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All issuesVolume 339, Issue 3IT Vendor NewsCohere

LLM Serving Fairness: No More Noisy Neighbours

Cohere, Wednesday, June 17th, 2026

Cohere details a four-layer scheduling system that gives every tenant a fair share of shared GPU compute.

Cohere described its new approach to fairly distributing compute across multiple organizations sharing the same GPU infrastructure. The four-layer scheduling system prevents any single customer's traffic surge from degrading service for others. It maintains support for priority levels and service-level agreements. The goal is to eliminate noisy-neighbour effects in multi-tenant LLM serving.

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