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A graded registry of scientific results produced by or with AI

A new registry cataloguing scientific results produced with AI lists 19 findings as of July 22, 2026, including a counterexample to the Dinitz–Garg–Goemans conjecture by GPT-5.6 Pro and a formally verified counterexample to the Jacobian conjecture in dimension three by Claude Fable 5. The registry, compiled by an independent group, grades each result by verification status and AI involvement, spanning mathematics, computer science, archaeology, and biology.

read7 min views1 publishedAug 5, 2026
A graded registry of scientific results produced by or with AI
Image: source
| 2026-07-22 |
[Counterexample to the Dinitz–Garg–Goemans conjecture](/finding/2026-07-22-dinitz-garg-goemans) |

Independent | GPT-5.6 Pro | Claimed | AI-led | computer-science |

| 2026-07-20 |
[Counterexamples to the Gaussian moments conjecture](/finding/2026-07-20-gaussian-moments) |

Independent | GPT-5.6 Sol Pro + Claude Fable 5 | Author verified | AI-led | mathematics |

| 2026-07-19 |
[Counterexample to the Jacobian conjecture in dimension three](/finding/2026-07-19-jacobian-conjecture) |

Anthropic | Claude Fable 5 | Formally verified | Collaborative | mathematics |

| 2026-07-14 |
[Near-quadratic lower bound for derivative-free convex optimization](/finding/2026-07-14-zeroth-order-oracle-bound) |

Independent | GPT-5.6 Sol Pro | Formally verified | AI-led | mathematics |

| 2026-07-11 |
[Counterexample to Grothendieck's question on finite flat group schemes](/finding/2026-07-11-grothendieck-group-schemes) |

Independent | OpenAI Sol (construction); Claude Fable (Lean formalisation) | Formally verified | Collaborative | mathematics |

| 2026-06-25 |
[First Herculaneum scroll read end to end without unrolling it](/finding/2026-06-25-herculaneum-scroll-read) |

Vesuvius Challenge | Community-developed ink-detection neural networks | Author verified | AI-assisted | archaeology |

| 2026-05-21 |
[Nine Erdős problems and 44 OEIS conjectures proved with machine-checked proofs](/finding/2026-05-21-alphaproof-nexus) |

Google DeepMind | AlphaProof Nexus (LLM + Lean) | Formally verified | Search scaffold | mathematics |

| 2026-05-20 |
[Disproof of the Erdős unit-distance conjecture](/finding/2026-05-erdos-unit-distance) |

OpenAI | GPT-5 series reasoning model | Independently checked | AI-led | mathematics |

| 2026-01-15 |
[Structure in Bruhat intervals of permutation groups](/finding/2026-01-alphaevolve-bruhat) |

Google DeepMind | AlphaEvolve (Gemini-based) | Independently checked | Search scaffold | mathematics |

| 2026-01-13 |
[Erdős problem #728 resolved and formalized in Lean](/finding/2026-01-erdos-728) |

OpenAI / Harmonic | GPT-5.2 Pro + Aristotle | Formally verified | Autonomous | mathematics |

| 2025-11-20 |
[Early science acceleration experiments with GPT-5](/finding/2025-11-gpt5-science-acceleration) |

OpenAI | GPT-5 | Peer reviewed | AI-assisted | computer-science |

| 2025-11-03 |
[AlphaEvolve across 67 problems: 20 improvements, 8 regressions](/finding/2025-11-03-alphaevolve-at-scale) |

Google DeepMind | AlphaEvolve (Gemini-based) | Independently checked | Search scaffold | mathematics |

| 2025-10-19 |
[GPT-5 "solved 10 Erdős problems": it located existing solutions](/finding/2025-10-19-gpt5-erdos-retrieval) |

OpenAI | GPT-5 | Already known | Retrieval | mathematics |

| 2025-09-25 |
[Limits to black-box amplification in QMA, with the key step written by GPT-5](/finding/2025-09-25-qma-amplification-limits) |

UT Austin / CWI Amsterdam | GPT-5 Thinking | Author verified | AI-assisted | computer-science |

| 2025-09-17 |
[New families of unstable singularities in fluid equations](/finding/2025-09-17-unstable-singularities) |

Google DeepMind (with Brown, NYU and Stanford) | Physics-informed neural networks with Gauss–Newton optimisation | Author verified | Search scaffold | mathematics |

| 2025-09-17 |
[AI-generated bacteriophage genomes that replicate and kill bacteria](/finding/2025-09-17-evo-phage-genomes) |

Arc Institute / Stanford University | Evo 1 and Evo 2 | Author verified | AI-led | biology |

| 2025-09-11 |
[Strong prime number theorem formalized in Lean by an autoformalization agent](/finding/2025-09-11-gauss-strong-pnt) |

Math, Inc. | Gauss (autoformalization agent) | Author verified | AI-assisted | mathematics |

| 2025-08-01 |
[Improved step-size bound in smooth convex optimization](/finding/2025-08-gpt5-convex-bound) |

OpenAI | GPT-5 Pro | Already known | AI-assisted | mathematics |

| 2025-07-28 |
[Machine-checked Lean proofs for five of six 2025 IMO problems](/finding/2025-07-28-aristotle-imo-lean) |

Harmonic | Aristotle | Formally verified | AI-led | mathematics |

| 2025-07-21 |
[Gold-medal standard at the 2025 International Mathematical Olympiad](/finding/2025-07-21-gemini-deepthink-imo) |

Google DeepMind | Gemini Deep Think (advanced version) | Independently checked | AI-led | mathematics |

| 2025-06-03 |
[Phase 2a results for a drug whose target and molecule both came from AI](/finding/2025-06-03-rentosertib-phase2a) |

Insilico Medicine | PandaOmics (target) + Chemistry42 (molecule) | Peer reviewed | Search scaffold | medicine |

| 2025-05-14 |
[4×4 complex matrix multiplication in 48 scalar multiplications](/finding/2025-05-alphaevolve-matmul) |

Google DeepMind | AlphaEvolve (Gemini-based) | Independently checked | Search scaffold | computer-science |

| 2025-05-14 |
[Improved lower bound for the 11-dimensional kissing number](/finding/2025-05-alphaevolve-kissing) |

Google DeepMind | AlphaEvolve (Gemini-based) | Independently checked | Search scaffold | mathematics |

| 2025-05-14 |
[Improved bound for the Erdős minimum-overlap problem](/finding/2025-05-alphaevolve-minimum-overlap) |

Google DeepMind | AlphaEvolve (Gemini-based) | Independently checked | Search scaffold | mathematics |

| 2025-05-01 |
[Candidate treatment for dry age-related macular degeneration](/finding/2025-robin-macular) |

FutureHouse | Robin (multi-agent) | Claimed | AI-led | biology |

| 2025-03-12 |
[A fully machine-generated paper passed workshop peer review](/finding/2025-03-12-ai-scientist-workshop-paper) |

Sakana AI | The AI Scientist-v2 | Author verified | AI-led | computer-science |

| 2025-02-19 |
[AI co-scientist hypotheses on antimicrobial resistance and liver fibrosis](/finding/2025-02-ai-coscientist-amr) |

Google | AI Co-Scientist (Gemini 2.0 multi-agent) | Author verified | AI-assisted | biology |

| 2025-02-13 |
[Enzymes with working catalytic machinery designed from scratch](/finding/2025-02-13-designed-serine-hydrolases) |

Institute for Protein Design, University of Washington | RFdiffusion with PLACER ensemble scoring | Peer reviewed | Search scaffold | chemistry |

| 2025-01-16 |
[A working fluorescent protein generated by a language model](/finding/2025-01-16-esmgfp) |

EvolutionaryScale | ESM3 (98B) | Peer reviewed | AI-led | biology |

| 2025-01-16 |
[Generative model designs crystals to order; its flagship synthesis turned out to be a known compound](/finding/2025-01-16-mattergen) |

Microsoft Research | MatterGen | Disputed | Search scaffold | materials |

| 2024-11-20 |
[A neural decoder that identifies quantum errors more accurately than hand-designed methods](/finding/2024-11-20-alphaqubit) |

Google DeepMind / Google Quantum AI | AlphaQubit | Peer reviewed | AI-led | physics |

| 2024-10-02 |
[Complete wiring diagram of an adult fruit-fly brain](/finding/2024-10-02-flywire-connectome) |

FlyWire Consortium (Princeton, MRC LMB, Cambridge, Vermont) | Automated electron-microscopy segmentation networks | Peer reviewed | AI-assisted | neuroscience |

| 2024-07-25 |
[Silver-medal standard at the 2024 International Mathematical Olympiad](/finding/2024-07-25-alphaproof-imo) |

Google DeepMind | AlphaProof + AlphaGeometry 2 | Independently checked | AI-led | mathematics |

| 2024-05-08 |
[Joint structure prediction for proteins, nucleic acids and ligands (AlphaFold 3)](/finding/2024-05-08-alphafold3) |

Google DeepMind / Isomorphic Labs | AlphaFold 3 | Peer reviewed | AI-led | biology |

| 2024-02-21 |
[Reinforcement learning steers a tokamak away from tearing instabilities](/finding/2024-02-21-tearing-mode-avoidance) |

Princeton University / PPPL / DIII-D National Fusion Facility | Deep reinforcement learning controller over a learned plasma model | Peer reviewed | Search scaffold | physics |

| 2024-01-17 |
[Olympiad geometry solved without human demonstrations](/finding/2024-01-17-alphageometry) |

Google DeepMind | AlphaGeometry | Peer reviewed | Search scaffold | mathematics |

| 2023-12-20 |
[A language-model agent that planned and ran chemistry experiments on lab robots](/finding/2023-12-20-coscientist) |

Carnegie Mellon University | GPT-4 (Coscientist agent) | Peer reviewed | AI-led | chemistry |

| 2023-12-20 |
[A new structural class of antibiotic candidates against MRSA](/finding/2023-12-20-antibiotic-structural-class) |

MIT / Broad Institute / Harvard | Ensembles of graph neural networks with substructure attribution | Peer reviewed | Search scaffold | chemistry |

| 2023-12-14 |
[New lower bound constructions for the cap set problem](/finding/2023-12-funsearch-capset) |

Google DeepMind | FunSearch (PaLM 2 / Codey) | Peer reviewed | Search scaffold | mathematics |

| 2023-12-14 |
[Improved heuristics for online bin packing](/finding/2023-12-funsearch-binpacking) |

Google DeepMind | FunSearch (PaLM 2 / Codey) | Peer reviewed | Search scaffold | computer-science |

| 2023-11-29 |
[Large-scale prediction of new stable crystalline materials (GNoME)](/finding/2023-11-29-gnome) |

Google DeepMind | GNoME (graph neural network) | Disputed | Search scaffold | materials |

| 2023-11-29 |
[Autonomous laboratory reports solid-state synthesis of new inorganic compounds](/finding/2023-11-29-a-lab-synthesis) |

Lawrence Berkeley National Laboratory | A-Lab (ML planning + robotics) | Disputed | AI-led | materials |

| 2023-11-14 |
[Medium-range weather forecasts from a graph neural network beat the operational physics model](/finding/2023-11-14-graphcast) |

Google DeepMind | GraphCast | Peer reviewed | AI-led | climate |

| 2023-09-19 |
[Pathogenicity predictions for 71 million human missense variants](/finding/2023-09-19-alphamissense) |

Google DeepMind | AlphaMissense | Peer reviewed | AI-led | medicine |

| 2023-06-07 |
[Faster sorting routines discovered and merged into the LLVM C++ library](/finding/2023-06-07-alphadev) |

Google DeepMind | AlphaDev (AlphaZero-based) | Independently checked | Search scaffold | computer-science |

| 2022-10-05 |
[Faster matrix-multiplication algorithms found by reinforcement learning](/finding/2022-10-05-alphatensor) |

Google DeepMind | AlphaTensor (AlphaZero-based) | Peer reviewed | Search scaffold | computer-science |

| 2022-02-16 |
[Deep reinforcement learning controls tokamak fusion plasma](/finding/2022-02-16-tokamak-plasma-control) |

Google DeepMind | DeepMind RL controller | Peer reviewed | Search scaffold | physics |

| 2021-12-01 |
[Two theorems found by machine pattern-spotting in knot theory and representation theory](/finding/2021-12-01-knot-theory-intuition) |

Google DeepMind (with Oxford and Sydney) | Supervised networks with gradient-based attribution | Peer reviewed | AI-assisted | mathematics |

| 2021-07-15 |
[Accurate protein structure prediction across the known proteome (AlphaFold2)](/finding/2021-07-15-alphafold2) |

Google DeepMind | AlphaFold2 | Independently checked | AI-led | biology |

| 2021-04-29 |
[Reinforcement learning refutes several conjectures in extremal combinatorics](/finding/2021-04-29-wagner-combinatorics) |

Tel Aviv University | Deep cross-entropy method (custom network) | Independently checked | Search scaffold | mathematics |

| 2020-02-20 |
[Halicin, an antibiotic found by a neural network screening a compound library](/finding/2020-02-20-halicin) |

MIT / Broad Institute | Directed message-passing graph neural network (Chemprop) | Peer reviewed | Search scaffold | medicine |

| 2017-12-14 |
[An eighth planet around Kepler-90 found by a neural network](/finding/2017-12-14-kepler-90i) |

Google Brain / University of Texas at Austin | Convolutional neural network (AstroNet) | Peer reviewed | Search scaffold | astronomy |

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