Generate 2.2M Novel Materials: AI for Chemical Formulation Design

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…

Balance Performance, Cost, Planet: Pareto AI for Sustainable Formulas

Why One-Dimensional Thinking Fails Green Product Design — and How Pareto-Based AI Finds Better Answers Every sustainable formulation is a negotiation. Reduce the carbon footprint, and you may harm mechanical…