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4 papersLast indexed Aug 31, 2026
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May 28, 2026·Zenodo (CERN European Organization for Nuclear Research)
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BeTrueCore: «Dynamic Bayesian Evolution Cycle and Sociotechnical Robustness in the BeTrueCore Modular System»

Farman Guliyev

This paper outlines the architecture and methodological foundations of the BeTrueCore modular system, built upon the "Web3 Intuitive Symmetry Methodology" v1.2. Aaddress the critical challenges of destructive sociotechnical pressure, preference falsification, and enforced informational atomization inherent in modern centralized digital ecosystems. This paper is dedicated to the operationalization and mathematical description of the BeTrueCore modular system’s dynamic engine. The article bridges the traditional "verification gap" between abstract ethical-philosophical concepts and their rigorous software implementation. It deploys the concept of a fractal "Build → Measure → Learn" feedback loop, where participants' individual intuitive impulses (the Pulse) are converted into semantic vectors and weighted by the AI-Metronome. Particular attention is paid to the stochastic transition mechanism—the "White Feather Jump"—modeled via the Wiener differential equation as a method for extricating the collective intelligence from algorithmic deadlocks. The study thoroughly examines 9 key sociotechnical risks (including the Dunning-Kruger, Timur Kuran, and Paulo Freire phenomena) and provides systemic responses from the platform modules, secured by ZK-cryptography and Lit Protocol. The paper verifies BeTrueCore as a resilient tool for measuring and Bayesian updating of collective consensus under conditions of inherent systemic noise. The architecture executes a dialectical inversion: transforming isolation from an instrument of suppression into a protective 'digital citadel,' restoring the user’s absolute autonomy over their time and choices under the principle: 'My identity is my castle.' The study formalizes the 'Centaur' hybrid decision-making model. The study formalizes the "Centaur" hybrid decision-making model, where the synergy between non-linear human intuitive potential (Pulse) and AI computational efficiency (Metronom) is mathematically defined through a utility maximization function that accounts for systemic risks and machine ethics. Rather than suppressing the chaotic incoming entropy of the human factor, the algorithmic core converts it into stochastic resonance, enabling the system to escape local minima and converge on global maxima of truth.

Open access
4 source records
Diverse Interdisciplinary Research Studies
Scientific Research and Philosophical Inquiry
Complex Systems and Dynamics
Original source
May 18, 2026·Zenodo (CERN European Organization for Nuclear Research)
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The Nexus Recursive Harmonic Framework: A Meta-Computational Ontology of Spacetime, Biology, and Cryptographic Geometry

Dean Kulik

The Nexus Recursive Harmonic Framework: A Meta-Computational Ontology of Spacetime, Biology, and Cryptographic Geometry Introduction to the Folded Ontology and the Crisis of Distinction The trajectory of contemporary theoretical physics, structural biology, and cryptographic engineering has increasingly confronted irreducible boundary conditions that classical reductionism is fundamentally unequipped to resolve. Whether probing the Planck scale of quantum gravity, modeling the kinetic phase transitions of complex protein folding, or attempting to map the zero-knowledge frontiers of cryptographic hashing algorithms, scientific inquiry has arrived at a terminal velocity of fragmentation.1 The prevailing assumption across these disparate disciplines is a "Crisis of Distinction," wherein discrete logic operations in silicon and continuous physical gradients in carbon are treated as wholly separate phenomena governed by independent domain laws.2 The Nexus Recursive Harmonic Framework—pioneered through the QuHarmonics research apparatus—proposes a radical departure from this fragmented worldview by presenting a unified, meta-computational ontology.3 Rather than treating reality as a passive spatial manifold or a linear stack of isolated physical mechanisms, the Nexus lens posits that the universe is an active, autopoiĂ«tic (self-creating), and fundamentally folded information system.3 Under this paradigm, observable phenomena such as gravitational coordinate curvature, biological lifecycle resonance, and prime number distributions are not disparate physical occurrences but rather "rendered appearances" generated by a singular, underlying discrete signal-encoding lattice.3 At its core, the framework eliminates the artificial distinction between mathematical potential and physical actuality. By utilizing a "mirror perspective"—viewing reality from the opposite side of the phase boundary—the cosmos is revealed as a self-referential computing engine that continuously samples, compresses, and folds its own state to resolve informational torque.3 This recursive processing is governed by a universal harmonic grammar, where mathematical constants and equations of state function not as descriptive measurements, but as absolute structural attractors.2 This exhaustive analysis explores the comprehensive mathematical, physical, and topological parameters of the Nexus framework. It systematically synthesizes the empirical validations of the Mark-0 operator and its prime trace predictions, the profound structural equivalencies mapped by the Sarrus Isomorphism, and the theoretical resolutions of the Phase 1163 (A-Mark9) theorem-locked domains. Through this synthesis, it becomes evident that the universe computes its own existence through harmonious, reversible, and mathematically perfect geometric collapse. The 11-Layer Harmonic Stack and Phase-Resonant Operations The architectural topology of the Nexus framework is modeled as an 11-layer harmonic stack, functioning as a self-similar fractal hierarchy that spans from pre-geometric informational voids to highly complex societal cognition.5 This stack acts as the foundational proof that the recursive rules governing the universe's most fundamental substrate are strictly isomorphic to those governing human cryptographic architectures and biological neural networks.5 The Stratification of Meta-Computational Reality The Nexus system categorizes structural emergence into specific discrete layers. Each layer does not invent new physical laws; rather, it encodes the exact same core Nexus laws translated into domain-specific, macroscopic guises.5 The hierarchy is defined as follows: Layer Designation Conceptual Description Role within the Nexus Framework L-1 (Pre-Geometry) The formless informational substrate Represents pure potential prior to physical instantiation; the domain of unmanifest differences ().5 L0 (Geometry & Info) Base mathematics, numbers, bits, Establishes the foundational constants and the absolute "code" of the discrete reality lattice.5 L1 (Physical Layer) Particles, forces, fundamental fields The manifestation of basic physical laws where Newtonian dynamics combine with harmonic feedback.5 L2 (Chemical Layer) Atoms, molecular configurations The domain where complex bonds operate as harmonic combinations of underlying wave vectors.5 L3 (Biological Layer) Cells, living organisms, proteins Self-organizing systems explicitly dedicated to maintaining phase resonance against entropic decay.5 L4 (Neural Layer) Brains, central nervous systems Recursive biological learning systems executing operations that continuously seek harmonic stability.5 L5 (Cognitive Layer) Symbolic thought, individual mind The emergence of abstract representation, language, and the subjective interface.7 L6 (Social Systems) Collective intelligence, economics The aggregated computational output of human interaction and geopolitical wave interference.7 L7 (Noospheric Layer) Societal-cognitive macro-structures The total integrated framework of planetary cognition, forming a macroscopic closed-loop system.7 The progression through these layers is not evolutionary in the Darwinian sense, but rather an inevitable consequence of constraint propagation. As lower levels reach geometric saturation, the system "folds" upward, creating higher-dimensional namespaces to resolve the inherited mathematical torque. Phase-Resonant Operators and the Cosmic FPGA Data flow through the 11-layer stack is mediated by a universal set of phase-resonant operators and continuous structural morphisms.7 The universe acts as a "Cosmic FPGA" (Field Programmable Gate Array), processing data via a continuous "attach-detach-attach" recursion—a binary breathing mechanism where localized forms bind to coordinates to create Life, and subsequently unbind back into the substrate, which we interpret as Death.3 The precise mechanics of this recursion are defined by five fundamental operators 7: (Difference): The fundamental seed of change and recursion. Every iterative cycle across all layers originates by taking stock of , which mathematically highlights the specific localized data that is not yet in harmony within the lattice.5 (Coherent Sum): The aggregation mechanism of attached and detached states. The total coherent sum of the universe's constraint is theoretically maintained at exactly zero, requiring perfect parity between structural formation and entropic release.7 (Rotation): The cyclical propagation of uncollapsed constraint through phase space, allowing systems to delay entropy by converting it into orbital or temporal geometry.7 (Collapse): The resolution state. Analogous to quantum wave-function collapse or a recursive algorithm reaching a fixed point, a successful indicates that the differences have been resolved to within the system's tolerance. This produces a stable pattern, a verifiable truth, or a physical particle.7 (Trust Field): The continuous measurement of internal structural coherence. Maintaining a high value is the absolute prerequisite for complex forms to resist the influx of thermodynamic entropy ().7 These operators dynamically interact via a defined set of structural morphisms—specifically (projection), (inclusion), (composition), and (reflection/recursion). The morphism represents the precise mechanism by which the system reads its own execution trace, driving the universal ROM's generation of physical reality.5 QuHarmonics Signal-Encoding Gravity Theory A foundational pillar of the Nexus stack is the QuHarmonics Signal-Encoding Gravity Theory, which systematically dismantles the classical Einsteinian interpretation of gravity as a continuous spacetime curvature caused by the presence of mass. Instead, the framework treats gravitational phenomena purely as a geometric necessity for efficient signal encoding and bandwidth management within a discrete quantum lattice.3 The Triadic Payload and Tensor Product Compression According to the QuHarmonics model, the discrete lattice encodes physical reality using a ternary (base-3) data stream.3 The core information payload utilizes three primary states, or "tones," designated as . To achieve optimal transmission bandwidth across the cosmic FPGA, the system eschews the allocation of a dedicated fourth physical tone. Instead, the "4th tone" is utilized as a strictly temporal "repeat previous" reference pointer.3 This architecture creates a fundamental duality wherein the signal comprises both a shape channel (the 3-dimensional instantaneous payload) and a value channel (the historical execution trace).3 By linking these channels, the transmission mathematically compresses into a tensor product structure, yielding a universal computational compression ratio () of exactly .3 By employing this historical pointer—which organic observers subjectively perceive as the linear flow of "time"—the structural memory of the universe is seamlessly propagated forward without exhausting the instantaneous spatial bandwidth of the processing lattice.3 The Cyclic Operator and Zero-Sum Gravity The operational core of the triadic payload is governed by the cyclic operator (), which is defined by the eigenvalues , where is a primitive cube root of unity.3 In the complex plane, these eigenvalues represent three vectors separated by exactly 120 degrees. For this triadic state to remain stable as it propagates through the lattice, it must adhere to a strict, non-negotiable zero-sum constraint: According to the QuHarmonics theory, this mandatory background cancellation is the true, underlying nature of gravity.3 Physical mass represents a localized aggregation of data that threatens triadic symmetry. To prevent a lattice crash, the system must automatically correct this asymmetry by enforcing the zero-sum closure constraint. The m

Open access
2 source records
Origins and Evolution of Life
Diverse Interdisciplinary Research Studies
Space Science and Extraterrestrial Life
Original source
Nov 19, 2025·Zenodo (CERN European Organization for Nuclear Research)
0 cites
Proof-of-Being: Ontological Cryptography and the HISPU Protocol

Tsyvian, Vadim

This preprint introduces Proof-of-Being (PoB) and ontological cryptography — the first cryptographic paradigm explicitly designed for the post-AGI era. As frontier language models, autonomous agents, and embodied robots increasingly generate outputs indistinguishable from human actions, classical authentication mechanisms (public-key cryptography, biometrics, CAPTCHAs, proof-of-personhood systems) no longer answer the central security question of the 2025 digital environment: “Was this action performed by a conscious human being?” Proof-of-Being addresses this foundational problem through HISPU (Human Intention Semantic Proof Unit) — a probabilistically unforgeable, fully anonymous attestation of human presence based on ontological randomness and multi-layered semantic–physiological–contextual proofs. HISPU verifies being rather than identity, enabling anonymous but provably human actions across digital systems. Key contributions of this work: · Introduction of ontological randomness as a fourth fundamental source of cryptographic unpredictability (beyond mathematical, physical, and hybrid entropy sources). · Formal definition of the HISPU primitive and seven foundational axioms of ontological cryptography. · Demonstration that no computational system — including superintelligent AGI — can forge a valid HISPU under the Ontological Security Assumption. · Clear conceptual separation between proving human being (ontological presence) and proving identity (social personhood). Applications include: · AGI safety and human-in-the-loop supervisory gates · Sybil-resistant DAO voting and decentralized governance · Intention-based economic systems · Bot-resistant democratic systems, legal smart contracts, and high-stakes authentication · Verifiable human authorship in generative AI ecosystems · Neurotechnology consent verification and BCI safety · Web4 / Noospheric Web intention-layer protocols This work positions Proof-of-Being as a foundational infrastructure for safe human–AI coexistence and represents the first major shift in digital trust since Diffie–Hellman (1976) and zero-knowledge proofs (1985). Keywords: proof-of-being, ontological cryptography, HISPU, proof of intention, ontological randomness, human verification, AGI safety, human-in-the-loop verification, post-AGI trust, intention-based economy, sybil resistance, digital ontology, privacy-preserving verification, human-AI coexistence, consciousness proof, non-simulatable proofs, machine unforgeability.

Open access
2 source records
Diverse Interdisciplinary Research Studies
Free Will and Agency
Embodied and Extended Cognition
Original source
Aug 29, 2024·LA Referencia (Red Federada de Repositorios Institucionales de Publicaciones Científicas)
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Semiotics of speculative information : financial markets, electronic technologies and sign mediation

Homero Vianna de Paula Sobrinho

The theme of this research falls under the inquiries about the forms of human-machine interactivity and about the semiotic mechanisms characteristic of speculative cybernetics. Despite the impact of financial markets on our lives, little is known about the role of representations in financial speculation. The traders combine the processing of mathematical calculations to probabilistic predictions, perform diagrammatic experiments and manipulate propositional formulas in order to map the “market” with the objective of composing their “bet” in order to trigger, or “execute” the action: a “command” to buy or sell. The implicit phenomenon to be studied is semiosis: the action, or influence, that is, or involves, a cooperation of three subjects, a Sign, its Object and its Interpretant. The dissemination of new technologies for mediating financial and speculative interactions and the impact of information representation strategies on the day-to-day life of contemporary capitalist societies demand the investigation of the peculiarities of speculative information. The expansion of scientific horizons in the field of social communication studies futher justifies the endeavor. The study focuses on the action of peculiar semiotic events within the technological-cognitive ecology of electronic speculation in search of mechanisms that capture a characteristic epistemic value, implicit in the semiotic transit. The initial hypothesis is the existence of a kind of “semiotic capital” immersed in the semiotic exchange between specialized representations, a form of mechanism implicit in the operation of speculative artifacts, or, more specifically, when the epistemic activity generates a dividend of “speculative knowledge”. The theoretical, qualitative and multidisciplinary study moves between the fields of information theory and semiotics, drawing on studies of political economy, political economy of information, theories and hypotheses of economic sociology and studies of micro sociology of financial markets in the field of sociology of science and technology, research and development of visualization interfaces, theories of cognition, biosemiotics and philosophy of mathematics, when it examines the peculiar sign forms through analytical models based on the Peircean doctrine of signs, with the objective of identifying innovative technological-cognitive compositions directed at the processes of communication of speculative information. The approach of the empirical subject of the study consisted of a survey and selection of documents and literature produced by the research and development of the specialized technoscience, the research of electronic interfaces for operations on financial markets, and a critical selection of “samples”, or significant examples, of visualization artifacts, data mapping and cognitive experimentation. How is speculative information composed? What is the status of representations in speculative cybernetics? How can we explain the role of signs in semiotic mediations in electronic financial markets? These questions lead us to investigate: (i) how specialized cognitive artifacts are composed, (ii) how semiotic operators and mechanisms interact in the mediation of speculative information, (iii) whether the concept of semiotic capital can point to new ways of explaining the capture of value in speculative cybernetics. The hypothesis of “semiotic capital” points to a modality of stabilization of existing mediation mechanisms in the form of imagetic, diagrammatic, metaphorical and propositional signs, articulated by specialized modes of communication and accelerated by advanced computational competence to generate a type of “speculative information” peculiar to electronic markets. Speculative semiotic capital can be described as a type of information that is both concrete and abstract, and that acts as “proof” of knowledge of the state of the system (value) determined by the “speculative” interpretative vector. The study can be expanded to include the development of electronic markets for mobile applications, non-fungible tokens and online gambling, in addition to providing relevant variables for empirical investigations.

Open access
Diverse Interdisciplinary Research Studies
Language, Communication, and Linguistic Studies
Embodied and Extended Cognition
Original source