May 22
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In this video, we build and understand a Production-Ready Multi-Agent RAG System on Google Cloud Platform (GCP) using modern AI infrastructure and agentic workflows. This is the first foundational video of the complete Multi-Agent RAG playlist where we cover the architecture, workflow, deployment pipeline, and production-grade AI system design using: ✔ LangGraph ✔ Vertex AI Vector Search ✔ FastAPI ✔ Cloud Run ✔ Firebase Hosting ✔ Tavily Web Search ✔ Groq LLM ✔ LangChain 📌 Topics Covered in This Video • What is Multi-Agent RAG? • Traditional RAG vs Agentic RAG • LangGraph Multi-Agent Workflow • Hybrid Retrieval Architecture • Vertex AI Vector Search explained • Semantic Search on GCP • Web Search Agent using Tavily • Streaming Responses with FastAPI • Serverless Deployment using Cloud Run • Firebase Hosting Architecture • CI/CD using Cloud Build • End-to-End Production Architecture 🚀 Tech Stack Used AI / RAG • LangGraph • LangChain • Vertex AI Vector Search • Groq LLM • Tavily Search API Backend • FastAPI • Python • Docker Frontend • React • Vite • Firebase Hosting Deployment • Cloud Run • Cloud Build • Artifact Registry • Google Cloud Storage • IAM & Service Accounts 📘 What Makes This Production Ready? ✔ Multi-Agent orchestration ✔ Hybrid retrieval (Vector + Web Search) ✔ Streaming responses ✔ Semantic search at scale ✔ Auto-scaling infrastructure ✔ Serverless deployment ✔ Real-time retrieval augmentation 📌 Perfect For • AI Engineers • Generative AI Developers • LangGraph learners • RAG Developers • GCP learners • MLOps engineers • Backend engineers 📌 This playlist will gradually move from concepts → implementation → deployment → production architecture. Like 👍 Share 📤 Subscribe 🔔 for more advanced AI engineering videos. __________________________________________ 🔀 Sorting: https://youtube.com/playlist?list=PL9jefoqM2f-P6Ehn7ZtK9OXFZAuWHUiI1 🔍 Searching Algorithms: https://youtube.com/playlist?list=PL9jefoqM2f-PjhGvQrx3srOa5iIs4gIDY 🔢 Arrays in Python: https://youtube.com/playlist?list=PL9jefoqM2f-P0BHa_mjkNm-lvvPMqb9cE 🧮 White Box Testing Numerical: https://youtube.com/playlist?list=PL9jefoqM2f-Mhk8fhrqqIhtXSqFzFMCr7 📈 Big Data Analytics: https://youtube.com/playlist?list=PL9jefoqM2f-MUTHq5_1jYm9XOMS3VHTvb Applied Data Science: https://www.youtube.com/playlist?list=PL9jefoqM2f-N0_007irt9JO3j0idC-khL 🤖 Deep Learning: https://www.youtube.com/playlist?list=PL9jefoqM2f-PSPzQe6DuSeUTtGAftQz7B Generative AI: https://www.youtube.com/playlist?list=PL9jefoqM2f-PRqJhqaZ5R7WFSzsKHL80x Natural Language Processing (NLP): https://www.youtube.com/playlist?list=PL9jefoqM2f-NcOuUH34FDp1bygXUZTABg Model Context Protocol (MCP): https://www.youtube.com/playlist?list=PL9jefoqM2f-M9fyQPS2jQz77ATRIkX43y Text-2-SQL GenAI Project: https://www.youtube.com/playlist?list=PL9jefoqM2f-Pz2WNOffLvKgXwPsEGaLQc 🔗 Blockchain and DLT: https://www.youtube.com/playlist?list=PL9jefoqM2f-NPuxHKBNilP6k8FHZ9RYLf ❤️Heart Disease Prediction using Machine Learning Project: https://www.youtube.com/playlist?list=PL9jefoqM2f-OMXLVcBVk4YxX7AyrgMDYI 100 Days of SQL: https://www.youtube.com/playlist?list=PL9jefoqM2f-PNlBPLVPeyzqGX2cRzTwbT 🐍 Python Small Projects: https://youtube.com/playlist?list=PL9jefoqM2f-PpdCKjwuWoiDctQcUKeR6S Subscribe to At A Glance! Buy me a coffee: https://www.buymeacoffee.com/ataglanceofficial Join Telegram: https://t.me/ataglanceofficial Official Website: https://ataglanceofficial.netlify.com/ Follow me on Instagram: https://www.instagram.com/at_a_glance_official/ __________________________________________