Why it matters: Emerging AI chip rivals challenge Nvidia: AMD, hyperscaler ASICs, Groq, Cerebras, and SambaNova decoded. 2026 share, CUDA moat, and 2030 outlook.
Why it matters: Inside the AI arms race: who leads, where the chips, models, and autonomous weapons collide, and why the next five years will decide the balance of power.