Navigating the Institutional Formation Gap in the AI Age

Greg Twemlow explores the Institutional Formation Gap, a modern crisis where artificial intelligence disrupts the traditional journey from education to professional maturity. He argues that while automation provides efficiency for organisations, it creates Formation Debt by removing the entry-level tasks through which young people once developed professional judgement. To navigate this fractured landscape, individuals must take personal responsibility for their growth without waiting for institutional permission. Twemlow suggests a collaborative ecology involving AI as a learning ally, alongside peer reciprocity, human mentorship, and real-world consequences. Ultimately, the text encourages a move beyond merely producing artefacts to becoming a person capable of carrying genuine responsibility in an uncertain future. 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 (™).