『Value Has Moved Up the Abstraction Stack』のカバーアート

Value Has Moved Up the Abstraction Stack

Value Has Moved Up the Abstraction Stack

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 In an era where artificial intelligence makes execution cheap and abundant, human value is relocating to higher levels of the abstraction stack. This transition marks a fundamental repricing of cognition, where the ability to produce work is less valuable than the judgment and intent required to direct it. As traditional learning through repetition collapses, the text introduces the Discerner Architect as a vital role for overseeing the ethical and strategic consequences of automated outputs. True expertise now resides in discernment, specifically the capacity to evaluate trade-offs and take accountability for what a system normalises. Ultimately, professional relevance in an AI-mediated world depends on authored intent rather than mere velocity. Professionals must shift from being simple executors to becoming masters of context and critique to ensure technology serves meaningful human ends. 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 (™).
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