Efficient LLM Deployment on Ascend NPUs: Pangu Embedded & Pro MoE Guide

Efficient LLM Deployment on Ascend NPUs: Pangu Embedded & Pangu Pro MoE In this post, we explore two complementary solutions from Huawei’s Pangu team—Pangu Embedded and Pangu Pro MoE—designed for low-latency and high-throughput inference on Ascend NPUs. Drawing exclusively on official technical reports, we translate and adapt core concepts into clear, engaging English suitable for junior college–level readers worldwide. We preserve every detail of system design, training methodology, and deployment best practices to deliver genuine, long‑term value without clickbait or hype. Source: Unsplash Table of Contents Why Efficient Inference Matters Pangu Embedded: Fast & Slow Thinking with Metacognition Dual‑System Framework …