More Than Just a Writing Assistant: The Three Layers of Agentic AI

About The Episode:

Ardis Kadiu, founder of Andi and former Element451 CEO, joins Brian Piper to map where agentic AI actually stands. He frames maturity in three layers—one-shot "skills," chained "agentic workflows," and goal-driven "autonomous agents"—arguing most institutions remain stuck in layer one. As AI handles more production, he says human taste and judgment matter more, since the scarce skill is knowing which output truly fits an institution's voice. Leadership must drive this from the front rather than mandate it, treating AI as core work redesign, not a side project. He offers five questions leaders should answer first: what workflow is changing, who owns it, what data is authoritative, what agents can do unsupervised, and how success is measured.

The conversation also covers teaching, where Kadiu argues AI is eroding essays as proof of learning, pushing institutions toward tracking process and judgment instead—"learning intelligence." He compares AI's disruption to the shift from horses to cars: it restructures jobs and infrastructure, not just speed, making higher ed more vital for building identity and resilience. Looking to 2027, he predicts the "harness" around models (memory, tools, permissions, autonomy) will matter more than raw model intelligence, with research and software production accelerating alongside more "AI slop." He sees the real bottleneck as the gap between AI capability and organizational adoption. He closes by describing Andi, his project for secure family AI supervision, naming Codex as his go-to tool today.

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Connect With Our Host:
Brian Piper
https://www.linkedin.com/in/brianwpiper/‍

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.