arxivcs.DCcs.AI2026-07-19
Talaria: Session-Aware Serverless Serving of Hundred-Billion-Parameter LLMs
Utopia Meng, Unicornt Zhao, Derek Li, Goalen Gao, Frank Du
Serverless multi-model LLM systems multiplex popularity-skewed model catalogs over shared GPU pools, yet typically schedule each request independently. Tool-using agents break this abstraction: a session repeatedly calls an LLM across short tool gaps, carries a long reusable KV p…