Public impact ledger · methodology 0.1
66.9
Net Good. Benefit minus harm, derived only from scored events.
What frontier AI has actually done.
Not exams. Not hype. A public record of realized benefit and documented harm.
Open the leaderboardTotal benefit
+74.90
Total harm
−8.00
Verified events
43
Benefit, 30 days
+3.78
Harm, 30 days
0.00
Public events
55
Cumulative index
Benefit versus harm
Models
Leaderboard
| Rank | Model | Organization | Benefit | Harm | Net | Events | Last impact |
|---|---|---|---|---|---|---|---|
| 1 | AlphaFold 3 | Google DeepMind | +10.77 | 0.00 | 10.77 | 1 | 8 May 2024 |
| 2 | RFdiffusion | University of Washington Institute for Protein Design | +8.45 | 0.00 | 8.45 | 1 | 11 Jul 2023 |
| 3 | AIFS | European Centre for Medium-Range Weather Forecasts | +3.68 | 0.00 | 3.68 | 1 | 25 Feb 2025 |
| 4 | PaLM 2 | Google DeepMind | +3.54 | 0.00 | 3.54 | 1 | 14 Dec 2023 |
| 5 | AlphaGeometry | Google DeepMind | +2.77 | 0.00 | 2.77 | 1 | 17 Jan 2024 |
| 6 | AlphaMissense | Google DeepMind | +2.65 | 0.00 | 2.65 | 1 | 19 Sep 2023 |
| 7 | GraphCast | Google DeepMind | +2.65 | 0.00 | 2.65 | 1 | 14 Nov 2023 |
| 8 | GenCast | Google DeepMind | +2.46 | 0.00 | 2.46 | 1 | 4 Dec 2024 |
Recent ledger entries
Significant events
A Caltech PINN finds a candidate unforced 3D Euler blowup profile
On 9 September 2026 Ganeshram, Duruisseaux, and Anandkumar posted evidence of a numerically stable, approximately self-similar finite-time singularity for unforced 3D Euler on R³, found with a physics-informed neural network. Terence Tao called it a promising candidate, not a closed proof.
Buckmaster and Alpöge, using Sol and Claude, prove smooth-forced blowup for Euler, IPM, and Boussinesq
On 8–11 September 2026 Tristan Buckmaster and Levent Alpöge released Lean-backed finite-time blowup results with smooth forcing for incompressible porous media, 2D Boussinesq, and 3D Euler, crediting Anthropic’s Claude and especially OpenAI’s GPT-5.6 Sol. Astra was used only for writeups and auditing.
OpenAI claims a forced Navier–Stokes singularity from an unreleased system
On 8 September 2026 OpenAI published a 166-page writeup and Lean formalization arguing that smooth, finite-energy 3D Navier–Stokes dynamics with a smooth external force can blow up in finite time, which it says settles Clay statements C and D. The search model was an unreleased internal system; GPT-6 Astra did the Lean step.
An unreleased OpenAI system produces an unforced 3D Euler blowup
While probing Millennium problems in early September 2026, OpenAI says a multi-agent run of an internal model more capable than GPT-6 Astra produced a finite-time singularity for unforced 3D incompressible Euler in about 50 hours.
GPT-6 Astra improves short and large prime-gap bounds
On 3 September 2026 OpenAI released GPT-6 Astra with two analytic number-theory results: a proof that infinitely many consecutive primes differ by at most 186, and an improvement to a large-gap bound that had been stuck for more than 80 years.
AlphaGenome predicts multimodal regulatory effects of DNA variants
DeepMind’s AlphaGenome takes up to 1 Mb of DNA and predicts gene expression, splicing, chromatin, and contact tracks, matching or beating external models on 25 of 26 variant-effect tests in a 28 January 2026 Nature paper.
Where impact lands