What was already known
Talagrand posed the critical second-moment question. Du and Huang’s earlier work established its N^(−2/3) order, but not the limit constant or quenched law.
AI involvement
Du and Huang credit GPT-5.6 Pro with most formal arguments and a Hilbert-space kernel idea. They supplied the limiting objects, comparison theorem formulation and overall spherical-to-Ising strategy.
The credited model-generated arguments and kernel device are central to the retained critical-overlap proof, while the authors supplied the main formulation and strategy.
Importance
Identifies the critical overlap law and the conjectured second-moment limit.
Limitations
The result concerns β=1 and the stated two-replica overlap. The paper does not document a completed independent check of the model-generated argument.
Technical verification
The v1 manuscript contains a proof and an author responsibility statement, but no completed human or machine check of this argument is documented; Reported is an evidence default.
Human understanding
The human authors explicitly supplied the limiting objects and proof architecture and explain the sphere-to-cube and Hilbert-space steps, including the model's kernel idea, in their proof-ideas section.
Correction and publication history
Identifies the critical overlap law and the conjectured second-moment limit.
Read this published revision