crisis-resolvable-if-pragmatism-contamination-removable

Antecedents (all must be IN):

• IN all-barriers-converge-on-pragmatism-as-single-origin — The two principal independent barriers to ML reform — the mutually reinforcing dual lock-in (economic entrenchment + epistemic closure) and the co-aligned material and intellectual infrastructure — both trace to pragmatism as a common origin, suggesting pragmatism functions as a primary generator of ML's intractability rather than merely one contributing factor among several.
• IN biological-inspiration-filtered-by-pragmatism — Biology's role as catalyst-not-constraint for ML is itself a consequence of the pragmatism principle — biological analogies (receptive fields, gating, energy dynamics) survive selection only when they yield scalable inductive biases, meaning biological inspiration is filtered through the same pragmatic selection that drives both innovation and crisis, and the filtering mechanism explains why ML's biological heritage is architecturally productive but theoretically ungrounding.

Unless (any of these IN defeats this justification):

• IN epistemic-system-fully-closed-across-all-dimensions — ML's epistemic system approaches closure across two major analytical dimensions — abstract-concrete crisis convergence narrows external analytical angles (abstract terminal saturation and concrete NLP embodiment independently arrive at compatible conclusions about irreversibility), while diagnostic self-obsolescence undermines key internal analytical instruments (error decomposition and existence proofs confirm the crisis while revealing their own limited capacity to resolve it). Together these convergences suggest that the remaining dimensions through which new information could substantively alter the field's trajectory have significantly contracted, though the claim of total closure goes beyond what two convergence paths can definitively establish.