Cohere AI Updates: June 18, 2026

1. Cohere details LLM serving fairness to stop noisy-neighbour contention

Cohere. Cohere described a scheduling system that prevents individual tenants from monopolizing shared GPU resources in its multi-tenant inference platform, combining rate limiting, performance tiering, Deficit Round Robin scheduling, and priority queuing. The approach ties each tenant’s share of inference capacity to fair scheduling rather than how aggressively it floods the request queue. This matters because it lets multiple organizations share infrastructure predictably and protects smaller customers from latency spikes caused by neighbours experiencing traffic surges. Source