
The Devil’s Advocate on AI: The Eloquent Death of Language Models
Language made LLMs universal. But as they fade into tools and workflows, what remains of the language model as a product?
Essays on AI, decision-making, and critical thinking.
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Language made LLMs universal. But as they fade into tools and workflows, what remains of the language model as a product?

What happens when everything looks fine, but nothing clearly stands out? As the cost of producing convincing signals drops, distinguishing real capability from well-structured output becomes harder. This essay looks at the consequences for decision-making in a world where signals no longer reliably differentiate.

Degrees were never proof of competence. They were signals of it. But what happens when the process behind them changes?

When the spreadsheets stop giving answers, someone makes a judgement call. But what exactly do we mean when we say that a decision requires judgement in the age of AI?

When output no longer reflects process, something fundamental shifts. A student, an AI-generated exposé, and a question that extends far beyond education.

An essay about why organizations built for accountability and control may not actually want what is described as Artificial General Intelligence.

All my life, people have asked me for answers.