In July 2026 several members of my FRG grant met at UC Berkeley to work. Several participants were coming directly from the ICM and AI was an impossible-to-avoid topic. Akhil Mathew and I had been playing around extensively with these tools for quite a while, but not everyone had, so we decided to brainstorm a list of problems related to our grant and pose them as problems to Codex and Claude Code. The most surprising result is a Codex proof that Hodge numbers are derived invariants in dimension $4$, the proof of which we present below.

The Leiden Declaration asserts the primacy of human authors. To that end, and since this is my blog, I am the author of this blog post. Full credit to humans and models is given toward the end of this post.

Background and statement of theorem

Let $X$ and $Y$ be smooth projective varieties over $\mathbf C$. Orlov’s conjecture [1] asserts that an equivalence

\[D^b(X)\simeq D^b(Y)\]

implies that the rational Chow motives of $X$ and $Y$ are isomorphic, which in turn implies $h^{p,q}(X)=h^{p,q}(Y)$ for all $p,q$.

Popa and Schnell proved that Hodge numbers are derived invariants for complex threefolds [2]. The characteristic-zero hypothesis is essential: Addington and Bragg constructed derived-equivalent Calabi–Yau threefolds in characteristic $3$ with different Hodge numbers [3].

Theorem A. If $X$ and $Y$ are derived-equivalent smooth projective complex fourfolds, then

\[h^{p,q}(X)=h^{p,q}(Y)\]

for every $p,q$.

Reductions

We can assume that $X$ and $Y$ are connected and of dimension $4$. We have Serre duality, which implies that $h^{p,q}=h^{4-p,4-q}$, and Hodge symmetry, which implies that $h^{p,q}=h^{q,p}$.

Popa and Schnell in [2] prove that $h^{0,1}$ is a derived invariant (for $X$ and $Y$ of any dimension, in characteristic $0$).

In their appendix, Addington and Bragg prove that, in dimensions at most four and in characteristic $0$, derived equivalence preserves the Hodge numbers $h^{0,q}$. In fact, their argument gives an alternative proof of the Popa–Schnell result in this case.

A final classical argument is to use the derived invariants of Hochschild homology together with HKR degeneration. Specifically, $\dim_k\HH_i(X/k)$ is a derived invariant and we have by HKR that

\[\dim_k\HH_i(X/k)=\sum_j h^{i+j,j}.\]

Taken together, the facts above imply that for fourfolds in characteristic $0$ the only ambiguity is what happens in $\HH_0$. Of course, $h^{0,0}$ and $h^{4,4}$ are derived invariants and we have $h^{1,1}=h^{3,3}$. By Hochschild homology, $2h^{1,1}+h^{2,2}$ is a derived invariant.

It remains to find an additional relation that lets us separate $h^{1,1}$ from $h^{2,2}$.

Topological signature

The main insight due to GPT 5.6 Sol is that the topological signature is a derived invariant of even-dimensional smooth projective complex varieties. If $X$ is a $2d$-dimensional smooth projective complex variety, then the cup product pairing on $\H^{2d}(X;\mathbf{R})$ is symmetric and non-degenerate. The topological signature of $X$, denoted here by $\sigma(X)$, is the signature of this pairing. Hirzebruch’s signature formula gives \(\sigma(X)=\sum_{p,q}(-1)^qh^{p,q}.\) See Voisin [6], Theorem 6.33.

Theorem B. Let $X$ and $Y$ be derived equivalent smooth projective complex varieties of even dimension. Then, $\sigma(X)=\sigma(Y)$.

Theorem B implies Theorem A. By our previous reductions, we have

\[0=\sigma(X)-\sigma(Y)=(h^{2,2}(X)-2h^{1,1}(X))-(h^{2,2}(Y)-2h^{1,1}(Y)).\]

Thus, the quantity $h^{2,2}-2h^{1,1}$ is a derived invariant. Together with the derived invariance of $2h^{1,1}+h^{2,2}$, this implies the derived invariance of $h^{1,1}$ and $h^{2,2}$, which completes the proof of Theorem A.

The Mukai pairing and the proof of Theorem B.

The Mukai pairing on $\HH_0(X/\bC)$ is induced by the functor $D^b(X)^\op\times D^b(X)\rightarrow D^b(\bC)$ given by taking mapping complexes together with the fact that $\HH(D^b(X)^\op/\bC)\we\HH(D^b(X)/\bC)$. Using topological $K$-theory one can also obtain a version of this pairing on the direct sum of even rational or complex cohomology groups of $X$ using the Chern character. The Mukai pairing is a derived invariant, by construction.

In this form, if $\alpha=\sum\alpha_j$ is an element of $\H^\mathrm{ev}(X;\bC)=\oplus_j\H^{2j}(X;\bC)$, then let

\[\alpha^\vee=\sum_j (-1)^j \alpha_j.\]

In terms of $\H^\mathrm{ev}(X;\bC)$, the Mukai pairing is

\[P_X(\alpha,\beta) =\int_X e^{c_1(X)/2}\alpha^\vee\beta.\]

see Căldăraru and Willerton [5] or Huybrechts [4], Propositions 5.39 and 5.44.

We can symmetrize the Mukai pairing to obtain

\[P_X(\alpha,\beta)+P_X(\beta,\alpha)=\int_X e^{c_1(X)/2}\alpha^\vee\beta+e^{c_1(X)/2}\beta^\vee\alpha.\]

Since the involution $(-)^\vee$ acts by $(-1)^{2d}=1$ on top cohomology,

\[\int_X e^{c_1(X)/2}\beta^\vee\alpha=\int_X e^{-c_1(X)/2}\alpha^\vee\beta,\]

so that

\[S_X(\alpha,\beta):=P_X(\alpha,\beta)+P_X(\beta,\alpha) =2\int_X\mathrm{cosh}(c_1(X)/2)\alpha^\vee\beta.\]

Put

\[Q_X(\alpha,\beta)=\int_X\alpha^\vee\beta \qquad\text{and}\qquad B_X=\sqrt{\mathrm{cosh}(c_1(X)/2)}.\]

Since $B_X^\vee=B_X$, we have

\[S_X(\alpha,\beta)=2Q_X(B_X\alpha,B_X\beta).\]

Multiplication by $B_X$ is a real automorphism, and the factor $2$ is positive, so $S_X$ and $Q_X$ have the same signature. For $j<d$, the restriction of $Q_X$ to

\[\H^{2j}(X;\mathbf{R})\oplus\H^{4d-2j}(X;\mathbf{R})\]

is hyperbolic by Poincaré duality and therefore has signature zero. On the middle cohomology $\H^{2d}(X;\mathbf{R})$, the pairing $Q_X$ is $(-1)^d$ times the ordinary cup product pairing. Consequently,

\[\operatorname{sig}(S_X)=(-1)^d\sigma(X).\]

A derived equivalence preserves $P_X$, hence also $S_X$, and it preserves the dimension. It therefore preserves $\sigma(X)$. This completes the proof of Theorem B.

Comments on the process

I provided the following prompt.

There is a conjecture that if X and Y are derived equivalent smooth projective varieties over the complex numbers, then they have the same Hodge numbers. Can you find a counterexample to this conjecture (or prove it)? If so, please write this up as a TeX/PDF file for me to read.

This resulted in a summary after 20 minutes of the state of the art. I asked the model to keep pushing. After an additional 1 hour and 50 minutes it had solved dimension $4$, but hadn’t stopped. It was working on the general case. I paused it and asked for the proof in dimension $4$, which it provided here, after some back-and-forth on the correctness of some results in the literature (a paper it cited on the arXiv had been withdrawn).

As you can see from the prompt, I expect this to be false in general. I was pleasantly surprised to see a proof in dimension $4$.

The original output included a formalization, but it was very incomplete, just formalizing Theorem A from Theorem B and all of the easy reduction steps. Theorem B itself was not formalized. I have no doubt this could have been done; however, the humans were able to check the proof directly.

Thanks to Bryna Kra for suggesting I include the exact details here.

Contributions and support

The following uses the CRediT contributor-role taxonomy.

  • GPT-5.6 Sol Extra High (OpenAI): Conceptualization, Formal analysis, Investigation, Methodology, Validation, Writing – original draft.
  • Opus 4.8 (Anthropic): Validation.
  • Benjamin Antieau (Northwestern): Formal analysis, Funding acquisition, Validation, Writing – review & editing.
  • Andrei Căldăraru (Wisconsin): Formal analysis, Funding acquisition, Validation, Writing – review & editing.
  • Akhil Mathew (Chicago): Formal analysis, Funding acquisition, Validation, Writing – review & editing.
  • Martin Olsson (Berkeley): Formal analysis, Funding acquisition, Validation, Writing – review & editing.
  • Ruoxi Li (Berkeley): Formal analysis, Validation, Writing – review & editing.
  • Noah Olander (Berkeley): Formal analysis, Validation, Writing – review & editing.
  • Joshua Mundinger (Berkeley): Formal analysis, Validation, Writing – review & editing.

All of the named contributors checked the proof carefully. Benjamin Antieau provided the subscription used to access GPT-5.6 Sol Extra High and Akhil Mathew provided the subscription used to access Opus 4.8. This work was supported by NSF grant DMS-2152235, FRG: Higher categorical structures in algebraic geometry (Benjamin Antieau, Andrei Căldăraru, Akhil Mathew, and Martin Olsson).

References

[1] Dmitri Orlov, Derived categories of coherent sheaves and motives, Russian Math. Surveys 60 (2005), 1242–1244. doi:10.1070/RM2005v060n06ABEH004292.

[2] Mihnea Popa and Christian Schnell, Derived invariance of the number of holomorphic $1$-forms and vector fields, Ann. Sci. Éc. Norm. Supér. (4) 44 (2011), 527–536. doi:10.24033/asens.2149.

[3] Nicolas Addington and Daniel Bragg, Hodge numbers are not derived invariants in positive characteristic, Math. Ann. 387 (2023), 847–878. arXiv:2106.09949.

[4] Daniel Huybrechts, Fourier–Mukai transforms in algebraic geometry, Oxford Mathematical Monographs, Oxford University Press, 2006.

[5] Andrei Căldăraru and Simon Willerton, The Mukai pairing, I: a categorical approach, New York J. Math. 16 (2010), 61–98. arXiv:0707.2052.

[6] Claire Voisin, Hodge theory and complex algebraic geometry, I, Cambridge Studies in Advanced Mathematics 76, Cambridge University Press, 2002.