AI Framework

⚡ What You Can Do in the Next 5 Minutes

Why choose a framework?

Framework Benefits in Practice

🗺️ Your Learning Journey Through AI Framework Mastery

Introduction

🧠 AI Framework Development Ecosystem

Your first AI prompt

Setting up LangChain with GitHub Models

Building conversational AI

Understanding message types

Creating your first conversation

Streaming responses

Implementing streaming with LangChain

🎯 Pedagogical Check-in: Framework Abstraction Benefits

Prompt templates

Creating reusable prompts

Structured output

Defining output schemas

Tool calling

Using Python

A more interesting tool that calls a web API

Embeddings and document processing

Creating and using embeddings

Document loaders for various formats

Building a complete AI application

Complete application example

🎯 Pedagogical Check-in: Production AI Architecture

Assignment: Build your own AI-powered study assistant

Requirements

Implementation Steps

Evaluation Criteria

Sample code structure

📈 Your AI Framework Development Mastery Timeline

Summary

What you've learned

Key takeaways

Where do you go from here?

GitHub Copilot Agent Challenge 🚀