When the Career Compact Disintegrates

This text examines the collapse of the traditional career compact, arguing that AI has exposed a structural fragility in how society organises work and adulthood. The author contends that while technology is age-blind, its impact is age-specific, blocking entry-level paths for the young and devaluing the seasoned judgment of older workers. As corporations trade human mentorship for AI-driven efficiency, the financial and emotional burden of these disruptions shifts heavily onto the household unit. Rather than viewing this as a reason for despair, the source identifies a rare opportunity to redesign the social order on more humane terms. This proposed architecture would prioritise accountable reasoning and dignity over simple cognitive output or corporate profit margins. 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 (™).