Published September 13, 2026 | Version v1.0

SVE/CANT Atlas: Geometric Learning, Analytic Knowledge, Verification, and Executable Research

Authors/Creators

  • 1. Independent Researcher, Systemic Verification Engineering (SVE)

Description

[wAI ~ wErrors]

«All models are wrong, but some are useful.» — George E. P. Box (1976)

This expanded preprint converts the extensive SVE/CANT idea archive into an addressable research atlas. The source register reports 680,279 input lines, 35,309 unique blocks, 225,423 occurrences, and 212 editorial cards across twenty-five categories. Near-duplicates, competing versions, and modality-specific variants are consolidated into 116 major idea families arranged as eleven themes. Each family is presented through a research proposition, formal or computational object, engineering route, decisive evidence programme, falsifier, and explicit subsystem interfaces.

The atlas covers foundations and passports; spectral, matrix, and phase computation; metric, transport, and topological geometry; Clifford, hypercomplex, p-adic, Galois, and analytic algebra; ANT and CogOS; CANTGBoost, witnesses, calibration, and risk; CANTGit and knowledge lifecycle; multimodal data, missingness, and model digestion; systems, hardware, and distributed infrastructure; verification, governance, open science, and theology; and applications, benchmarks, education, publications, and portfolio strategy.

The falsifiable experimental spine is: typed observation → local operators → preservation of symmetric and directed structure, optionally H=S+iW → compatibility proposals from commutators or competing diagnostics → held-out JAD and downstream verification → calibrated ALLOW/ABSTAIN/QUARANTINE gate → content-addressed law object with scope, residual, evidence, resource cost, provenance, replay, merge, rollback, and retirement.

The paper explicitly rejects unsupported inferences: Perelman monotonicity does not prove universal semantic convergence; reverse Ricci flow is not generally well posed; commutativity is not truth; directed association is not causality; Abel–Ruffini does not impose a universal four-object cognitive limit; no fixed semantic dimension or golden threshold is established; and extreme compression, zero hallucinations, or universal superiority require independent end-to-end evidence.

Epistemic status

Expanded architecture and research-programme synthesis. Standard mathematics, source-reported measurements, designs, hypotheses, speculative frontiers, theological interpretations, negative results, NOT_RUN items, and explicit non-claims are separated. The work is not evidence of universal model superiority, guaranteed truth, zero hallucinations, a completed theory of intelligence, clinical safety, or realized custom hardware.

Related identifiers

  • CANTGBoost candidate relation: https://doi.org/10.5281/zenodo.21699806

  • S.V.E. Meta-License: https://doi.org/10.5281/zenodo.19373736

S.V.E. Meta-License v5.0

Notes

Plain-English License Note

This License does NOT prohibit commercial use—it encourages honest, open enterprise. You may earn as much as your users and/or agreements allow, including through recurring payments for as long as a product remains in use.

The condition is radical, all-or-nothing openness. If you use SVE-licensed work, the entire resulting system must be disclosed under the same S.V.E. Meta-License v5.5: its code, models, ontologies, methods, relevant data and/or provenance, dependencies, interfaces, evaluations, and/or both positive and negative results. Nothing may be concealed in “other” modules, wrappers, external services, subsidiaries, and/or adjacent components. 

This is a one-bit rule: deliberately concealing even one material bit constitutes a breach of the License. Honest mistakes are permitted; deception, deliberate concealment, fabricated and/or selectively reported results, intentionally irreproducible research, secret enclosure, and/or monopolization are not.

Where bad faith is reasonably suspected, accountability and audit apply. The party requesting an audit should normally be audited first under the same standards. 

In short: earn as much as YOU can—openly. Make mistakes, but disclose them. Never lie, conceal, enclose, and/or monopolize. No secret layer, no hidden exception, no closed remainder.

Live by your skills and talents—not by your secrets.

This note is explanatory only. If any wording conflicts with the full S.V.E. Meta-License v5.5, the full License governs.

🦄 SVE-Unicorns — Founder Mode

Build like there are almost no rules. 
Because there almost aren't.
There are 6. They are the 6 you'd want every founder to keep.
Read time: 90 seconds.  Term: 44 years.  
Then everything opens

Details:

https://codeberg.org/skovnats/SVE-Systemic-Verification-Engineering/src/branch/master/License/SVE-Unicorns-Patch-v1_0.md

Brief Description:

https://codeberg.org/skovnats/SVE-Systemic-Verification-Engineering/src/branch/master/License/README.md

For Serious People:

https://codeberg.org/skovnats/SVE-Systemic-Verification-Engineering/src/branch/master/License/ForBusySeriousPeopleOnly-WIP.md

Files

PROMPTS_SVE_CANT.md

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Additional details

Additional titles

Subtitle
An expanded, falsifiable map of SVE, ANT, CANTE, CANTGBoost, CANTGit, Phase Algebra, CogOS, and their research frontiers

Related works

Continues
Project milestone: 10.5281/zenodo.22729682 (DOI)