Jeff Bezos has invested in CuspAI, a British startup that announced a partnership with Nvidia and other industry leaders on Monday.

The collaboration focuses on using artificial intelligence to discover new materials for semiconductors, clean energy, and advanced manufacturing.

CuspAI represents a new wave of companies applying AI to physical-world challenges, moving beyond software optimization to address fundamental supply constraints in hardware production.

The deal underscores Nvidia’s expanding role beyond chip design into the broader material science ecosystem.

By backing startups that use AI to accelerate material discovery, Nvidia aims to secure a pipeline of innovations that could overcome physical limits in transistor scaling and thermal management.

This strategy complements the company’s recent partnerships in industrial automation, including a joint venture with Kawasaki Heavy Industries to develop AI-powered robots for shipbuilding.