Materials scientists spend years and hundreds of millions validating new thermal materials before they can be used in semiconductor manufacturing

Semiconductor companies need new thermally-conductive materials to solve critical heat dissipation problems in GPUs (TDP doubling every generation), but the lab-to-fab validation process takes years and costs hundreds of millions of dollars. Current material discovery relies on slow, expensive physical experimentation and testing, making it economically unfeasible to iterate on new material candidates quickly. This bottleneck directly blocks the industry's ability to solve datacenter power consumption and cooling costs.