2026年AI人工智能提示工程师全栈培训课程

先看清楚：这门课到底在讲什么

这不是一门「三天学会 AI」的课。216 讲、22 小时多，听起来不算长，但拆到每一讲平均只有六分多钟，这意味着很多内容是点到为止的，需要你自己停下来补。主题上它落在「提示工程师」这个称呼下面，实际覆盖的东西比写提示词要宽：前面一大段在讲提示词工程本身，中后段进入 RAG 检索增强生成、Embedding 向量检索、AI Agent 智能体构建，最后还带了一部分前端工程化的内容，Vue 和 React 都有涉及。

英语授课、中文字幕。如果你听力一般，建议把字幕打开当阅读材料用，碰到术语密集的地方直接暂停。这不是坏事，提示词领域的很多说法本来就是英文语境里长出来的，看原文反而少一层转译损耗。

按什么顺序看：先啃哪几块

不建议真的从头一讲一讲平推。这门课的结构有一个比较明显的特点：概念铺垫集中在前段，动手部分集中在后段，中间夹着不少可以跳过的重复说明。稳妥的走法是分三段。

• 第一段（提示词工程基础）：这是全课的地基。什么时候该给例子、什么时候该让它分步、结构化输出怎么约束，这些套路看着简单，但你后面做 RAG 和 Agent 时全靠它。这一段慢慢看，不要赶。
• 第二段（Embedding 与 RAG）：这是全课最值钱的部分。向量检索的原理、文本怎么切块、召回来的内容怎么塞回提示词，链条上每一步都有坑。这一段建议边看边动手，光看会以为自己懂了。
• 第三段（Agent 与前端）：Agent 部分可以完整跟，前端那部分看你的底子。如果你本来不写前端，Vue 和 React 那几讲可以先放着，不影响你理解主线。

哪些章节可以放心跳过

开场的环境安装、账号注册、工具介绍这类内容，如果你已经用过任意一个主流大模型接口，可以直接快进。中间如果有大段在解释「什么是人工智能」这种背景，也可以跳过。前端工程化那几讲，对只想做后端和 RAG 的人来说不是必需，真要用的时候再回来补。

反过来，有几类内容不要跳：涉及切片策略、相似度计算、提示词模板结构的，哪怕讲得慢也看完。这些是后面所有实战的地基，跳了会在项目里加倍还回来。

资料怎么配合：别只当视频看

课程配套了章节笔记，这个用法要讲清楚。不要先看笔记再看视频，那样你会觉得都懂了。正确顺序是：先看视频，卡住的地方做记号，看完两三讲再回头翻笔记对照，把笔记当成「检查我漏了什么」的工具，而不是预习材料。

每完成一个小模块，逼自己用中文写一段三五行的总结，写「这块在解决什么问题、关键步骤是哪几步」。写不出来就说明还没消化。最后的建议是，找一个小场景自己走一遍完整流程——比如拿几十页你自己的资料做一个能问答的小工具。做出来比看完 216 讲有用得多。

哪些部分可能学不会

说实话，这门课不是每个人都能一路走到底的。Agent 那部分涉及工具调用和多步规划，如果你没有写过任何代码，会卡得比较厉害。前端那几讲对零基础的人门槛也不低。

碰到卡壳，别硬扛。先跳过，把 RAG 这条主线走通，回头再看 Agent 会顺很多。学习这种事，承认有学不会的部分，比假装全懂要省时间。这门课的价值不在于你看完了，而在于你手上真的多了一两个能跑起来的东西。

2026年AI提示工程师全栈培训课程，共216讲，总时长22小时23分钟，英语授课配中文字幕。

课程推荐

《2026年AI人工智能提示工程师全栈培训课程》2026年AI提示工程师全栈培训课程，共216讲，总时长22小时23分钟，英语授课配中文字幕。【技能收获】学完可掌握：RAG 检索增强生成、Embedding 向量检索、Prompt 提示词工程、AI Agent 智能体构建、Vue / 前端工程化、React 前端。课程以实战为导向，覆盖从基础概念到完整项目落地的关键步骤，配套章节笔记便于课后复盘与面试前快速回顾。【学习建议】建议按目录顺序学习，先打基础再进入综合实战章节；每完成 2～3 节可结合笔记整理一份学习小结，最终尝试独立复现一套完整 Demo 写入个人作品集。【就业发展】可面向岗位：AI 应用工程师、RAG 系统开发、Java 后端 + 大模型落地、企业知识库架构师。大模型应用岗需求持续走高，具备「后端 + RAG 落地」复合能力的人才在招聘市场更稀缺，简历中可突出完整项目链路而非仅会使用 API。 若你已有一定编程或运维基础，本课程可帮助你在现有技能栈上快速叠加热门方向能力，提升求职时的项目说服力与薪资谈判空间。

视频目录（216 节）

*   1. Introduction to the Course.mp4

*   2. What is Prompt Engineering.mp4

*   4. Optional Videos to only do if you Know Coding.mp4

*   5. ChatGPT AI Prompt Pack - 705 Effective Prompts.mp4

*   6. Github Repository for the Course - Coding.mp4

*   8. Curriculum Overview.mp4

*   9. Give Direction.mp4

*   10. Specify Format.mp4

*   11. Provide Examples.mp4

*   12. Evaluate Quality.mp4

*   13. Divide Labor.mp4

*   14. Applying The Five Principles + Worksheet & One Pagers.mp4

*   15. What are Tokens.mp4

*   16. Chat Models vs Reasoning Models.mp4

*   17. AI Hallucinations.mp4

*   18. What is ChatGPT.mp4

*   19. Prompting ChatGPT.mp4

*   20. ChatGPT - Capabilities and Limitations.mp4

*   21. ChatGPT - Search.mp4

*   22. ChatGPT - Deep Research.mp4

*   23. ChatGPT - Data Analysis.mp4

*   24. ChatGPT - Image Generation.mp4

*   25. ChatGPT - Adding Files.mp4

*   26. ChatGPT - Agent Mode.mp4

*   27. ChatGPT - Custom Instructions.mp4

*   28. ChatGPT - Shortcuts.mp4

*   29. ChatGPT - Canvas.mp4

*   30. ChatGPT - Memory.mp4

*   31. ChatGPT - Projects.mp4

*   32. ChatGPT - Scheduled Tasks.mp4

*   33. ChatGPT - Vision.mp4

*   34. Vision Prompting Guide.mp4

*   35. ChatGPT - Desktop Application.mp4

*   36. ChatGPT - Atlas.mp4

*   37. ChatGPT - Study & Learn.mp4

*   38. ChatGPT - Group Chats.mp4

*   39. GPT Store - Building Custom GPTs.mp4

*   40. Role Prompting.mp4

*   41. Different Output Formats.mp4

*   42. Least to Most.mp4

*   43. Explain It Like I'm Five.mp4

*   44. Meta Prompting.mp4

*   45. Overcoming the Maximum Token Output Length.mp4

*   46. Sentiment Analysis.mp4

*   47. Writing Clear Instructions - Detailed Instructions.mp4

*   48. Writing Clear Instructions - Specifying the Steps.mp4

*   49. Writing Clear Instructions - Delimiters.mp4

*   50. Writing Clear Instructions - Specifying Length.mp4

*   51. Ask for Context.mp4

*   52. Pre-Warming Chats.mp4

*   53. Overcoming the Token Limit in ChatGPT.mp4

*   54. OpenAI Features - Coding.mp4

*   55. Setting up an OpenAI Account & API Key - Coding.mp4

*   56. Using OpenAI Playground & Exploring The Platform - Coding.mp4

*   57. Responses API & Messages - Coding.mp4

*   58. Coding Notebook with Different OpenAI Services - Coding.mp4

*   59. How to Count Tokens using tiktoken - Coding.mp4

*   60. Managing The Message History - Coding.mp4

*   61. What is Streaming - Coding.mp4

*   62. Rate Limits, Retrying and How to Overcome These Problems.mp4

*   63. Chat Completions vs Responses API - Coding.mp4

*   64. What are Structured Outputs.mp4

*   65. Structured Outputs for OpenAI - Coding.mp4

*   66. Understanding Tool Calling.mp4

*   67. Tool (Function) Calling.mp4

*   68. Building a Simple Agent with Tools.mp4

*   69. Parallelization of requests with Async OpenAI.mp4

*   70. Introduction To Retrieval - Coding.mp4

*   71. Understanding Vector Embeddings - Coding.mp4

*   72. Retrieval Augmented Generation (RAG) with Vector Databases - Coding.mp4

*   73. What is Supabase.mp4

*   74. RAG with Supabase PGVector - Coding.mp4

*   75. Introduction to Hybrid Retrieval with SQL filtering & Embeddings - Coding.mp4

*   76. How to Evaluate Retrievers - Coding.mp4

*   77. Extra Notebooks for Advanced Users - Coding.mp4

*   78. AI Agents and Workflows - Coding.mp4

*   79. Multi-Source Customer Support Agent - Coding.mp4

*   80. Introduction to OpenAI Agents SDK - Coding.mp4

*   81. Exercise - Blog Post Generator Agent (Workflow) - Coding.mp4

*   82. Building a Coding Agent - Coding.mp4

*   83. Role Prompting - Coding.mp4

*   84. Few Shot Learning - Coding.mp4

*   85. Emotion Prompting - Coding.mp4

*   86. Chain of Thought - Coding.mp4

*   87. Self-Consistency Sampling - Coding.mp4

*   88. Reason and Act (ReAct) - Coding.mp4

*   89. Personas of Thought - Coding.mp4

*   90. Prompt Optimization - Coding.mp4

*   91. What is Prompt Caching - Coding.mp4

*   92. Prompt Caching in Practice - Coding.mp4

*   93. OpenAI Realtime - Example - Coding.mp4

*   94. Prompt Engineering Course - What Is LangChain .mp4

*   94. What Is LangChain - Coding.mp4

*   95. Installation - Coding.mp4

*   96. Chat Models - Coding.mp4

*   97. Chat Prompt Templates - Coding.mp4

*   98. Streaming - Coding.mp4

*   99. Output Parsers - Coding.mp4

*   100. Summarizing Large Amounts of Text - Coding.mp4

*   101. Document Loaders, Text Splitting & Creating LangChain Documents - Coding.mp4

*   102. Tagging Documents - Coding.mp4

*   103. LCEL - The Runnable Protocol - Coding.mp4

*   104. LCEL - Chat Models, itemgetter & RAG - Coding.mp4

*   105. LCEL - Chat Message History & Memory - Coding.mp4

*   106. LCEL - Creating Multiple Chains - Coding.mp4

*   107. LCEL - Conditional Logic, Branching & Merging - Coding.mp4

*   108. LangChain Vector Databases + The Indexing API - Coding.mp4

*   109. LCEL Configurable Fields - Coding.mp4

*   110. LangChain Agents & Tools - Coding.mp4

*   111. Introduction To LangGraph - Coding.mp4

*   112. Simple LangGraph Flows - Coding.mp4

*   113. Tool Usage and Persistence - Coding.mp4

*   114. Human In The Loop - Coding.mp4

*   115. Manually Updating The State - Coding.mp4

*   116. Customizing State in LangGraph - Coding.mp4

*   117. Time Travel - Coding.mp4

*   118. RAG in LangGraph (Self Corrective RAG) - Coding.mp4

*   119. Extra Content To Explore In Your Own Time Advanced Branching Subgraphs - Coding.mp4

*   120. Tell me a funny joke.mp4

*   121. Create an Entire Ebook.mp4

*   122. SEO Blog Articles.mp4

*   123. Thought Leadership Posts.mp4

*   124. Write a PRD.mp4

*   125. Summarize a News Story - Coding.mp4

*   126. Summarizing An Entire Book - Coding.mp4

*   127. Review Classification - Coding.mp4

*   128. Text To Speech using OpenAI - Coding.mp4

*   129. Using LangChain + Llama3 Locally with LMStudio - Coding.mp4

*   130. Transcribing audio from a Youtube Video - Coding.mp4

*   131. Fine-Tuning on Writing Style - Coding.mp4

*   132. Social Media Posting - Coding.mp4

*   133. Progressive Summarization - Coding.mp4

*   134. Reverse Engineering a Publication - Coding.mp4

*   135. Building a GPT wrapper with Flask and HTMX - Coding.mp4

*   136. Qualitative Analysis- Coding.mp4

*   137. Claim Detection - Coding.mp4

*   138. OpenAI Realtime - Twilio Example - Coding.mp4

*   139. Automating Product Descriptions via GPT-V - Coding.mp4

*   140. Automating UX Landing Page Analysis via GPT-V - Coding.mp4

*   141. Memetic Analysis with GPT-V.mp4

*   142. What is Midjourney_ - Google Slides - 13 March 2023.mp4

*   142. What is Midjourney.mp4

*   143. Prompting Midjourney.mp4

*   144. Midjourney Capabilities and Limitations.mp4

*   145. Style Modifiers.mp4

*   146. Negative Prompts.mp4

*   147. Weighted Terms.mp4

*   148. Realistic Models.mp4

*   149. Midjourney Inpainting (Vary Region).mp4

*   150. Midjourney Outpainting (Zoom Out Pan).mp4

*   151. Consistent Characters.mp4

*   152. Permutations Prompts.mp4

*   153. Prompt Reverse-Engineering.mp4

*   154. Prompt Token Analysis.mp4

*   155. Meme Unbundling.mp4

*   156. Fal AI Playground.mp4

*   157. Text to Image with Flux.mp4

*   158. Async Text to Image with Flux.mp4

*   159. X Y Z Prompt Grids.mp4

*   160. Image Upscaling with Clarity.mp4

*   161. Image to Image with Flux.mp4

*   162. Image Editing with Flux.Kontext.mp4

*   163. Advanced Inpainting with Flux.mp4

*   164. Draw Image Mask with Gradio.mp4

*   165. Segment Anything Masking.mp4

*   166. Advanced Outpainting with Flux.mp4

*   167. Advanced Consistent Characters.mp4

*   168. ControlNet with Flux Pro.mp4

*   169. Fine-Tuning with Flux Lora.mp4

*   170. Image to Video with Kling AI.mp4

*   171. Comfy UI.mp4

*   172. AI Custom Illustrations.mp4

*   173. Making a Brand Logo.mp4

*   174. AI Stock Photos.mp4

*   175. Runway - Creating b-roll footage.mp4

*   176. Product Placement - Coding.mp4

*   177. Tagging Ad Creative - Coding.mp4

*   178. AI Profile Picture - Coding.mp4

*   179. What are Evals (Evaluations).mp4

*   180. LLM & Image Model Performance Advanced Evaluation Strategies - Coding.mp4

*   181. Prompt Testing in GSheets (without code).mp4

*   182. Eval for a RAG system (special guest).mp4

*   183. Prompt Optimization with DSPy - Coding.mp4

*   184. Eval metrics with DSPy - Coding.mp4

*   185. Prompt Optimization 5 Principles of Prompting - Coding.mp4

*   186. Prompt Optimization Advanced - Coding.mp4

*   187. DSPy Primer (with the Every team).mp4

*   188. Prompt Chaining - Coding.mp4

*   189. Routing - Coding.mp4

*   190. Parallelization - Coding.mp4

*   191. LLM Orchestrators - Coding.mp4

*   192. Agents - Coding.mp4

*   193. Mixture of Experts - Aggregator.mp4

*   194. Evaluator Optimizer - Coding.mp4

*   195. Additional Agent Architectures - Coding.mp4

*   196. What is Google Veo3.mp4

*   197. Prompting Google Veo3 in Flow.mp4

*   198. JSON Prompting Veo3.mp4

*   199. Multi-Shot Prompting with Veo3.mp4

*   200. Frames to Video in Google Flow.mp4

*   201. Ingredients to Video in Google Flow.mp4

*   202. Spatial Prompting with Annotated Frames using Veo3.mp4

*   203. What is Google Gemini.mp4

*   204. Gemini 2.0 Native Image Generation.mp4

*   205. Google Gemini - Deep Research.mp4

*   206. What is Meta LLaMA.mp4

*   207. Runway ML.mp4

*   208. What is Google Vision.mp4

*   209. What is OpenAI Whisper.mp4

*   210. Testing Open-Source Models.mp4

*   211. What is Flux.mp4

*   212. Google NotebookLM.mp4

*   213. Groq Cloud.mp4

*   214. Free PDF Prompt Engineering Book (CH01).mp4

*   215. Sources of Inspiration.mp4

*   216. Next steps after the course.mp4

配套笔记（27 份 PDF）

*   9. Give Direction.pdf

*   10. Specify Format.pdf

*   11. Provide Examples.pdf

*   12. Evaluate Quality.pdf

*   13. Divide Labor.pdf

*   15. What Are Tokens_.pdf

*   18. What is ChatGPT_ Mar25.pdf

*   20. ChatGPT Capabilities and Limitations.pdf

*   34. Vision Prompting Guide.pdf

*   54. OpenAI Features.pdf

*   64. What are Structured Outputs .pdf

*   66. Understanding Tool Calling.pdf

*   70. Introduction To Retrieval.pdf

*   71. Understanding Vector Embeddings.pdf

*   78. AI Agents and Workflows.pdf

*   124. Write a PRD.pdf

*   125. News Article Summarization.pdf

*   142. What is Midjourney_.pdf

*   144. Midjourney Capabilities and Limitations.pdf

*   203. What is Google Gemini_.pdf

*   206. What is Meta LLaMA_ (1).pdf

*   208. What is Google Vision_.pdf

*   209. What is OpenAI Whisper_.pdf

*   212. 2309.03409v3_OPRO.pdf

*   212. 2310.03714v1_DSPy.pdf

*   214. PEGAI_CH1_excerpt (1).pdf

*   215. Sources of Inspiration.pdf