大模型
www.freecodecamp.org ·
@Beau Carnes
使用 n8n 构建可扩展的 AI 自动化
freeCodeCamp.org 发布一门关于 n8n 与 AI 自动化的课程，内容涵盖核心架构与自托管部署、REST API 与数据转换、LLM 驱动的智能工作流、自主代理与长期记忆、多代理系统，以及生产运维中的事件驱动架构、人工审批、错误重试与可观测性。课程时长约 1 小时，属教学推广内容。
AI推荐理由 freeCodeCamp 发布 n8n 与 AI 自动化的完整课程介绍，内容涵盖自托管部署、REST API、LLM 工作流、自主代理与记忆、多代理系统及生产运维（人工审批、错误重试、可观测性），对开发者构建生产级 AI 自动化有实际学习价值；但属课程推广性质，正文为课程大纲，无独立技术验证。
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Most automation tutorials show you how to connect two simple apps and call it a day. But building workflows that companies can actually run in production requires an entirely different skill set, one focused on backend architecture, intelligent decision-making, and bulletproof reliability. We just released a comprehensive new course on the freeCodeCamp.org YouTube channel that will teach you about n8n and AI automation. You will learn how to turn n8n into a full-scale orchestration engine powered by modern AI. Here is a look at what you’ll master in this complete guide: Core Architecture & Setup Learn the fundamentals of n8n, how to navigate the workflow canvas, manage webhooks, and deploy on your own self-hosted infrastructure. REST APIs & Data Transformation Dive deep into the powerful HTTP Request node, manage pagination and authentication, and write custom JavaScript code nodes to clean messy payloads. Intelligent AI Workflows Build end-to-end pipelines that extract structured data from unstructured documents, connect dynamic prompts directly to LLMs, and route decisions automatically. Autonomous AI Agents & Memory Discover the difference between basic models and autonomous agents. Implement tools, connect Google Sheets as a lightweight knowledge base, and build persistent long-term memory that survives system restarts. Multi-Agent Systems Chain specialized AI agents together, from research and outline creation to drafting and SEO packaging, to run complex operations completely hands-off. Production Operations Learn the critical skills most courses skip, including event-driven architecture, Slack-based human-in-the-loop approvals, robust error-handling with automatic retries, and real-time observability to monitor token costs and failure rates. Head over to the freeCodeCamp.org YouTube channel and watch the full course today (1-hour watch).