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You have likely witnessed the hype-cycle around MCP (the Model-Context Protocol) for LLMs. It was heralded as \"the universal interface between LLMs and the world\" but then faded into the background as attention shifted towards AI Agents. Yet, the background of your AI app is exactly where an MCP should be, and in this talk we cover why. We will tour the MCP protocol, the Python reference implementation, and an example agent using an MCP. Expect protocol flow-charts, architecture diagrams, and a real-world demo. You will walk away knowing the core ideas of MCP, how it connects to the broader ecosystem, and how to power your AI agents.

AI/ML LLM Python
Build Your Own AI Agent 2025-10-08 · 19:15
Emma Saroyan – Co-author, Generative AI for Web Development

In this session, I'll walk you through how to build a smart, context-aware agent in just 45 minutes. You'll see how OpenAI APIs, LangChain, and Python can work together to create an agent that goes beyond basic chat. With a demo and easy-to-follow steps, you’ll leave with the confidence to start building and customizing your own AI Assistant. We'll cover: Core principles of AI agents and what makes them different from simple chatbots Step-by-step walkthrough of building an agent with LangChain and OpenAI APIs Demo of an AI agent Practical ways to customize agents for your own use cases

openai apis langchain Python
Emma Saroyan – Co-author, Generative AI for Web Development

Practical talk on GenAI, including a step-by-step walkthrough of building an app with OpenAI APIs and Next.js; discusses capabilities and limitations of GenAI for web development.

genai openai apis next.js

Talk on a dynamic, automated approach to search evaluation using user-modeling inspired by the 'LLM as a judge' paradigm to generate realistic query-result pairs and evaluate multi-modality search.

LLM dynamic user modeling multi-modality testing automated test generation search evaluation
Alex Weisberger – Full Stack Software Engineer @ Datadog

Discussion on database observability and index optimization techniques.

database observability index optimization Datadog
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