4h ago

OpenAI model disproves a longstanding mathematical conjecture on unit circle grid-point intersections

The proof builds on assumptions established by Paul Erdős.

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Original post

There's a LOT going on in AI for math right now, partly (but not fully) inspired by the OpenAI result last week, where a model disproved a longstanding, pretty famous conjecture. Little of the general discussion has tried to explain the math tho, so I did! https://www.understandingai.org/p/openais-milestone-math-breakthrough

6:59 AM · May 28, 2026 View on X

If you read last week's OpenAI post about their (quite impressive) math breakthrough, you probably got to this diagram and had no idea what you were looking at. I know I didn't. Now you can read @chi_t_williams's article explaining it and the rest of the result.

4:52 PM · May 28, 2026 · 1.6K Views

The unit distance problem tries to calculate how many points in a plan can be exactly one unit apart. Erdos tried to do this by placing points on a grid. He realized that if you pick exactly the right grid size, you can have a bunch of one-away diagonals. Like this:

Timothy B. LeeTimothy B. Lee@binarybits

If you read last week's OpenAI post about their (quite impressive) math breakthrough, you probably got to this diagram and had no idea what you were looking at. I know I didn't. Now you can read @chi_t_williams's article explaining it and the rest of the result.

4:52 PM · May 28, 2026 · 1.6K Views
4:54 PM · May 28, 2026 · 485 Views

OpenAI's diagram showed a scenario with grid points 1/√65 apart. This should have led to points in the middle being 1 away from 16 neighbors, though (ironically) this meant the unit circle is larger than the grid and so no point is actually 1 away from 16 others.

Timothy B. LeeTimothy B. Lee@binarybits

For example, if the grid points are 1/5 apart, then each point will be 1 unit away from 12 points, as illustrated here:

4:56 PM · May 28, 2026 · 417 Views
5:02 PM · May 28, 2026 · 233 Views

Anyway, Erdos's conjecture was that this grid construction would produce (close to) the maximum number of unit-distance pairs. But it turns out this is wrong! OpenAI's Ai came up with another arrangement of points works better when the number of points is large.

Timothy B. LeeTimothy B. Lee@binarybits

OpenAI's diagram showed a scenario with grid points 1/√65 apart. This should have led to points in the middle being 1 away from 16 neighbors, though (ironically) this meant the unit circle is larger than the grid and so no point is actually 1 away from 16 others.

5:02 PM · May 28, 2026 · 233 Views
5:04 PM · May 28, 2026 · 182 Views

It's hard to draw this alternative pattern because it only produces more unit-distance pairs when you have many points. But @chi_t_williams generated a similar pattern with hundreds of points here. It's pretty.

Timothy B. LeeTimothy B. Lee@binarybits

Anyway, Erdos's conjecture was that this grid construction would produce (close to) the maximum number of unit-distance pairs. But it turns out this is wrong! OpenAI's Ai came up with another arrangement of points works better when the number of points is large.

5:04 PM · May 28, 2026 · 182 Views
5:05 PM · May 28, 2026 · 589 Views

@chi_t_williams Read a full explanation of the OpenAI result, and its implications for math, in Kai's post. https://www.understandingai.org/p/openais-milestone-math-breakthrough

Timothy B. LeeTimothy B. Lee@binarybits

It's hard to draw this alternative pattern because it only produces more unit-distance pairs when you have many points. But @chi_t_williams generated a similar pattern with hundreds of points here. It's pretty.

5:05 PM · May 28, 2026 · 589 Views
5:06 PM · May 28, 2026 · 535 Views

Other news outlets hand-waved past the substance of OpenAI's big math breakthrough last week. But I realized I had a math major on my team and I could get him to actually explain the result.

4:29 PM · May 28, 2026 · 2.1K Views

@chi_t_williams went to a math conference in January, so he was well placed to assess the announcement's larger significance.

Timothy B. LeeTimothy B. Lee@binarybits

Other news outlets hand-waved past the substance of OpenAI's big math breakthrough last week. But I realized I had a math major on my team and I could get him to actually explain the result.

4:29 PM · May 28, 2026 · 2.1K Views
4:30 PM · May 28, 2026 · 809 Views

@chi_t_williams https://www.understandingai.org/p/openais-milestone-math-breakthrough

Timothy B. LeeTimothy B. Lee@binarybits

@chi_t_williams went to a math conference in January, so he was well placed to assess the announcement's larger significance.

4:30 PM · May 28, 2026 · 809 Views
4:30 PM · May 28, 2026 · 738 Views
OpenAI model disproves a longstanding mathematical conjecture on unit circle grid-point intersections · Digg