『Shaving Degrees and Promising Retraining Won’t Save a Dislocated Generation』のカバーアート

Shaving Degrees and Promising Retraining Won’t Save a Dislocated Generation

Shaving Degrees and Promising Retraining Won’t Save a Dislocated Generation

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Greg Twemlow's Medium article argues that artificial intelligence is eroding traditional entry-level jobs and undermining human formation, which is the lifelong process of developing sound judgement. Instead of addressing this developmental crisis, legacy educational institutions are relying on inflated diplomas and truncated degrees that fail to prepare students for a rapidly changing economy. Consequently, millions of workers face structural displacement and unpaved career pathways while productivity gains increasingly benefit senior personnel rather than junior staff. To navigate this modern labour landscape, the author contends that individuals must move beyond static career plans and adopt proactive traction architectures focused on verified capabilities. Ultimately, maintaining human agency requires deliberate cognitive protocols like Context & Critique to ensure people retain moral ownership over their work.

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 (™).
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