Nitsum: Serving Tiered LLM Requests with Adaptive Tensor Parallelism

Vikranth Srivatsa, Zijian He, Pu Guo +2

LLM serving is increasingly multi-tenant: the same deployment must handle latency-critical interactive requests and more relaxed background workloads under a fixed GPU budget. This…