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Unlocking large scale AI training networks with MRC (Multipath Reliable Connection)

OpenAI just open-sourced the networking layer that powers trillion-parameter training. Here's why every AI infrastructure team is about to care.

Paper-cut illustration of an amber microchip with circuit paths extending into a row of data-center cabinets.
The infrastructure powering AI.AI illustration by KeyNews
The KeyNews take

Why it matters

OpenAI's MRC protocol addresses a critical bottleneck in large-scale AI training—cluster networking resilience and throughput. Open-sourcing via OCP signals a shift toward collaborative infrastructure standards and hints at OpenAI's confidence in its own training capacity lead.

The key facts

5 to know
  1. OpenAI introduced MRC (Multipath Reliable Connection) protocol

  2. Released via Open Compute Project (OCP) for industry adoption

  3. Targets large-scale AI training cluster resilience and performance

  4. Infrastructure-level innovation, not model capability

  5. Published May 5, 2026

Go to the source

OpenAI Blogopenai.com

Publisher excerpt: OpenAI introduces MRC (Multipath Reliable Connection), a new supercomputer networking protocol released via OCP to improve resilience and performance in large-scale AI training clusters.
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