How machines know they’re off course, and why it matters
What’s your AI optimizing for, and how does it know it’s off course? A guide for strategic leaders building systems that learn.
Day: June 5, 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.
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Linkedin: https://www.linkedin.com/in/emilinds/