With cheaper, specialised chips and a strategic AMD alliance, Google is officially declaring an all-out war on Nvidia's absolute AI dominance. Google adds TPU 8tx and TPU 8i Max, targetting secure AI inference and memory-intensive workloads, as company expands its custom chip portfolio to support enterprises deploying autonomous AI. Google, in collaboration with AMD, has introduced new specialised Tensor Processing Units to challenge Nvidia's dominance in the AI chip market.