AI & Machine Learning
Learn to integrate AI into web applications with Vercel AI SDK, LangChain.js, OpenAI, vector databases, and RAG patterns. Build intelligent, AI-powered web experiences.
6 tutorials
AI SDK Architecture: Streaming & Tool Calling Patterns
Engineer reactive AI interfaces. Advanced patterns for multi-step tool calls, generative UI streaming, and model orchestration using Vercel AI SDK.
Agentic AI Architecture: LangGraph & Next.js 15 Patterns
Orchestrate cognitive loops. Steps to architect autonomous AI agents with state persistence, human-in-the-loop validation, and React integration using LangGraph.
MCP Architecture: Standardizing LLM Context Protocols
Fix the context silo. Deep dive into the Model Context Protocol (MCP) architecture for building standardized, interoperable AI tool servers.
Production RAG Architecture: LangChain.js & Vector Search
Beyond simple chatbots. Architecting scalable Retrieval Augmented Generation systems with vector database indexing, context window optimization, and LangChain.js.
WebLLM & React 19: Build Fast Local AI Apps
Learn to build privacy-focused, high-performance local AI apps using WebLLM and React 19. A step-by-step guide to running LLMs directly in the browser.
Building Local AI Agents with Next.js 16, Ollama, and Vercel AI SDK
Learn how to build zero-latency, privacy-first local AI agents in Next.js 16 using Ollama, tool calling, and React Server Components.