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In this interactive workshop, we demonstrate several important GenAI features from Function Calling, RAG, MCP and multi-agent systems, in a way to explain how we got from simple LLM Calling to Multi-agent systems. At the end, you will have a good view of the current storyline for agentic AI. Code Breakdown video: • My Workflow for Building any Streamlit Mul... 00:00 Intro 01:32 Agents in RL 04:15 LLM Calls 06:20 JSON Mode 07:37 Functions 11:25 Chunky Kong 15:13 Grouping Tools 20:29 More senses 22:34 Inner thoughts 26:34 The Demo 31:54 Food for thought 35:30 Conclusion --- 🗣️ Stay up to date with the Data Web App Ecosystem 📑 Follow my socials ➡ https://andfanilo.com 📧 Get my latest updates in your inbox ➡ https://newsletter.andfanilo.com 💰 Buy me a coffee to stay awake while editing ➡ https://www.buymeacoffee.com/andfanilo 🔗 Links Code: https://github.com/andfanilo/demo-llm... 🔧 My tools (Affiliate links to support me) 📕 Streamlit Official Book - https://amzn.to/3QuRPwl 📷 Main Camera - https://amzn.to/3QvTosB 📷 Main Lens - https://amzn.to/3svYCwq 🎙️ Microphone - https://amzn.to/47l5ewA 🎵 Music & Sound Effects - https://www.epidemicsound.com/referra... --- 🪶 I did 3 takes of this video, I hope it renders well...first time scripting with bullet point teleprompter ⚠️ Links included in this description might be affiliate links. If you purchase a product or service with the links that I provide I may receive a small commission. Thank you for supporting my channel so I can continue providing you with free content! #streamlit #python #datascience #dataapps