Primitive sets and von Mangoldt chains: Erdős Problem #1196 and beyond

Boris Alexeev, Kevin Barreto, Yanyang Li, Jared Duker Lichtman, Liam Price, Jibran Iqbal Shah, Quanyu Tang, Terence Tao

For every primitive set A contained in [x,∞), x≥2, the sum f(A)=Σₐ∈A 1/(a log a) is at most 1+O(1/log x).

Sources for this record

What was already known

The 1966 conjecture sought 1+o(1). The previous asymptotic upper bound was approximately 1.399+o(1), while known primitive layers approach 1.

AI involvement AI-autonomous

An autonomous GPT-5.4 Pro run produced an initial proof and suggested the von Mangoldt-weighted chain method. Eight human authors rewrote and reviewed the final proof; Math Inc.’s Gauss formalized the quantitative result.

The authors explicitly identify an autonomous model run that produced the initial proof of this exact theorem.

Importance Notable

Settles the conjectured sharp leading constant with a quantitative error term.

Limitations

The human proof review and Lean formalization are source-reported. The relationship between the released Lean statement and the formal conjecture has not been independently checked.

Technical verification Formal (Lean 4 + human)

The authors report a completed review of the final proof, and the cited Lean project formalizes the quantitative estimate. Both checks are source-reported; neither was rerun here.

Formal checking

Generation and review of the final proof

Checker
Eight human authors of the primitive-sets paper
Scope
Theorem 1.1 quantitative primitive-set bound
Basis
Reported by the linked checker
Evidence source

Formal checking

Lean formalization in Main.lean and FormalConjecturesErdos1196.lean

Checker
Lean 4, in Math Inc.'s Erdos1196 project generated by Gauss
Scope
Every primitive A above x satisfies f(A) <= 1+O(1/log x), with a bridge to the formal #1196 statement
Basis
Reported by the linked checker
Evidence source

Checking a formal statement does not establish that it matches the original problem.

Human understanding Full

The authors explain the chain/antichain duality, von Mangoldt transition and sub-invariant weight behind the bound.

Correction and publication history