/en/tags/learning-path/Recent content in Learning Path on Mi&Bee BlogHugo -- gohugo.ioen蓝宝石的傻话Tue, 16 Jun 2026 00:00:00 +0000/en/posts/aihelper/ai-engineering-learning-roadmap/Tue, 16 Jun 2026 00:00:00 +0000/en/posts/aihelper/ai-engineering-learning-roadmap/<h2 id="why-understanding-these-four-stages-matters">Why Understanding These Four Stages Matters</h2> <p>Many people still think &ldquo;writing good prompts is enough&rdquo; — that thinking is already outdated. These four stages are NOT isolated knowledge points but a complete capability upgrade path.</p> <p>Each stage represents a fundamental shift in how you work with AI, moving you from basic interaction to sophisticated system design. Understanding this progression saves you from wasting time on outdated techniques and helps you focus on what actually matters.</p>