The Pattern (Historical Structure of Knowledge-Technology Transitions)

The pattern is not a law. Laws imply necessity; the pattern implies that the same structural conditions have produced the same structural outcomes with sufficient consistency to be informative about new cases. The regularity is documented across hand-drawn illustration to photography, from qualitative description to statistical analysis, from analog measurement to computational modeling. Each transition produced the same sequence of epistemic events in the same order, with variations in tempo and severity but not in structure. The pattern predicts, with high confidence, that institutional adaptation will arrive later than the technology requires. It predicts, with moderate confidence, that the period of costly errors will be more severe for AI than for previous transitions. And it predicts, with lower but still meaningful confidence, that adaptation will eventually succeed — though 'eventually' conceals the variable that matters most: the length of the gap.