See how diffusion models and LLM agents are compressing sustainable material R&D cycles. For decades, discovering a new sustainable material looked like this: a researcher forms a hypothesis, synthesizes a…
How Diffusion Models, VAEs, and Property-Conditioned Generators Are Inventing Molecules and Mixtures That Humans Would Never Propose In the last two years generative AI has stopped being a novelty in…
Foundation models, self-driving labs, and LLM research agents — the full stack that compresses 10–20-year timelines into 1–2 years The pace of materials innovation is on a step change. DeepMind’s…