Showcasing practical examples, projects, and case studies demonstrating how AI models and tools are being applied across various fields.
An AI-designed protein can look completely novel. That is the point. But novelty creates a provenance problem: once a model-generated sequence leaves the design tool, how can a synthesis company, database curator, or researcher tell where it came from? Google DeepMind’s answer is SynthID Bio, a family of methods for watermarking AI-generated proteins. Instead of … Read more
For nearly six decades, Grad’s Conjecture hung over one of the strangest questions in plasma physics: can a smooth, fully three-dimensional plasma sit in equilibrium inside nested toroidal surfaces without being forced into a strong symmetry? The intuition said probably not. Stellarator researchers, meanwhile, work precisely with complicated three-dimensional magnetic fields. Then September 2026 produced … Read more
Every closed, simply connected three-dimensional manifold is homeomorphic to the three-sphere. That is the Poincare Conjecture, a statement whose vocabulary takes some unpacking and whose proof took nearly a century. The question is whether a certain test involving loops can identify the overall shape of a three-dimensional space. Grigori Perelman solved it in 2002–2003, building … Read more
A nine-loop scattering amplitude sounds like the kind of phrase designed to make everyone except theoretical physicists close the tab. This one is worth staying for. Anthropic says Claude Fable 5.1, working through its Claude Science research harness, completed a nine-loop calculation for a six-particle amplitude in planar N=4 super Yang-Mills. The model pursued the … Read more
A one-bit summary can combine thousands of inputs, compute parity, take a threshold, or apply some elaborate Boolean rule. The Courtade Kumar conjecture says that for preserving information about a noisy copy of the input, this cleverness buys you nothing. The best one-bit summary is simply one original bit. Mathematically, let Xbe uniform on {-ⓜ,11}^n, … Read more
OpenAI has made one of the biggest mathematical claims of the AI era: its internal research system produced a proposed solution to the Navier Stokes problem, one of the seven Millennium Prize Problems. This is not a vague “AI found a proof” press release. OpenAI published a 166-page analytical paper, Finite Time Blowup for Navier–Stokes, … Read more
The claim that an AI generated drug slows aging sounds like a science-fiction milestone. Rentosertib did not prove that people became younger. In a 12-week Phase 2a trial in idiopathic pulmonary fibrosis (IPF), researchers analyzed serum from a subset of participants using six proteomic aging clocks. Across the treated groups, those models shifted toward younger … Read more