NVIDIA's newly open-sourced Dynamo framework rethinks large language model serving through disaggregated GPU processing, intelligent KV cache routing, and elastic resource management. This deep dive examines how its Rust-core architecture tackles the fundamental bottlenecks of LLM inference while slashing operational costs for reasoning models.