The Embedded Expert: A Realistic Vision of AI as a Permanent Cognitive Layer

Imagine a materials scientist who never has to stop mid-thought to pull up a reference. The relevant literature, the contradicting data point from 2019, the synthesis pathway someone tried and abandoned — it surfaces as she needs it, contextually, without a search. Not as an interruption. As a layer of working memory she didn’t have…

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