This piece, the third part in a trilogy by Greg Twemlow, examines the concept of Skills Symmetries, which are not simply workplace abilities but rather deep-seated, conserved behavioural patterns mirroring universal structures. The author uses the oloid shape as a metaphor to illustrate how skills evolve through recursive interaction rather than linear progression, highlighting the idea that complexity can be harmonious. He argues that AI serves as a mirror, allowing us to better perceive these intrinsic human capacities and their non-linear, harmonic nature, which is rooted in biological evolution. The essay raises questions about whether skills are innate or activated by context and how human aptitudes align with societal systems, ultimately suggesting that understanding these "symmetries" is crucial for navigating an age reshaped by AI. Read the article.
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 (™).
