Part 9/12:
He acknowledges that many of the most intense AI workloads are pushing hardware to its limits—sometimes described as GPUs "melting" under the strain—highlighting the significant energy and infrastructural stress involved. The emergence of AI utility companies, such as Cipher and Iron Limited, aims to integrate high-performance compute, energy, and infrastructure into centralized solutions, mitigating some of these challenges.