Theoretical analysis demonstrates that judgment failures stem from upstream structural distinctions in decision systems, suggesting computational scaling alone cannot fix missing distinctions.
Many failures attributed to insufficient intelligence arise earlier. Before an evaluator can determine whether something is the same, has changed, follows from evidence, or warrants action, a judgment must already specify which distinctions count, which transformations are admissible, what evidence is retained, and who is authorized to supply or act on missing information. The Missing Distinction presents the Identity-Persistence Program as a unified conceptual architecture for bounded judgment. Its central diagnostic asks whether a demanded verdict varies within cases the evaluator’s licensed information treats as identical. If it does, no recombination of that same information—no larger model, additional inference, ensemble, or confidence score—can recover the erased distinction. The failure is structural rather than computational. If the verdict is incompletely specified, the problem lies further upstream in specification or governance. Across examples from institutional records, automated decisions, biology, software, archives, and scientific disagreement, the book separates specification, identity, admissibility, evidence, derivation, informational repair, realization, authorization, commitment, and verification. It shows how a required distinction may be realized exactly, supplied only with excess revelation, support only a narrowed demand, or remain unavailable. It also explains why identical verdicts can arise through paths that disclose different information, making provenance requirements relative to the audit question being asked. The book introduces no independent theorem ownership. It is a trade synthesis of the formal owner papers, translating their dependency order, exact boundaries, practical diagnostics, and refusals into a lens for institutions and future judgment systems.
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Devin Bostick (2026) studied this question.
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