3 posts
TL;DR: Agentic workloads generate massive shared prefixes that are often recomputed across turns. By integrating Mooncake's distributed KV cache store into vLLM, we achieve 3.8x higher throughput,...
Hybrid architectures that interleave Mamba-style SSM layers with standard full-attention (FA) layers — such as NVIDIA Nemotron-H — are gaining traction as a way to combine the linear-time...
TL;DR: Prefill and decode fight over the same GPUs, causing ITL spikes under load. We show how to disaggregate them on a single 8-GPU MI300X node using AMD's MORI-IO connector — achieving 2.5x...
