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B2B Engineering Insights & Architectural Teardowns

LLM serving with latency budget instead of queues

Latency budget in LLM serving changes the priorities of scheduling. CASCADE demonstrates how to link scheduling and KV-cache for increased goodput. The problem arises when all requests are formally equal in SLO, but in reality, they are not. In one cluster, chat, code generation, and reasoning coexist simultaneously. Their costs differ by orders of magnitude: … Read more

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