The LLM Triangle: Engineering Principles for Robust AI Applications - Almog Baku:
This talk introduces the LLM Triangle, a framework for building robust AI applications by focusing on three core principles: the model itself, engineering techniques, and contextual data. The speaker emphasizes that successful LLM applications are not just about sophisticated models but heavily rely on rigorous experimentation and data-driven engineering, akin to standard operating procedures in manufacturing. The goal is to treat LLMs as capable but inexperienced interns that require clear, step-by-step guidance to ensure consistent quality and performance in production environments.
26 min