Generative inverse design of Li–P–S solid-electrolyte candidates: MatterGen → self-consistent MLIP stability screen (S.U.N.) → conductivity ranking. Concept validation.

Data-driven screening of Li-ion solid electrolytes on OBELiX: a CatBoost conductivity model + SHAP explanations + a Materials Project screening funnel with an adversarial audit.

A 2026 research paper analyzing the convergence of nanotechnology with generative AI, topological quantum computing, and precision bioengineering. Explores market dynamics, solid-state energy, and nanomedicine breakthroughs.

Elastic energy density prediction from the phase-field simulation data

QuantumScape is a battery technology company developing next-generation solid-state lithium-metal batteries for electric vehicles and energy storage. Its anode-free cell design aims to deliver greater energy density, faster charging, longer life, and improved safety versus conventional lithium-ion cells, while simplifying manufacturing and…