Mastering LLM Agent Frameworks: LangGraph, AG2, CrewAI, Semantic Kernel for AI Development
Unlock the power of Large Language Model (LLM) agents and build sophisticated AI applications with this in-depth tutorial! For developers, AI enthusiasts, and students, we deep dive into four leading LLM agent frameworks: LangGraph, AG2, CrewAI, and Semantic Kernel. Learn their core concepts and practical implementations with hands-on Python examples, enabling you to create autonomous AI systems, advanced chatbots, and multi-agent workflows.
**What you'll learn:**
* **LangGraph:** Build stateful, multi-agent applications with memory (checkpointers), human-in-the-loop controls (interrupts), custom state, and even "time travel" to revisit conversation states. See a basic chatbot with web search (Tavily) integration.
* **AG2:** Create production-ready AI agents focused on "Conversable Agents," covering orchestration, human-in-the-loop, tool integration, and structured outputs. We build a financial compliance assistant.
* **CrewAI:** Explore this lean Python framework for building AI agent "Crews" (teams of agents) and "Flows" (event-driven workflow orchestration). Master project setup, defining agents/tasks in YAML, and leveraging conditional logic (@Or, @And, @Router decorators). Uses SerperDev tool.
* **Semantic Kernel:** Understand the "kernel" as a central hub for managing AI services (like Google Gemini & OpenAI chat completion) and plugins (tools). Explore the Chat Completion Agent with a practical menu helper plugin, and learn about its agent architecture.
This video is packed with hands-on code examples and aims to provide a solid foundation for anyone looking to build advanced AI solutions.
**Don't miss out!** Like, share, and subscribe for more AI agent development tutorials and deep dives!
Check out additional resources: LangGraph server/platform quickstarts, Google Agent Development Kit for multi-agent AI workflows and deployments.
Timestamps:
[0:00] Introduction
[0:39] LangGraph Overview & Setup
[2:38] LangGraph: Building a Basic Chatbot
[9:29] LangGra
Watch on YouTube ↗
(saves to browser)
Sign in to unlock AI tutor explanation · ⚡30
More on: Agent Foundations
View skill →
🎓
Tutor Explanation
DeepCamp AI