QED: An Open-Source Multi-Agent System for Generating Mathematical Proofs on Open Problems

Chenyang An, Qihao Ye, Minghao Pan, Jiayaun Zhang

For a one-parameter complex projective degeneration with simple-normal-crossing central fiber and smooth nearby fiber X_t, QED proves that H¹(X,Z) maps onto the monodromy-invariant subgroup H¹(X_t,Z)^T.

Sources for this record

What was already known

The Clemens–Schmid invariant-cycle theorem gave the analogous rational statement; the integral degree-one case was open. A human author had already found an unpublished proof when QED received the problem, and later published that separate proof; an integral degree-two analogue was shown false.

AI involvement AI-autonomous

A domain expert supplied the problem statement. QED generated a proof without further mathematical input; Yilong Zhang verified and explained it. A different human proof had already been found independently.

The QED report says the expert gave the problem with no further mathematical input and the system independently generated a different proof.

Importance Notable

Provides an independent proof route for an integral degree-one invariant-cycle theorem.

Limitations

A human researcher had independently found an unpublished proof before the QED run and later published it. That proof is separate from QED’s argument; degree two has a counterexample.

Technical verification Formal (human)

The report and project README explicitly say Yilong Zhang independently verified the resulting proof of the degree-one integral invariant-cycle statement. This is a source-reported complete human check, not one reproduced here.

Formal checking

The report and project README explicitly say Yilong Zhang independently verified the resulting proof of the degree-one integral invariant-cycle statement. This is a source-reported complete human check, not one reproduced here.

Checker
Yilong Zhang, algebraic geometer and coauthor of the separate human proof
Scope
Surjectivity of H^1(X,Z) to H^1(X_t,Z)^T under the stated simple-normal-crossing degeneration assumptions
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 expert identifies and explains the proof's residue interpretation and reduction to Picard–Lefschetz theory.

Correction and publication history

2026-10-18 · publication

QED generated a distinct proof from a problem-only prompt; Yilong Zhang verified and explained it.

Read this published revision