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728 papers from the QNFO program, filed on nine shelves by the reader each one is written for: energy per answer, error correction, physics, numbers and p-adics, logic and formalism, AI and knowledge, autonomous systems, assessments, and cross-cutting essays. Every page renders its mathematics and can be questioned in place. How a living paper works.

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Statistical audits. Null models, significance and calibration statistics Tagged papers: 20.

  1. AI & knowledgerev 21 Oct 2026v2.0.0

    What Makes a Measure “Genuinely Natural”? Bits, Nats, and the Audit of Naturalness Claims in Measurement, Information, and Language

    The adjective “natural” is invoked across quantitative sciences to suggest privileged status for units, conventions, or datasets. This paper formalizes three explicit criteria for a measurement convention to be genuinely natural—ratio/relabeling invariance, additivity, and constant‑freedom—and…

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