Build GenAI Apps from Scratch — UCSB PaCE Certificate Program
The Fastest Way to Become a Backend Developer Online
Overview
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Explore a revolutionary approach to AI reasoning through this 10-minute conference talk that challenges traditional monolithic AI systems. Learn how Layered Chain-of-Thought prompting combined with Multi-Agent Systems creates transparent, accurate, and self-correcting artificial intelligence that moves beyond guesswork to verified decision-making. Discover how breaking down AI reasoning into verifiable steps, each confirmed against knowledge bases, significantly enhances robustness and repeatability in AI applications. Examine concrete technical examples demonstrating how Multi-Agent Systems decompose complex tasks into specialized components, with each agent generating initial thoughts, verifying accuracy against trusted knowledge sources, and collaboratively building robust reasoning chains. Understand how this layered methodology overcomes limitations of traditional AI approaches while enabling more transparent and scalable intelligent systems. Access supporting research through the accompanying arXiv paper that provides deeper technical insights into this innovative framework for building reliable AI systems through verified, collaborative reasoning processes.
Syllabus
Stop Guessing: Build Robust AI with Layered CoT
Taught by
AI Engineer