Build a Support Agent with Vercel AI SDK – Full Tutorial

freeCodeCamp.org · Beginner ·🤖 AI Agents & Automation ·4mo ago
Use the popular Vercel AI SDK to create and ship a customer support agent that makes autonomous decisions to either answer questions based on your support docs or search the web in real time. ✏️ Study this course interactively on Scrimba: https://scrimba.com/build-a-support-agent-with-vercel-ai-sdk-c0lk05ahir?utm_source=youtube&utm_medium=video&utm_campaign=fcc-vercel Vercel AI SDK is a TypeScript-first toolkit for building AI features. It streamlines text generation, embeddings, and structured outputs. It plays nicely with tools, so your agent can call functions like “search the web” or “query my knowledge base” safely and predictably. Scrimba on YouTube: https://www.youtube.com/c/Scrimba ⭐️ Contents ⭐️ 0:00:00 Customer Support AI Agent Intro 0:06:47 Retrieval Augmented Generation Refresher 0:10:05 Embeddings Recap 0:12:57 Vector Database Embed Documents 0:20:19 Vector Database Retrieval 0:28:00 Challenge: Vector Database Retrieval 0:32:51 Vector Database Text Splitting and Retrieval 0:40:34 Vercel AI SDK Basics 0:43:51 Challenge: Vercel AI SDK Basics 0:47:22 Vercel AI SDK Structured Outputs 0:52:38 Challenge: Vercel AI SDK Structured Outputs 0:58:39 Vercel AI SDK Tool Calling 1:08:37 Challenge: Vercel AI SDK Tool Calling 1:18:04 Agentic Retrieval Routing 1:31:52 Challenge: Agentic Retrieval Routing 1:35:08 Web Search AI Agent 🎉 Thanks to our Champion and Sponsor supporters: 👾 Drake Milly 👾 Ulises Moralez 👾 Goddard Tan 👾 David MG 👾 Matthew Springman 👾 Claudio 👾 Oscar R. 👾 jedi-or-sith 👾 Nattira Maneerat 👾 Justin Hual -- Learn to code for free and get a developer job: https://www.freecodecamp.org Read hundreds of articles on programming: https://freecodecamp.org/news
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Chapters (16)

Customer Support AI Agent Intro
6:47 Retrieval Augmented Generation Refresher
10:05 Embeddings Recap
12:57 Vector Database Embed Documents
20:19 Vector Database Retrieval
28:00 Challenge: Vector Database Retrieval
32:51 Vector Database Text Splitting and Retrieval
40:34 Vercel AI SDK Basics
43:51 Challenge: Vercel AI SDK Basics
47:22 Vercel AI SDK Structured Outputs
52:38 Challenge: Vercel AI SDK Structured Outputs
58:39 Vercel AI SDK Tool Calling
1:08:37 Challenge: Vercel AI SDK Tool Calling
1:18:04 Agentic Retrieval Routing
1:31:52 Challenge: Agentic Retrieval Routing
1:35:08 Web Search AI Agent
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