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February 26, 2026
DeBrief: Chatbot vs Agent

DeBrief: Chatbot vs Agent

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About the Episode

About the Episode:

In this Debrief, JC provides an overview of the key differences between chatbots and agentic AI, emphasizing the importance of memory, goal orientation, and autonomy. He breaks down the four key pillars of agentic AI and introduces context engineering as essential for effective, relevant AI in higher education. Listeners learn how identity, behavior, history, and institutional context shape smarter, trustable AI, enabling personalized student support and reducing hallucinations.

Connect With Our Host:

Dr. JC Bonilla

https://twitter.com/jbonillx

Enrollify is produced by Element451 —  the next-generation AI student engagement platform helping institutions create meaningful and personalized interactions with students. Learn more at element451.com.

People in this episode

Host

Dr. JeanCarlo (J.C.) Bonilla is an executive leader in educational technology and artificial intelligence.

Interviewee

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