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Custom, Compact, and Composite AI Systems

AI Institute at UofSC - #AIISC via YouTube

Overview

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Join this Distinguished Speaker Series talk by Amit Sheth from the AI Institute at UofSC as he explores the evolution of AI systems from large monolithic models to complex "compound" systems and "agentic" frameworks. Discover the proposed Custom, Compact, and Composite AI with a Neurosymbolic (C3AN) approach—a framework for the 4th generation of AI that integrates data, knowledge, and human expertise. Learn how this framework addresses challenges in reliability, consistency, transparency, and alignment with user goals through 14 foundation elements. The presentation covers how Custom emphasizes high-quality domain-specific data and knowledge, Compact focuses on resource-conscious implementation without requiring extreme scale, and Composite integrates multiple AI modules working collaboratively on domain-specific tasks within a cohesive Neurosymbolic framework.

Syllabus

Salesforce AI Distinguished Speaker Series: Amit Sheth – Custom, Compact, and Composite AI Systems

Taught by

AI Institute at UofSC - #AIISC

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