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A New Post Quantum Cryptography Standard (Verification, etc. Included)(gnu.org)
Abstract This manuscript develops a unified algebraic, computational, and physical framework for rep-resenting, certifying, and exploiting structured partitions of high- dimensional spaces. Serving as the operational initialization for the categorical classification of non-associative gauge vacua, this work translates determinantal sheaf theory and functorial doubling into exact, machine-verifiable algorithms. The text begins with fully certified octonion (k = 3) and sedenion (k = 4) case studies,followed by applied treatments of determinantal geometry, canonicalization via Luna slices, spectralmass gap diagnostics, and exact topological transport. It concludes with the formal specification of a minimal reproducible artifact bundle, establishing the exact computational standards required for independent verification. "The Moduli Degeneracy: The Real Post-Quantum Cryptography .arr Standard": Table of ContentsIntroductionPart I: The Initialization StagesChapter 1: Octonions as Initialization Stage: Functorial Origin, Determinantal Sheaf, and Certified Structure * 1.1 Introduction and overview * 1.2 Functorial origin of O * 1.3 Left multiplication family and determinantal loci * 1.4 Determinantal sheaf W * 1.5 Orbit reduction and canonicalization via Luna slices * 1.6 Certification mandate: Positivstellensatz and Thom encodings * 1.7 Main structural theorem (octonion determinantal classification) * 1.8 Worked canonical example (sheaf language and full certificates) * 1.9 Stabilizer computation and gauge projection * 1.10 Spectral gap, mass gap certification, and Davenport-Mahler * 1.11 Concluding remarks Chapter 2: Sedenions: Doubling, Zero Divisors, Determinantal Pathologies, and Certified Examples * 2.1 Introduction and overview * 2.2 Functorial doubling: S = D_beta(O) * 2.3 Algebraic pathologies: zero divisors, alternator, and cohomology * 2.4 Left multiplication, determinantal loci, and the sheaf W * 2.5 Primary decomposition and embedded components * 2.6 Main structural statements for S * 2.7 Automorphisms, derivations, and the induced G_2 action * 2.8 Stabilizer computation under the induced action * 2.9 Certification mandate for sedenion examples * 2.10 Canonical seeds and worked sedenion examples * 2.11 Topological and spectral pathologies * 2.12 Algorithmic complexity and practical heuristics * 2.13 Figures, incidence tables, and data artifacts * 2.14 Concluding remarks Part II: Operational Geometry and CanonicalizationChapter 3: Degeneracy Planes and Determinantal Geometry (Applied) * 3.1 Overview and objectives * 3.2 Determinantal ideals and schemes * 3.3 The determinantal sheaf W * 3.4 Local normal forms near transversal points * 3.5 Degeneracy planes and hyperplane arrangements * 3.6 Algorithmic detection and certification * 3.7 Local normal forms: computational extraction of slice equations * 3.8 Examples revisited: octonion and sedenion loci * 3.9 Incidence data, Hasse diagrams, and repository manifest * 3.10 Concluding remarks Chapter 4: Canonicalization and Stabilizers (Operational) * 4.1 Overview and objectives * 4.2 Preliminaries and notation * 4.3 Stabilizer extraction and representation computation * 4.4 Deterministic canonicalization with field extension handling * 4.5 Certificate invariants and mandatory verification checklist * 4.6 Numeric witness to exact reconstruction refined * 4.7 Complexity, heuristics, and mitigations * 4.8 Worked operational sketch with representation data * 4.9 Concluding remarks Part III: Physical Translation and Stability**Chapter 5: Algebraic Charge and Spectral Readings (Applied Technical) * 5.1 Overview and objectives * 5.2 Algebraic charge and the physical vacuum dictionary * 5.3 Transverse spectral extraction: isolating the physical mass gap * 5.4 Signature diagnostics, Sturm counts, and multiplicity handling * 5.5 Topological responses: holonomy, Chern evaluations, and loop safety * 5.6 Compatibility checks: representation vs spectral projectors * 5.7 Exact certificate format and verification checklist (revised) * 5.8 Complexity, heuristics, and practical safeguards * 5.9 Concluding remarks Chapter 6: Perturbations, Topology, and Minimal Artifact Bundle * 6.1 Overview and objectives * 6.2 Notation and standing hypotheses * 6.3 Algebraic stability of determinantal fibers * 6.4 Transverse spectral continuity and certified mass gaps * 6.5 Certified projector transport and holonomy * 6.6 Lyapunov-Schmidt reduction adapted to the determinantal sheaf * 6.7 Minimal artifact bundle (final specification) * 6.8 Verification recipes and automation notes * 6.9 Concluding remarks Part IV: Appendices: The Open StandardAppendix D: Artifact Bundle Specification * D.1 Scope and intent * D.2 High level bundle layout * D.3 File format specifications * D.4 Cryptographic and integrity conventions * D.5 Verification scripts and deterministic checks * D.6 Numeric precision and interval arithmetic policy * D.7 Reproducibility checklist * D.8 Provenance and authorship metadata * D.9 Notes on archival and decentralized reproducibility * D.10 Reproducibility checklist (duplicated section in source) * D.11 Concluding remarks Appendix E: Computational Benchmarks, Reproducibility Notes, and Extended Proofs * E.1 Overview * E.2 Benchmark summary * E.3 Verification log format and canonical examples * E.4 Container recipe and reproducibility notes * E.5 Extended technical lemmas and proofs * E.6 Practical troubleshooting and FAQ * E.7 Concluding remarks
German ruling declares Google liable for false answers in AI Overviews(linkedin.com)
A German regional court has ruled that Google is directly liable for the content of its AI search overviews. According to the court, previous limited liability protections for search engine operators don't apply to AI overviews. In this case, Google's AI had falsely linked two publishers to fraud and made claims that didn't appear in any of the linked sources. The ruling could set a precedent for AI-generated content liability worldwide.