vLLM Router roadmap focus: HTTP P/D KV placement, Program admission and response-lifetime accounting are now connected. Fix dynamic Kubernetes role-policy initialization, then validate mixed-traffic ...

Khawaja Shams shares a distributed systems perspective on scaling LLM inference stacks efficiently. He discusses practical strategies for optimizing GPU utilization, managing KV cache memory cliffs, ...