QNFO Papers

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609 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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Knowledge integrity papers 46 papers

Knowledge integrity. Ignorance audits, calibration and metascience Tagged papers: 46.

  1. AI & knowledge

    Institutionalized Predictive Jeopardy: An Evolutionary-Game Demarcation Criterion for Knowledge Systems

    Institutional knowledge systems — peer review, tenure committees, funding panels, citation markets — must decide which claims deserve resources, yet they possess no formal criterion distinguishing claims that carry prospective falsification risk from claims fitted to evidence after the fact.…

  2. AI & knowledge

    What a Fairness Audit Must Report When Demographic Labels Are Missing: Assumption-Free Disparity Intervals, a Determinacy Rule, and a Disclosure Checklist

    Fairness audits of machine-learning systems publish group-level rates such as selection rates, but the protected labels those rates depend on are frequently missing for a substantial fraction of the audited population, and no settled rule says what the audit must disclose in that case. The gap is…

  3. Numbers & p-adicsv2.0.0

    Frequencies of Events in the Actual World: A Reconciled Cross-Domain Framework with Explicit Arithmetic

    Every empirical discipline counts events, but the practice of measuring event frequencies is fragmented across fields that rarely compare methods. This paper develops a cross-domain framework for event-frequency observation in the actual world, organized around three questions: what counts as an…

  4. Logic & formalism

    Ontological Re-Entry: What Can We Say Exists?

    This paper addresses the "re-entry" problem in ontology: given a theory, formalism, or model built over some primitive vocabulary, what can we legitimately say exists when we project that structure back onto the world, and what does answering the question cost a physically bounded observer? We…

  5. AI & knowledge

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

    The word "natural" carries persuasive weight across the quantitative sciences: it appears in "natural logarithm," "natural language," and "natural images," and most pointedly in the recent information-theoretic proposal that the nat — the information unit based on the natural logarithm — is a…

  6. AI & knowledge

    Cross-Model LLM Convergence as Bayesian Evidence for Scientific Claim Correctness: A Formal Framework, Worked Derivations, and a Calibration Protocol

    Verifying novel or fringe scientific claims is bottlenecked by the scarcity of domain experts. We propose and formalize a gate-checking method in which agreement between two or more independently trained large language models (LLMs) — not merely on a verdict but on the same multi-step argument…

  7. AI & knowledge

    Is the Meta-Pattern of Reification Physically Real? A Reconciled Audit with a Quantified Cost Framework

    A the QNFO archive document (https://papers.qnfo.org/papers/meta-pattern-of-reification-in-physics/) proposes a "Meta-Pattern of Reification in Physics" and poses the question of whether this pattern is something physically real rather than a descriptive regularity. This paper treats that question…

  8. AI & knowledgev2026-09-26

    From Statements to Questions: AI as Epistemic Repair Infrastructure

    Human conflict often begins not with a lack of speech, but with speech that has hardened into statements. Statements can conceal the assumptions that make them possible: what one side takes as perception, the other experiences as accusation. This poster proposes a practical framework for using large…

  9. AI & knowledgev1.1

    Terminology Silos and the Consilience Gap: A Quantitative Audit of Cross-Domain Vocabulary

    Interdisciplinary consilience is claimed everywhere and measured almost nowhere. This paper measures one of its basic preconditions: whether scientific domains share vocabulary. 97.2% of external technical vocabulary occurs in exactly one discipline; bridge terms are massively enriched in…

  10. AI & knowledgev2.4.0

    The Consilience of the QNFO Keyword Taxonomy: Ultrametric Structure as a Testable Compression Prior

    The QNFO research program spans seven domains and maintains a canonical keyword taxonomy of 335 terms. This paper subjects the program's consilience claim to a computational audit of that vocabulary. The taxonomy is strictly partitional: 334 of 335 keywords occur in exactly one program, none in…

  11. AI & knowledge

    Epistemic Legibility in AI-Assisted Science: Ignorance Auditing as a Governance Instrument for the Peer-Review and Evaluation Bottleneck

    As AI systems take on hypothesis generation, experiment planning, analysis, and writing, the scientific ecosystem faces a new bottleneck: not production, but evaluation, verification, and governance. This position paper contributes a documented case and an instrument to that problem. The case: a…

  12. Cross-cutting essaysv2.0.0

    The Purpose Principle: Grounding Research in Reality, Utility, and Premise-Depth

    Why a reader should care (SO-WHAT-GATE-1): Most research effort today is allocated by disciplinary prestige and publication counts, neither of which measures whether the work has any traceable connection to a human problem. As AI pipelines make it possible to generate silo-fodder at arbitrary…

  13. Logic & formalismv0.2-draft

    Formal Self-Reference Limits: Objectification, Anthropocentric Conventions, and the Partial Self-Knowledge of Formal Systems

    This paper answers the seed question: why are our formal quantitative systems uncomfortable with self-reference when they are also inherently anthropocentric — from base-10 pentadactylity to the heartbeat-Hertz second and the body-scaled meter — and can we not truly see ourselves? We defend the…

  14. Logic & formalismv1.1

    The Void Is Not False: Recovering the Unmarked State in Logic from the Calculus of Indications

    A critique-first paper: Boolean logic and set theory reify the void (the unmarked state) into false and the empty set, committing a category error; false is a mark, the void is not a value. A reconstruction program (distinction-logic with inside/outside/oscillating states) is labeled conjecture with…

  15. AI & knowledgev0.2

    Knowing What We Do Not Know: Ignorance Auditing, AI-Generation Detection, and the Epistemic Lessons of an AI-Assisted Research Pipeline

    This paper synthesizes three threads from a single research organization's experience with AI-assisted research and publication: the development of a fifteen-question Universal Ignorance Audit, two independent forensic analyses concluding that a flagship published paper was AI-generated, and the…

  16. AI & knowledgev0.3

    The Universal Ignorance Audit: A Fifteen-Question Method for Systematic Inquiry into the Structure of Not-Knowing

    The Universal Ignorance Audit is a fifteen-question, five-phase method for systematically interrogating the structure of not-knowing in any domain. Where conventional epistemic tools treat ignorance as an absence to be filled, the audit treats it as an active, structured state with architecture:…

  17. AI & knowledge

    PQS AI-Evaluation Audit: Post-Quantum Synthesis Investigation and AI Gate-Check Analysis

    Archive of the complete research record investigating the Post-Quantum Synthesis (PQS) framework: a neutral investigation of PQS's four sub-pillars mapped against external literature, plus an earlier-iteration analysis of AI gate-check convergence between Claude and Gemini evaluating PQS…

  18. Logic & formalism

    The Hidden Fractures: Self-Referential Calibration and the 29 Schisms of Physics

    Physics is often presented as a monolithic, converging body of knowledge. Yet a systematic inventory reveals 29 unresolved bifurcations and hidden assumptions -- from the nature of the continuum to the status of the observer, the consistency of mathematical language, and the meaning of explanation…

  19. Numbers & p-adics

    Anthropometric Fossils: A Systematic Catalog of Human Cognitive Imprints in the International System of Units

    Systematic catalog of cognitive features in all seven SI base units. 2019 redefinition audit. Counterfactual unit systems for non-human observers. Full cognitive genealogy appendix.

  20. AI & knowledge

    Manifesto for Honest Computation

    Phase VI (Final Synthesis). 5 principles, a concrete portfolio, the Falsification Pledge.

  21. AI & knowledge

    Institutional Reform: Fixing the Epistemic Incentive Structure of Post-Classical Computing

    Phase V of the Qubit Delusion series. Diagnoses the institutional incentive structure that produced the $35B quantum computing bubble with zero viable output. Analyzes the structural mismatch between VC timelines and deep tech development, the prestige cascade in academic publishing, and the…

  22. AI & knowledge

    PILE OF BABEL

    Modern theoretical physics is experiencing a crisis of comprehension characterized by the proliferation of abstract, specialized terminology that obscures fundamental, intuitive concepts. This phenomenon, termed a new scholasticism, has led to a failure of conceptual compression, wherein simple…

  23. Cross-cutting essays

    White Paper: Universal Digital Identity Framework (UDIF)

    #1. Executive Overview: UDIF – The Cornerstone for Digital Sovereignty and Networked Knowledge #2. The Digital Quagmire: Identity Fragmentation and the Sovereignty Deficit #2.4. The Unfulfilled Promise: Barriers to Open Knowledge and Collaboration [[#2.5. Stifled Synergies: The Absence…

  24. Physics

    Meta-Pattern of Reification in Physics

    The practice of physics, like all scientific inquiry, operates through a delicate interplay between the observable world and the conceptual frameworks we construct to understand it. At the heart of this interplay lies a persistent cognitive trap: the tendency to mistake our mathematical models,…

  25. Cross-cutting essays

    Architect of Process

    In an age of unprecedented intellectual specialization, Rowan Brad Quni-Gudzinas stands as a remarkable and singular figure. His life’s work is a continuous project of building conceptual bridges between the seemingly disparate realms of human understanding: between data and policy, between quantum…

  26. Cross-cutting essaysv2.0.0

    A Unified Framework for Superdeterminism, Neurobiology, and the Mechanics of Human Meaning

    The provided topic—synthesizing quantum superdeterminism, neurobiology, evolutionary psychology, and mechanistic ethics into a unified framework of human meaning—is of exceptionally high complexity. It requires bridging the microscopic laws of physics (quantum entanglement, Bell’s Theorem) with the…

  27. Logic & formalism

    Beyond-Belief

    If you were to strip away the stained glass, the incense, the holy books, and the political manifestos; if you were to mute the hymns of the cathedral and the chants of the football stadium; if you were to look past the specific names of gods, laws, and scientific theories—what would remain? | You…

  28. Logic & formalism

    Category Error of the Ego

    Epistemology represents the formal philosophical study of how humans acquire knowledge. This field investigates the fundamental differences between justified belief and mere subjective opinion. Applying this discipline to human identity reveals significant gaps in how we understand ourselves. The…

  29. Logic & formalism

    The Interplay of Scientific Materialism, Human Meaning, and Epistemic Humility

    Scientific materialism represents a philosophical position with ancient origins. Early atomist thinkers in Greece proposed that reality consisted solely of indivisible particles moving through void space. During the Enlightenment, this perspective evolved into a more systematic naturalism, rejecting…

  30. Logic & formalism

    The Threshold of Meaning

    Chapter 1: Defining the Undefinable–Language, Semantics, and the Limits of Words - 1.1 The Problem of Contested Terms: “Life,” “Death,” and “Afterlife”–Historical, legal, biological, and spiritual definitions. - 1.2 Linguistic Registers: Propositional, Performative, Narrative, Poetic–How context…

  31. Cross-cutting essays

    So What of Knowledge

    The universe functions effectively and efficiently without human understanding or intervention. This observation presents a fundamental paradox regarding the purpose and practical utility of human knowledge within physical reality: if the universe is self-sufficient in managing its information and…

  32. Logic & formalism

    From Extrinsic Teleology to Existential Autonomy

    The systematic invalidation of supernatural causality via cognitive science and epistemic naturalism compels a fundamental ontological reorientation, displacing divinely imposed purpose in favor of an intrinsic agency rooted in the ambiguous freedom of the subject. The evaluation of miraculous…

  33. AI & knowledge

    Impact of Cognitive Linearity on Epistemic Modeling

    This study investigates the epistemological tension between human linear constructs and natural nonlinearity. Drawing on Mach’s principle of the “economy of science,” we argue that linearity serves as a “pragmatic abstraction”—a necessary cognitive and technical simplification that enables…

  34. Logic & formalism

    Reconstructive Ontology of Brouwerian Intuitionism

    This study reconstructs the ontological foundations of Brouwerian intuitionism, arguing that the rejection of the principle of the excluded middle (PEM) is not a technical choice but a necessary consequence of the ur-intuition of time. Drawing on L.E.J. Brouwer’s primary texts from 1905 to 1948, we…

  35. Physics

    Thermodynamics of Knowing

    This paper re-frames the physical basis of knowledge as a non-equilibrium thermodynamic process. We reject equilibrium models and identify the “Epistemic Cut” as a dissipative phase transition in a driven open quantum system, specifically the Dicke Model. Through mean-field simulations, we…

  36. Numbers & p-adics

    Chemical Category

    This report posits that the major conceptual challenges of nineteenth-century chemistry—the crisis of atomic weights, the classification of an exponentially growing chemical space, and the paradoxes of isomerism and allotropy—collectively constituted a demand for a new form of structural and…

  37. Logic & formalism

    Epistemic Dynamics

    This work provides a formal derivation for a quantitative framework to validate non-empirical scientific contributions. It begins by deconstructing scientific progress into a functional taxonomy of three distinct types: Generative (G-Type), Structural Unification (S-Type), and Epistemic Scaffolding…

  38. Physicsv2.0.0

    Proton Football

    How the “God Particle” Was Demoted to Just a “Mechanism” in the Standard Model of Particle Physics*** A profound epistemological schism exists at the foundation of contemporary high-energy physics: a systemic conflict between its operational reality as a relativistic quantum field theory and the…

  39. Physicsv2.0.0

    Philosophy of Science

    Previous chapters have critically examined the foundations of modern physics, revealing deep challenges to our understanding of reality, substance, causality, structure, methodology, and even the process of scientific knowing itself. These challenges suggest limitations in our current scientific…

  40. Autonomous systems

    Conversation Log - Protocol V8.2

    V8.2 # Optimized for Machine Parsing and downstream AI Analysis # Emphasizes Explicit Extraction, Structural Representation, and Embedded Schema # Default Scope is Entire Available History unless Specified Otherwise by User # —- SCHEMA DEFINITION (v8.2) —- # Root Keys: Metadata, initial_trigger,…

  41. AI & knowledge

    Part I: Observing Ignorance

    Our journey into the information spectrum begins with a fundamental question: How aware are we of what we know and, more importantly, what we don’t know? This isn’t a simple yes-or-no answer. Information awareness isn’t a light switch, flipped on or off; it’s a dimmer, capable of expressing a wide…

  42. AI & knowledge

    2. The Shaping of Unawareness

    Having explored the fundamental concepts of ignorance and information awareness in Chapter 1, we now turn our attention to the forces that shape our understanding, or lack thereof. This chapter delves into the intricate web of social, cultural, and technological factors that influence how…

  43. AI & knowledge

    3. The Consequences of Information States

    In the preceding chapters, we explored the concept of ignorance and the multifaceted forces that shape our awareness. Now, we turn our attention to the consequences of these varying states of information, both for individuals and for society as a whole. Understanding the impact of information…

  44. AI & knowledge

    Part II: Historical Perspectives on Information States

    Having examined the contemporary consequences of information states, we now turn our attention to the past, exploring how different information landscapes have shaped historical events and societal transformations. This chapter delves into the early 19th century, focusing on the Luddite movement in…

  45. Physics

    Information Censorship

    The concept of “information” permeates contemporary discourse, from physics and biology to computer science and philosophy, yet it remains remarkably elusive and multifaceted. Dominant conceptions often address distinct aspects without necessarily forming a unified ontological picture. Shannon…

  46. Cross-cutting essays

    (Imperfectly) Defining Reality: Our Human Quest to Construct Reality from Science

    This inherent drive within the scientific method, particularly as it solidified during the Enlightenment and the subsequent rise of positivism, prioritizes the operationalization and quantification of phenomena. The need for repeatable experiments, shared understanding among researchers, and the…

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