$NVDA

Alphabet ($GOOGL) versus Nvidia ($NVDA) . The Real Battle The Core Conflict is not Hardware vs. Hardware: The battle is not simply TPUs vs. GPUs. It is Software vs. Software: NVIDIA’s dominance comes from CUDA (the "operating system" of AI). Google is attempting to break the CUDA monopoly by forcing the industry to write code for a non-CUDA ecosystem for the first time in 15 years. Google is "opening the vault"—shipping TPUs to external datacenters, partnering with Meta, and building a second compute ecosystem. What TPUs Actually Are, • Vertical Integration: TPUs are not general-purpose; they are specialized "graph-execution machines" optimized for Google's software stack (JAX, Flax, XLA). • Efficiency vs. Flexibility: • TPUs (Robot Arms): Optimized for efficiency, massive batc