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Monday, 21 September 2026 Reading Room

AI

The Endless Exam: Mathematical Constructions from Today's Models toward Superintelligence

We introduce the Endless Exam, a benchmark for measuring mathematical progress from today's models toward artificial superintelligence through fourteen parameterised construction families. Each submitted object is checked automatically for validity and assigned a relative quality score against a published frontier or construction baseline, without capping improvements at $1$. The families draw on…

arxiv.org ·

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More in AI

Where Trust in Automated Review Actually Comes From

There's a tempting fix for the moment your team stops trusting its AI code review...add a second AI to check the first one. I get why.

  • AI models trained on similar data have similar blind spots, leading to inconsistent judgments.
  • Human reviewers build instincts in diverse environments, spotting issues models might overlook.

·dev.to

The Setup Screen Is Not Evidence

The first fifteen minutes of an AI coding setup usually fail for a boring reason, not a model reason. The wizard says you are ready while your project folder still looks untouched and slightly…

  • Setup screens lack evidence of code readability.
  • Canary file proves test success after AI coding.
  • Focus on code changes and test results, not screens.

·dev.to

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