Evolve 2026/ Session notes

AI for the Public Good

EVOLVE 2026 · MIAMI · BREAKOUT PANEL · SESSION 03

John Paul Farmer (moderator) · Mayor Chris Lee · Commissioner Alisha Bell · Myriam Said · 6 min read

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THE 60-SECOND READ

Dependable AI means identifying problems before they happen: catching the $10,000 problem before it becomes the $10 million one. From a rural Alabama city with no IT department to a nation of 130 million treating AI as infrastructure, not a luxury, the panel agreed on the measure of success: citizens noticing better service.

Key Highlights

By the numbers (data points sidebar)

to issue a driver's license in Ethiopia
0 min
digital IDs issued
0 M
enrolled in digital skills courses
0 M
population being served
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In their words

“In our part of the world, where public service is fragmented, reliability matters more than innovation.”
Myriam Said, Digital Advisor, Office of the Prime Minister Ethiopia

Notes

The panel kept returning to what dependable actually means. For Tuskegee it means systems that warn before failure, and transparency that earns trust even from citizens who don’t understand the technology. Ethiopia added three more tests: accountability, predictability, and reversibility. AI has to work with messy data, and its decisions have to be explainable.

Fear of job loss came up as the biggest barrier to adoption. The panel’s answer was consistent. Address the fear directly. Keep humans in the loop. Show visible use cases where AI extends staff capacity instead of replacing it. Leaders, one panelist said, have to become the translators of this technology for their communities.

On how they keep learning, the answers were structural: NACO’s AI task force connecting hundreds of county governments, peer mentorship between mayors, and learning across borders. The session ended with an open invitation to come see Ethiopia’s systems firsthand.

From the room (session gallery)

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