AI Isn’t Magic. It’s Math in a Wizard’s Robe.
A field note on what AI actually is, why it keeps getting smarter, and how systems learn - even when we don’t see it happening.
Day: April 22, 2025
The Human Margin Clarity System by Emi Linds is licensed under a Creative Commons Attribution-NonCommercial-NoDerivatives 4.0 International License.
Disclaimer
The Human Margin Clarity System and the Human Margin for AI is provided for informational and educational purposes only. It does not constitute legal, financial, technological, or professional advice. While the concepts presented are intended to support ethical leadership and responsible innovation, implementation of this framework is at the sole discretion and responsibility of the user. No guarantees are made regarding specific outcomes. The author disclaims all liability for actions taken based on this material.
Emi Linds is a strategist, creative technologist, and author of The Human Margin for AI – a framework for responsible AI, organizational clarity, and narrative-led systems change. She writes at the intersection of human-centered AI, empathy design, and ethical innovation. Based in Canada, Emi lives with her husband and they are raising two tiny future innovators.
Designed with heart️ by Emi Linds
Linkedin: https://www.linkedin.com/in/emilinds/