Machine Learning Algorithms & Natural Language Processing

Feb 12, 2026 · Artificial Intelligence

How Huawei’s MindScale Cuts Agent Token Usage 5.7× and Automates Prompt & Workflow Design

The article outlines the four major obstacles hindering industry‑specific LLM agents—manual workflow maintenance, poor knowledge reuse, training‑inference inefficiency, and complex reasoning evaluation—and explains how Huawei Noah’s MindScale package tackles each with self‑evolving workflows, automated prompt optimization, and a novel KV‑Embedding cache that slashes token consumption by 5.7× while boosting inference speed up to 70%.