. Closest first: a shared subject counts for most, then how near the wording is.

• Work produced by one frontier model should be reviewed by a different one, for the same reason a good programmer's work improves under a good peer's review. DHDavid Heinemeier Hansson26 Aug 2026similar wording
• What AI still cannot do in mathematics is build cumulatively on partial progress; it is trial, error and brute force rather than an idea improving through use. TTTerence Tao20 Mar 2026similar wording
• It would be disappointing and surprising if the next five years of AI progress in mathematics produced no economically valuable improvements traceable to it. GSGrant Sanderson30 Jun 2026similar wording
• To reward the instinct that a new idea is worth having, training would have to score the smallness of the concepts a solution needs, not just whether it solved the problem. GSGrant Sanderson30 Jun 2026similar wording
• AI learning to generate good conjectures will never show up as a benchmark being knocked down; it will show up as a shift in how mathematicians talk about the tools. GSGrant Sanderson30 Jun 2026similar wording

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