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K. Anders Ericsson

The psychologist who proved that expert performance is built, not born—architect of deliberate practice theory and the researcher whose four conditions explain both the engine of human mastery and its most precise vulnerability to AI-assisted shortcut.
K. Anders Ericsson is the scientist of expertise. Working from Herbert Simon’s laboratory at Carnegie Mellon and spending four decades studying violinists in Berlin, chess players, surgeons, and memory athletes, Ericsson arrived at a finding that cut against every comfortable assumption about talent: expert performance is not the product of innate ability but of a specific, demanding, feedback-rich form of practice he named deliberate practice—effortful engagement at the precise boundary of current capability, guided by a teacher who designs the challenge and supplies corrective feedback. The finding is generous in one direction and merciless in another. It is generous because it says mastery is available to anyone willing to submit to the process. It is merciless because it says the process cannot be gamed: fluency of output, which large language models supply in abundance, is not the same as the representational change that practice produces in a mind. The practitioner who outsources the struggle receives the output but not
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