Verified Executable Knowledge: From Angular-Norm Transport to Functional Digestion, Evidence-Gated Inference, Typed Memory, and Rotation-Native Hardware — Integrated & Extended Edition

[wAI ~ wErrors] This preprint integrates the retained ideas, implementations, experiments, negative results, falsifiers, runtime contracts, and open directions of the Angular-Norm Transport (ANT), model-and-graph digestion, verified smart digestion, .antcolony, SVE Engine / CANTGBoost, CANTGit, and ANT–ADAM research lines into one full-stack S.V.E. architecture. The common methodological shift is from approximating tensors to verifying executable functional structure. A nonzero signal is represented as direction and log-scale, g = exp(lambda) u; expensive measurements may be shared across many finite-lifetime carriers; reusable geometric or algebraic structure may be stored as Queen codebooks, ordered genomes, charts, and explicit residuals; trained models and graphs are treated as typed causal organisms whose functional organs are modified through atomic multi-site transactions; cheap structural heuristics may propose candidates but cannot authorize a commit; and accepted artifacts must survive general, rare-route, OOD/adversarial, uncertainty, measured-runtime, serialization, checksum, and teacher-unloaded replay contracts. The synthesis connects this representation layer to the implemented evidence-gated CANTGBoost control plane: conformal/RCPS uncertainty, extreme-tail evidence, selective ALLOW / QUARANTINE / ABSTAIN, ShipMode hysteresis and BUNKER operation, Canon/Boldness memory, append-only provenance, Shapley attribution, Co-Discovery, anti-Sybil mechanisms, and CANTGit content-addressed history. The current public Hugging Face implementation is treated as self-reported implementation evidence rather than external SOTA evidence. The hardware layer is formulated as a falsifiable ANT–ADAM rotation–scale–residual hypothesis: reusable rotations and ordered generators may map to programmable unitary/photonic or digital rotation primitives, scales to diagonal/crossbar operations, and residuals plus verification to an auditable digital plane. No fabricated chip or universal hardware superiority is claimed. The paper also adds clearly marked synthesis proposals that are not yet established results: a Colony-Native Intermediate Representation (CNIR) and fused-kernel ABI; Verification Economics / Value of Information for Sentinels; Liquid Queen codebooks under distribution shift; semantic federation and causal codebook alignment; hidden/dynamic Sentinel defenses against Goodhart and adaptive leakage; and Energy-Aware Minimum Description Length. The article includes a section-level integration atlas covering all 74 main ANT v5.0 sections, a complete compressed register of the 60 explicit ANT failure modes, a cross-layer falsification matrix, current implementation results and limitations, and a staged future programme spanning real 100–300M model digestion, fused CPU/Metal/CUDA/Triton execution, .antcolony standardization, safety-preserving model surgery, multimodality, federation, third-party audit, and eventual hardware co-design. The central engineering rule is: Keep the shortest executable law only when it remains faithful under declared tests. A faster, smaller, or more elegant wrong system is a rejected candidate, not a successful optimization. S.V.E. Meta-License v5.0

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Publication Details

Journal
Zenodo (CERN European Organization for Nuclear Research)
Published
2026-09-12
DOI
https://doi.org/10.5281/zenodo.22723474
Primary Topic
Scientific Computing and Data Management
Type
preprint
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preprint

Verified Executable Knowledge: From Angular-Norm Transport to Functional Digestion, Evidence-Gated Inference, Typed Memory, and Rotation-Native Hardware — Integrated & Extended Edition

Artiom Kovnatsky
Zenodo (CERN European Organization for Nuclear Research)
Scientific Computing and Data Management
preprint

Verified Executable Knowledge: From Angular-Norm Transport to Functional Digestion, Evidence-Gated Inference, Typed Memory, and Rotation-Native Hardware — Integrated & Extended Edition

Artiom Kovnatsky
preprint en

Abstract

[wAI ~ wErrors] This preprint integrates the retained ideas, implementations, experiments, negative results, falsifiers, runtime contracts, and open directions of the Angular-Norm Transport (ANT), model-and-graph digestion, verified smart digestion, .antcolony, SVE Engine / CANTGBoost, CANTGit, and ANT–ADAM research lines into one full-stack S.V.E. architecture. The common methodological shift is from approximating tensors to verifying executable functional structure. A nonzero signal is represented as direction and log-scale, g = exp(lambda) u; expensive measurements may be shared across many finite-lifetime carriers; reusable geometric or algebraic structure may be stored as Queen codebooks, ordered genomes, charts, and explicit residuals; trained models and graphs are treated as typed causal organisms whose functional organs are modified through atomic multi-site transactions; cheap structural heuristics may propose candidates but cannot authorize a commit; and accepted artifacts must survive general, rare-route, OOD/adversarial, uncertainty, measured-runtime, serialization, checksum, and teacher-unloaded replay contracts. The synthesis connects this representation layer to the implemented evidence-gated CANTGBoost control plane: conformal/RCPS uncertainty, extreme-tail evidence, selective ALLOW / QUARANTINE / ABSTAIN, ShipMode hysteresis and BUNKER operation, Canon/Boldness memory, append-only provenance, Shapley attribution, Co-Discovery, anti-Sybil mechanisms, and CANTGit content-addressed history. The current public Hugging Face implementation is treated as self-reported implementation evidence rather than external SOTA evidence. The hardware layer is formulated as a falsifiable ANT–ADAM rotation–scale–residual hypothesis: reusable rotations and ordered generators may map to programmable unitary/photonic or digital rotation primitives, scales to diagonal/crossbar operations, and residuals plus verification to an auditable digital plane. No fabricated chip or universal hardware superiority is claimed. The paper also adds clearly marked synthesis proposals that are not yet established results: a Colony-Native Intermediate Representation (CNIR) and fused-kernel ABI; Verification Economics / Value of Information for Sentinels; Liquid Queen codebooks under distribution shift; semantic federation and causal codebook alignment; hidden/dynamic Sentinel defenses against Goodhart and adaptive leakage; and Energy-Aware Minimum Description Length. The article includes a section-level integration atlas covering all 74 main ANT v5.0 sections, a complete compressed register of the 60 explicit ANT failure modes, a cross-layer falsification matrix, current implementation results and limitations, and a staged future programme spanning real 100–300M model digestion, fused CPU/Metal/CUDA/Triton execution, .antcolony standardization, safety-preserving model surgery, multimodality, federation, third-party audit, and eventual hardware co-design. The central engineering rule is: Keep the shortest executable law only when it remains faithful under declared tests. A faster, smaller, or more elegant wrong system is a rejected candidate, not a successful optimization. S.V.E. Meta-License v5.0

Zenodo (CERN European Organization for Nuclear Research)
Laboratoire Spécification et Vérification (FR)
Scientific Computing and Data Management
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