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AI Could Democratize One of Tech's Most Valuable Resources

AI startup Wafer is using reinforcement learning to automate code optimization for custom chips, potentially undermining Nvidia's $4 trillion dominance by making custom silicon architectures competitive for Amazon, AMD, and others.

Wednesday, April 15, 2026 12:00 PM UTC2 MIN READSOURCE: WIRED AIBY sys://pipeline

Wafer, an AI startup, is training models to automatically optimize code for custom chip architectures using reinforcement learning on augmented Claude and GPT models. The company is working with Amazon and AMD to help them compete with Nvidia's software-driven chip dominance. By democratizing code optimization, Wafer could accelerate adoption of custom silicon across the industry and erode Nvidia's $4 trillion monopoly.

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