Everything AI did this year was crazy and none of it was weird
Anthropic doubled its research speed and spent six times as much doing it. What it didn’t buy is the thing Adam Mastroianni says we need more of.
True expertise has a nested architecture where each layer builds on previous understanding, but AI can produce seemingly sophisticated outputs without this foundational structure. The professionals who become more valuable with AI develop "Symbolic Plasticity"—the ability to use AI to reveal new connections across their expertise layers while preserving the deep structural integrity that makes their knowledge genuinely adaptable.
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