vLLM session at DigitalOcean summit targets prefix caching for agent workloads

Yifan Qiao of Inferact will present vLLM on agentic production workloads at DigitalOcean's Open Intelligence Summit, in the Serve track, according to a post by Rohan Paul on X. Paul says agent traffic resends a long, nearly identical prefix on every turn and returns only a short tool call, so prefix caching and KV-cache reuse matter more than raw tokens per second. He adds that a cache miss on a long prefix forces a full prefill on each turn of a long task. The report does not include performance figures or the session date.