Automated Theorem Proving - Mel Nathanson
How Harmonic's "Mathematical Superintelligence" System Aristotle
Solved Some of My Problems
from Mel Nathanson on Research Seminars (04/30/2026): https://researchseminars.org/seminar/New_York_Number_Theory_Seminar:
Several open problems from my paper ``Problems and results on intersections of product sets and sumsets in semigroups" (arXiv:2604.04781) were recently solved by Aristotle, a formal reasoning agent developed by Harmonic. The solutions were published on April 20, 2026, in the paper ``Global product intersections sets in semigroups" by Wouter Van Doorn, Pietro Monticone, and Quanyu Tang (arxiv:2604:18869). This talk will describe product intersection sets, the open problems solved by Aristotle, what parts of the solution were in the original paper, and what exactly was the new idea that Aristotle invented to solve the problems.
Source Paper from Mel Nathanson
Problems and Results on Intersections of Product Sets and Sumsets in Semigroups
For a familyof subsets of a semigroup, the product intersection set records those exponents for which the -fold product set of the intersection, , is equal to , the intersection of the product sets. Nathanson recently asked which subsets of can occur as a product intersection set, both for arbitrary and for decreasing families . We solve both problems by giving a complete classification. In particular, when , we show that in either case any subset with occurs as a product intersection set. Both classifications were autonomously discovered and formally verified in Lean by Aristotle, a formal reasoning agent developed by Harmonic.
Response to the Source
Global Product Intersection Sets in Semigroups
For a familyof subsets of a semigroup, the product intersection set records those exponents for which the -fold product set of the intersection, , is equal to , the intersection of the product sets. Nathanson recently asked which subsets of can occur as a product intersection set, both for arbitrary and for decreasing families . We solve both problems by giving a complete classification. In particular, when , we show that in either case any subset with occurs as a product intersection set. Both classifications were autonomously discovered and formally verified in Lean by Aristotle, a formal reasoning agent developed by Harmonic.
About Aristotle from Harmonic
On Mathematical Superintelligence
Aristotle: IMO-level Automated Theorem Proving


















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