How Life Is Executed presents an integrated framework for understanding life as a process in which information is executed, material structures are produced, boundaries are maintained, and the capacity for execution is reconstructed across generations. The book applies WRRA (Wonsik Reality-Renderer Architecture)—a framework inspired by the principle of minimal computation—to molecular biology, systems biology, computational biology, synthetic biology, epigenetics, and origin-of-life research. Rather than treating DNA as life itself or as a complete blueprint, it interprets DNA as SOURCE and examines how SOURCE passes through LAW and STATE before being implemented by material RENDERERS such as RNA, proteins, ribosomes, metabolism, membranes, and cellular machinery. Its main subjects include DNA–protein execution, gene regulation, cell-free protein synthesis, the PURE system, minimal genomes, JCVI-syn3A, mother-to-daughter molecular partitioning, synthetic protocells, autonomous reproduction, lineage closure, epigenetic memory, chromatin accessibility, cell differentiation, lineage tracing, aging, cancer, gene editing, spatial niches, and the operational boundary between nonliving chemical systems and the first living systems. The book distinguishes established experimental evidence from theoretical interpretation, computational inference, and untested propositions. It also presents core equations, falsifiability criteria, reproducibility protocols, a DOI index, and experimental proposals for testing self-regeneration, cellular autonomy, inherited molecular memory, and write–erase–rewrite causality. This revised English edition is intended for researchers and readers interested in molecular biology, synthetic cells, minimal life, biological information, complex systems, computational models of life, biotechnology, and the origin and continuity of living systems. Authors: Wonsik Choi and Jeongin Choi Correspondence: janefather@gmail.com
Wonsik Choi, Jeongin Choi· Zenodo (CERN European Organi...· 0 citations
How Life Is Executed presents an integrated framework for understanding life as a process in which information is executed, material structures are produced, boundaries are maintained, and the capacity for execution is reconstructed across generations. The book applies WRRA (Wonsik Reality-Renderer Architecture)—a framework inspired by the principle of minimal computation—to molecular biology, systems biology, computational biology, synthetic biology, epigenetics, and origin-of-life research. Rather than treating DNA as life itself or as a complete blueprint, it interprets DNA as SOURCE and examines how SOURCE passes through LAW and STATE before being implemented by material RENDERERS such as RNA, proteins, ribosomes, metabolism, membranes, and cellular machinery. Its main subjects include DNA–protein execution, gene regulation, cell-free protein synthesis, the PURE system, minimal genomes, JCVI-syn3A, mother-to-daughter molecular partitioning, synthetic protocells, autonomous reproduction, lineage closure, epigenetic memory, chromatin accessibility, cell differentiation, lineage tracing, aging, cancer, gene editing, spatial niches, and the operational boundary between nonliving chemical systems and the first living systems. The book distinguishes established experimental evidence from theoretical interpretation, computational inference, and untested propositions. It also presents core equations, falsifiability criteria, reproducibility protocols, a DOI index, and experimental proposals for testing self-regeneration, cellular autonomy, inherited molecular memory, and write–erase–rewrite causality. This revised English edition is intended for researchers and readers interested in molecular biology, synthetic cells, minimal life, biological information, complex systems, computational models of life, biotechnology, and the origin and continuity of living systems. Authors: Wonsik Choi and Jeongin Choi Correspondence: janefather@gmail.com
Wonsik Choi, Jeongin Choi· Zenodo (CERN European Organi...· 0 citations
Minimal Computing Cosmology 2.3.2 presents a cumulative cosmological framework built on the WRRA Core and the principle of minimum sufficient computation. The universe is not assumed to be uniquely designed, perfectly optimized, or metaphysically privileged. It is treated as a surviving execution structure that performs enough computation—and retains enough reserve—to remain viable under changing conditions.The framework organizes physical existence through a single execution genealogy:LAW → SOURCE → EXECUTION → RENDERER → REALITY → RECORD.Within this structure, a common carrier supplies one shared basis for change and transmission. The electromagnetic, weak, and strong forces read selectively coupled currents, while gravity reads the total stress–energy of the realized state. The four forces are therefore unified asymmetrically through a common execution basis without being reduced to identical interactions.Matter is interpreted as a jointly owned phenotype of mass, charge, spin, position, interaction, and record. Although both matter and antimatter remain lawful possibilities, the long-lived Reality produced by cosmic execution can become occupied by matter alone. This provides a unified interpretation of why a lawfully symmetric universe may nevertheless render a persistent matter world.The cosmological extension interprets the Big Bang as the first relational opening and first twist rather than the explosion of a point into an external space. Only the present is physically executed; the past survives as Record, and the future remains an unrealized possibility. The universe may therefore be finite yet boundaryless, with no privileged center, edge, beginning point, or exterior.Global twist is rendered through cosmological distance, redshift, and background acceleration, while local deviations of twist stress appear as the gravitational mass phenotype conventionally attributed to dark matter. The model distinguishes a native twist-dynamics branch from a CDM-equivalent computational branch and explicitly prohibits double counting the two descriptions as separate gravitational sources.The Standard Model, general relativity, FLRW geometry, ΛCDM calculations, and selected string-theory mathematics are retained as validated or optional computational modules. A 256 × 256 periodic-grid Zel’dovich calculation demonstrates how the density phenotype of twist stress can inherit established structure-formation methods under the same effective gravitational rules.By connecting minimal computation, the common carrier, four-force ownership, matter–antimatter occupancy, quantum phenotype formation, gravity, dark matter, cosmic redshift, large-scale structure, present-only time, and finite boundaryless topology, this work proposes a single interpretable architecture for understanding how one physical Reality may emerge from one executable universe.
Wonsik Choi· Zenodo (CERN European Organi...· 0 citations
Minimal Computing Cosmology 2.3.2 presents a cumulative cosmological framework built on the WRRA Core and the principle of minimum sufficient computation. The universe is not assumed to be uniquely designed, perfectly optimized, or metaphysically privileged. It is treated as a surviving execution structure that performs enough computation—and retains enough reserve—to remain viable under changing conditions.The framework organizes physical existence through a single execution genealogy:LAW → SOURCE → EXECUTION → RENDERER → REALITY → RECORD.Within this structure, a common carrier supplies one shared basis for change and transmission. The electromagnetic, weak, and strong forces read selectively coupled currents, while gravity reads the total stress–energy of the realized state. The four forces are therefore unified asymmetrically through a common execution basis without being reduced to identical interactions.Matter is interpreted as a jointly owned phenotype of mass, charge, spin, position, interaction, and record. Although both matter and antimatter remain lawful possibilities, the long-lived Reality produced by cosmic execution can become occupied by matter alone. This provides a unified interpretation of why a lawfully symmetric universe may nevertheless render a persistent matter world.The cosmological extension interprets the Big Bang as the first relational opening and first twist rather than the explosion of a point into an external space. Only the present is physically executed; the past survives as Record, and the future remains an unrealized possibility. The universe may therefore be finite yet boundaryless, with no privileged center, edge, beginning point, or exterior.Global twist is rendered through cosmological distance, redshift, and background acceleration, while local deviations of twist stress appear as the gravitational mass phenotype conventionally attributed to dark matter. The model distinguishes a native twist-dynamics branch from a CDM-equivalent computational branch and explicitly prohibits double counting the two descriptions as separate gravitational sources.The Standard Model, general relativity, FLRW geometry, ΛCDM calculations, and selected string-theory mathematics are retained as validated or optional computational modules. A 256 × 256 periodic-grid Zel’dovich calculation demonstrates how the density phenotype of twist stress can inherit established structure-formation methods under the same effective gravitational rules.By connecting minimal computation, the common carrier, four-force ownership, matter–antimatter occupancy, quantum phenotype formation, gravity, dark matter, cosmic redshift, large-scale structure, present-only time, and finite boundaryless topology, this work proposes a single interpretable architecture for understanding how one physical Reality may emerge from one executable universe.
Wonsik Choi· Zenodo (CERN European Organi...· 0 citations
An integrated WRRA Core 1.0 study that derives the minimum functional architecture required for directional intracellular walking and maps it to a synthesis-addressable hybrid protein candidate. The report presents H2-b2f820d18e, consisting of the inherited human kinesin-1 KIF5B 1–353 motor core and a designed 32-amino-acid WRRA gate, together with its 385-amino-acid protein sequence and 1,158-nucleotide candidate coding DNA. It explains the two-contact state-transition cycle, ATP-driven directional movement, microtubule polarity, present-state gating, design provenance, computational validation strategy, experimental controls, risks, and the boundary between formal proof, computational prediction, and experimental evidence. H2 remains a PREDICTED_SEQUENCE_ONLY hybrid motor candidate; its folding, dimerization, ATPase activity, processive walking, and intracellular cargo transport remain open for validation.
Wonsik Choi· Zenodo (CERN European Organi...· 0 citations
An integrated WRRA Core 1.0 study that derives the minimum functional architecture required for directional intracellular walking and maps it to a synthesis-addressable hybrid protein candidate. The report presents H2-b2f820d18e, consisting of the inherited human kinesin-1 KIF5B 1–353 motor core and a designed 32-amino-acid WRRA gate, together with its 385-amino-acid protein sequence and 1,158-nucleotide candidate coding DNA. It explains the two-contact state-transition cycle, ATP-driven directional movement, microtubule polarity, present-state gating, design provenance, computational validation strategy, experimental controls, risks, and the boundary between formal proof, computational prediction, and experimental evidence. H2 remains a PREDICTED_SEQUENCE_ONLY hybrid motor candidate; its folding, dimerization, ATPase activity, processive walking, and intracellular cargo transport remain open for validation.
Wonsik Choi· Zenodo (CERN European Organi...· 0 citations
WRRA Core 1.0 defines a frozen, domain-agnostic execution architecture derived from Minimal Computing Cosmology but independent of any specific physical theory or application. Its three constitutional invariants are Minimum Viable Computation, Common Carrier, and Phenotype. These are combined with the Fixed-Present, Ownership, Boundary, Renderer, Record/Ledger, and Fail-Closed principles to describe how a system receives a SOURCE, organizes RELATIONS and STATE, preserves past effects as present RESIDUE or RECORD, updates the next present through reusable carriers, and renders observable PHENOTYPES.The document separates the invariant WRRA Core from changeable Domain Profiles, so revisions in cosmology, physics, biology, artificial intelligence, economics, meteorology, mathematics, or methodology do not automatically require a revision of the Core. It also records the complete WRRA application lineage through 7 September 2026, including WRRA-Physics and Minimal Computing Cosmology, WRRA-Bio, WRRA-Cell, WRRA-AI, WRRA-Worm, WRRA-Econ, WRRA-Met, WRRA-Math/WJNS, and the Interpretation–Prediction Boundary framework.The specification provides formal execution equations, ownership rules, validation contracts, domain mappings, minimum conformance conditions, a Core checklist, version-control rules, and a standard template for constructing future WRRA Domain Profiles. Claims are explicitly separated into interpretation, computation, prediction, control, and OPEN states to prevent structural models from being misrepresented as empirical validation. WRRA Core 1.0 is therefore presented as a reusable audit grammar for complex systems: how they execute the present, transport information and resources, generate observable expressions, preserve records, and distinguish minimally sufficient structure from both deficiency and excess.
Wonsik Choi· Zenodo (CERN European Organi...· 0 citations
WRRA Core 1.0 defines a frozen, domain-agnostic execution architecture derived from Minimal Computing Cosmology but independent of any specific physical theory or application. Its three constitutional invariants are Minimum Viable Computation, Common Carrier, and Phenotype. These are combined with the Fixed-Present, Ownership, Boundary, Renderer, Record/Ledger, and Fail-Closed principles to describe how a system receives a SOURCE, organizes RELATIONS and STATE, preserves past effects as present RESIDUE or RECORD, updates the next present through reusable carriers, and renders observable PHENOTYPES.The document separates the invariant WRRA Core from changeable Domain Profiles, so revisions in cosmology, physics, biology, artificial intelligence, economics, meteorology, mathematics, or methodology do not automatically require a revision of the Core. It also records the complete WRRA application lineage through 7 September 2026, including WRRA-Physics and Minimal Computing Cosmology, WRRA-Bio, WRRA-Cell, WRRA-AI, WRRA-Worm, WRRA-Econ, WRRA-Met, WRRA-Math/WJNS, and the Interpretation–Prediction Boundary framework.The specification provides formal execution equations, ownership rules, validation contracts, domain mappings, minimum conformance conditions, a Core checklist, version-control rules, and a standard template for constructing future WRRA Domain Profiles. Claims are explicitly separated into interpretation, computation, prediction, control, and OPEN states to prevent structural models from being misrepresented as empirical validation. WRRA Core 1.0 is therefore presented as a reusable audit grammar for complex systems: how they execute the present, transport information and resources, generate observable expressions, preserve records, and distinguish minimally sufficient structure from both deficiency and excess.
Wonsik Choi· Zenodo (CERN European Organi...· 0 citations
This paper develops WRRA as a minimal-computation artificial intelligence architecture. WRRA transforms SOURCE through RELATION into STATE, converts that state into observable behavior through a RENDERER, and limits every conclusion by explicit OBSERVABLE and BOUNDARY conditions. Its objective is not maximum performance in a fixed environment, but minimum-sufficient computation for survival across changing environments without falling below a defined survival threshold. The study integrates worm-inspired neural modeling, a ground-up WRRA agent without a biological prior, memoryless and recurrent baselines, cue-memory experiments, separate success-and-failure residues, delayed reward assignment, energy reserves, environmental shifts, extreme shocks, luck, inheritance, and exhaustive circuit ablation. Food seeking is treated as prediction and control, while completed experimental outcomes are treated as interpretation. A reduced Caenorhabditis elegans-anchored model identifies chemosensation, short search residue, and energy reserve as the reference minimum survival circuit. The results show that memory is unnecessary when current sensory information is sufficient, but becomes indispensable when cues disappear or environmental rules change. They also demonstrate that apparently inefficient reserve capacity and selective redundancy can protect survival under extreme change. Luck is not eliminated; instead, survival probability and uncertainty are explicitly measured. WRRA therefore proposes a different criterion for artificial intelligence: not the system that performs best everywhere, but the smallest system that retains enough memory, energy, and conditional redundancy to remain viable across relevant environments. Keywords WRRA, artificial intelligence, minimal computation, survival intelligence, embodied AI, Caenorhabditis elegans, C. elegans neural circuit, worm-inspired AI, ground-up agent, memoryless model, RNN, GRU, present residue, cue memory, success and failure memory, delayed reward, reinforcement learning, food seeking, prediction, environmental change, energy reserve, redundancy, robustness, luck, inheritance, survival boundary, circuit ablation, adaptive behavior
Wonsik Choi· Zenodo (CERN European Organi...· 0 citations
This paper applies the Wonsik Reality-Renderer Architecture (WRRA) to epigenetic memory and cell differentiation. It presents an integrated biological framework connecting DNA sequence, DNA methylation, histone modifications and inheritance, chromatin accessibility, three-dimensional genome organization, mitotic bookmarking, transcription-factor circuits, RNA, proteins, metabolism, cell division, lineage tracing, and cellular identity. The study proposes a multilayer biological state vector, a mark-specific replication-dilution-restoration operator, conditional sister-cell covariance analysis, stochastic cell-fate transitions, mutually inhibitory gene-regulatory circuits, and an operational measure of epigenetic memory. Evidence from induced pluripotent stem cells, embryonic stem cells, hematopoietic differentiation, parental histone recycling, DNMT1-UHRF1 methylation maintenance, single-cell multiomics, CellTag lineage tracing, organoids, cancer drug resistance, regenerative medicine, cell therapy, immune-cell engineering, biomanufacturing, and targeted epigenome editing is mapped onto the WRRA framework. The paper clearly separates established biological evidence, mathematical definitions, explanatory models, literature-based extensions, and WRRA-specific testable predictions. It concludes with an experimental protocol and a fail-closed lineage-safety contract for evaluating cellular identity, durability, function, reversibility, tumorigenicity, genomic safety, and provenance.
Wonsik Choi, Jeongin Choi· Zenodo (CERN European Organi...· 0 citations
This paper applies the Wonsik Reality-Renderer Architecture (WRRA) to epigenetic memory and cell differentiation. It presents an integrated biological framework connecting DNA sequence, DNA methylation, histone modifications and inheritance, chromatin accessibility, three-dimensional genome organization, mitotic bookmarking, transcription-factor circuits, RNA, proteins, metabolism, cell division, lineage tracing, and cellular identity. The study proposes a multilayer biological state vector, a mark-specific replication-dilution-restoration operator, conditional sister-cell covariance analysis, stochastic cell-fate transitions, mutually inhibitory gene-regulatory circuits, and an operational measure of epigenetic memory. Evidence from induced pluripotent stem cells, embryonic stem cells, hematopoietic differentiation, parental histone recycling, DNMT1-UHRF1 methylation maintenance, single-cell multiomics, CellTag lineage tracing, organoids, cancer drug resistance, regenerative medicine, cell therapy, immune-cell engineering, biomanufacturing, and targeted epigenome editing is mapped onto the WRRA framework. The paper clearly separates established biological evidence, mathematical definitions, explanatory models, literature-based extensions, and WRRA-specific testable predictions. It concludes with an experimental protocol and a fail-closed lineage-safety contract for evaluating cellular identity, durability, function, reversibility, tumorigenicity, genomic safety, and provenance.
Wonsik Choi, Jeongin Choi· Zenodo (CERN European Organi...· 0 citations
This research genealogy traces the development of Minimal Computation Cosmology from its earliest prime-based intuitions to the separation of LAW and SOURCE, the Wonsik Reality-Renderer Architecture (WRRA), and a non-branching universe with a single accumulated history. Rather than presenting the model as a completed physical theory, the report documents how each intuition exposed a hidden assumption, missing information layer, forced input, or invalid identification. It follows the conceptual transition from prime operators, dimensional filtering, finite-window transport, and the common carrier to fifteen-channel accessibility, autonomous Hamiltonian evolution, dormant-state opening, Standard-Model phenotypes, quantum realization, and the distinction among Actual, Reality, and Record. The report also explains why known physical constants and Planck-scale values may be legitimate disclosed inputs; why LAW must remain distinct from SOURCE; why SOURCE includes not only values but dependencies, read order, addressing, and realization conditions; and why the universe need not branch into every possible outcome. In this framework, many futures may remain possible, but only one event enters the physical record at each realization. Each major intuition is linked to its related public research paper and clickable Zenodo Version DOI. The result is both a conceptual history of the model and a transparent map of its claims, failures, revisions, open boundaries, and research lineage. Keywords: Minimal Computation Cosmology, WRRA, Wonsik Reality-Renderer Architecture, LAW and SOURCE, quantum mechanics, quantum realization, Standard Model, general relativity, cosmology, finite computation, information physics, dimensional filter, prime operators, zeta function, common carrier, Hamiltonian constraint, dormant state, FLRW cosmology, rank opening, fifteen-channel carrier, Actual–Reality–Record, Born probability, single outcome, non-branching universe, open future, research genealogy, Zenodo, DOI, human–AI collaborative research.
Wonsik Choi· Zenodo (CERN European Organi...· 0 citations
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