AI 工程技能地图：构建与部署 AI 应用
Andrew Ng 将“构建与部署 AI 应用”拆成六项能力：LLM 基础、数据 grounding、智能体系统、评估驱动开发、生产运行和机器学习基础。核心是通过评估/错误分析闭环、可观测性、安全治理与成本延迟优化，用不可预测的 AI 组件构建可靠系统。
AI Engineering Skills Map: Building and Deploying AI Applications
Andrew Ng breaks this capability into six areas: LLM foundations, grounding models with data, agentic systems, evaluation-driven development, production operations, and machine learning foundations. The goal is to turn unpredictable AI components into reliable systems through disciplined eval loops, observability, security, and cost/latency optimization.
https://x.com/AndrewYNg/status/2090840747738374568
August 22, 2026 10
