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Towards Data Science
Thursday, May 14, 2026
Gokul Chandra Purnachandra Reddy

The Counterintuitive Networking Decisions Behind OpenAI’s 131,000-GPU Training Fabric

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A critical analysis of MRC's three counterintuitive design decisions, the networking mathematics that make them work, and what they mean for the rest of the AI infrastructure community.

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