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OpenAI is hoarding tens of thousands of Mac minis and Mac Studios to train computer-use agents

The Information reports OpenAI has quietly bought tens of thousands of Mac minis and Mac Studios over the past few months. Not for employees — for training.

Why Macs, not GPUs

Computer-use agents learn by doing: run inside a real OS, look at the screen, click, get feedback, repeat millions of times. That reinforcement learning loop is memory-bound and barely parallel — the opposite of transformer pre-training. Apple’s unified memory, where CPU, GPU and neural engine share one pool, fits this workload better than a rented GPU cluster, and costs less.

The side effect is real: Mac Studio delivery times reportedly stretched from two weeks to nearly two months, and Apple pushed out refreshed models earlier than usual.

Buy vs rent

Anthropic runs the same playbook — but rents Mac minis through AWS. OpenAI owns the metal. One bets asset-heavy, one stays light, both agree Apple Silicon is now agent-RL infrastructure.

The best part: Apple doesn’t even have an enterprise AI sales team. It stumbled into this market by accident — the two hottest AI labs showed up writing checks, and nobody at Cupertino was assigned to answer the door.


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