Posts by Mingzhi Liu
Practical, Fault‑Robust Distributed Inference for DeepSeek on AMD MI300X
- 12 November 2025
As large scale LLM inference moves beyond a single server, engineering teams face a familiar trifecta of challenges: performance, fault isolation, and operational efficiency. DeepSeek‑V3/R1’s high‑sparsity Mixture‑of‑Experts (MoE) architecture can deliver excellent throughput, but only when computation, memory, and communication are orchestrated with care—especially across multiple nodes [1].