8. How Production AI Works: A Step-by-Step Architectural Guide

Analytics Vidhya · Intermediate ·🧠 Large Language Models ·4d ago
What does a real-world LLM application look like under the hood? Building a production-ready AI system is about much more than just calling an API. In this video, we move past the simple "input-output" mindset and explore the multi-layered architecture required to make Large Language Model (LLM) systems reliable, safe, and scalable. We break down the 5 essential layers of a production LLM system: 1. The API Layer: The entry point for requests. We discuss the importance of authentication, rate limiting, and input validation to protect your core intelligence. 2. The Retrieval System (RAG): How …
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Dave Ebbelaar (LLM Eng)