TLDR Tech / Practical
NVIDIA Dynamo adds session awareness to agent inference
NVIDIA Dynamo has introduced session-aware inference capabilities, including a shared session identifier, session-based routing, indexed KV cache sharing, and programmable cache movement across frameworks like vLLM and SGLang. NVIDIA states these enhancements shift request-level infrastructure to a program-aware system, reducing cache contention and boosting throughput for agent tasks. A new scheduling approach increased model-token throughput by over 10 percent in SWE-bench and reinforcement learning tests compared to standard routers.
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