The analyst asserts that AI can design GP-GPU IPs and CUDA operators, rendering software-level moats like NVIDIA's CUDA ecosystem non-existent. This perspective, echoed by an AMD engineer and Anthropic, suggests that the true competitive advantage now lies in physical assets such as fabs and production capacity.
AI's capability to design GPU IPs and CUDA operators shifts the competitive landscape from software to physical manufacturing capacity, increasing the value of fab ownership.