pragmatism-law-explains-cross-pollination-fragility

IN derived (depth 8)

Created 2026-06-21T11:27:21+00:00 · Reviewed 2026-06-21T15:37:01+00:00

ML's cross-pollination fragility is a predictable consequence of its pragmatism principle — since pragmatic scalability rather than theoretical rigor is ML's dominant evolutionary law, the field naturally assembles innovations from whatever source scales, producing capability through bricolage rather than from first principles, which inherently generates both innovation and theoretical incoherence.

Justifications

SL — The triply-validated pragmatism law predicts that assembly from disparate sources is the only viable evolutionary strategy, making fragility a necessary feature rather than an accident

Antecedents (all must be IN):

IN ml-pragmatism-principle-triply-validated — ML's pragmatic-over-rigorous character is triply validated across independent domains — backpropagation succeeds precisely when its mathematical prerequisites are violated, mathematical completeness is counterproductive for paradigm survival (SVMs), and NLP's paradigm succession tracks hardware scalability not theoretical adequacy — establishing pragmatic scalability as ML's dominant evolutionary law.
IN cross-pollination-necessary-but-produces-fragility — ML's dependence on cross-field pollination appears to be both a source of its major innovations and a contributor to its theoretical fragility — the field and key algorithms like backpropagation were assembled from independent discoveries across disconnected communities rather than developed from unified first principles, which may help explain why practically successful architectures often lack the coherent theoretical grounding that would support robust, predictable behavior.

Dependents

These beliefs depend on this one:

IN pragmatism-root-of-innovation-and-crisis — ML's pragmatism principle is the common root of both its innovation pathway and its crisis spiral — pragmatism enables the cross-field pollination that drives architectural advances while simultaneously producing theoretical fragility, and economic incentives sustain this same pragmatism over rigor, making crisis resolution require abandoning the very principle that enables progress.