Greg Twemlow's article introduces "Skills Symmetries©," a concept inspired by Noether's theorem in physics, addressing the problem of knowledge retention in organisations. The author, through a conversation with ChatGPT, developed a system for capturing and structuring the behaviours of high-performing experts. This framework uses the Oloid shape as a visual metaphor, representing the comprehensive and continuous nature of knowledge capture. Skills Symmetries aims to identify repeatable patterns of expertise and implement them to predictably train future employees. The article proposes a new approach to knowledge conservation, moving beyond mere documentation of best practices. The concept is designed to be scalable and adaptable across various industries. Read the article on Medium.

About the Author - Greg Twemlow writes and teaches at the intersection of technology, education, and human judgment. He works with educators and businesses to make AI explainable and assessable in classrooms and boardrooms — to ensure AI users show their process and own their decisions. His cognition protocol, the Context & Critique Rule™, is built on a three-step process: Evidence → Cognition → Discernment — a bridge from what’s scattered to what’s chosen. Context & Critique → Accountable AI™. © 2025 Greg Twemlow. “Context & Critique → Accountable AI” and “Context & Critique Rule” are unregistered trademarks (™).