Distinguishing Instrumental vs Understanding Knowledge: Why AI-Accelerated Science Still Hits Physical Bottlenecks
ShalitUri · x · 2026-09-03
ShalitUri proposes separating two kinds of knowledge: instrumental knowledge (e.g. a cancer cure) from knowledge whose purpose is human understanding, which forms the bulk of humanities and pure mathematics research. He argues machines may accelerate instrumental knowledge production, but it typically depends on physical systems — lasers, solutions, cells, human subjects — whose operating rates are inherently limited, imposing a ceiling on even AI-driven scientific acceleration. For understanding-oriented knowledge, the machine cannot bypass the human comprehension step entirely.
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