SZLHOLDINGS/szl-papers

SZL Holdings — Papers · 8 DOIs Live

Canonical SZL Holdings papers model. Migrated into the org namespace (SZLHOLDINGS/szl-papers) from the founder's personal account on 2026-06-02. The org card is huggingface.co/SZLHOLDINGS; a dedicated Papers Space lives at betterwithage/szl-papers-live.

Eight peer-disseminated research records by Stephen P. Lutar Jr. (ORCID 0009-0001-0110-4173), published and archived on Zenodo under CC-BY-4.0. All DOIs below resolve live.

#	Title	Authors	Year	DOI	Zenodo	License
1	Lutar Omega Formalism	Stephen P. Lutar Jr.	2026		Zenodo	CC-BY-4.0
2	Prisca-GraphRAG	Stephen P. Lutar Jr.	2026		Zenodo	CC-BY-4.0
3	Hermetic Constitutional Guardrails	Stephen P. Lutar Jr.	2026		Zenodo	CC-BY-4.0
4	Sefirot Continual Learning	Stephen P. Lutar Jr.	2026		Zenodo	CC-BY-4.0
5	Free-Energy-Lutar Active Inference	Stephen P. Lutar Jr.	2026		Zenodo	CC-BY-4.0
6	Tawa Sparse Autoencoder	Stephen P. Lutar Jr.	2026		Zenodo	CC-BY-4.0
7	EPR-Bell Entanglement Validation	Stephen P. Lutar Jr.	2026		Zenodo	CC-BY-4.0
8	Chinchilla-Lutar Scaling Laws	Stephen P. Lutar Jr.	2026		Zenodo	CC-BY-4.0

Citations (BibTeX)

BibTeX — 1. Lutar Omega Formalism

@misc{lutar2026omega,
  author       = {Lutar, Stephen P. Jr.},
  title        = {Lutar Omega Formalism},
  year         = {2026},
  publisher    = {Zenodo},
  doi          = {10.5281/zenodo.20499315},
  url          = {https://doi.org/10.5281/zenodo.20499315},
  note         = {ORCID: 0009-0001-0110-4173}
}

BibTeX — 2. Prisca-GraphRAG

@misc{lutar2026prisca,
  author       = {Lutar, Stephen P. Jr.},
  title        = {Prisca-GraphRAG},
  year         = {2026},
  publisher    = {Zenodo},
  doi          = {10.5281/zenodo.20499317},
  url          = {https://doi.org/10.5281/zenodo.20499317},
  note         = {ORCID: 0009-0001-0110-4173}
}

BibTeX — 3. Hermetic Constitutional Guardrails

@misc{lutar2026hermetic,
  author       = {Lutar, Stephen P. Jr.},
  title        = {Hermetic Constitutional Guardrails},
  year         = {2026},
  publisher    = {Zenodo},
  doi          = {10.5281/zenodo.20499319},
  url          = {https://doi.org/10.5281/zenodo.20499319},
  note         = {ORCID: 0009-0001-0110-4173}
}

BibTeX — 4. Sefirot Continual Learning

@misc{lutar2026sefirot,
  author       = {Lutar, Stephen P. Jr.},
  title        = {Sefirot Continual Learning},
  year         = {2026},
  publisher    = {Zenodo},
  doi          = {10.5281/zenodo.20499322},
  url          = {https://doi.org/10.5281/zenodo.20499322},
  note         = {ORCID: 0009-0001-0110-4173}
}

BibTeX — 5. Free-Energy-Lutar Active Inference

@misc{lutar2026freeenergy,
  author       = {Lutar, Stephen P. Jr.},
  title        = {Free-Energy-Lutar Active Inference},
  year         = {2026},
  publisher    = {Zenodo},
  doi          = {10.5281/zenodo.20499324},
  url          = {https://doi.org/10.5281/zenodo.20499324},
  note         = {ORCID: 0009-0001-0110-4173}
}

BibTeX — 6. Tawa Sparse Autoencoder

@misc{lutar2026tawa,
  author       = {Lutar, Stephen P. Jr.},
  title        = {Tawa Sparse Autoencoder},
  year         = {2026},
  publisher    = {Zenodo},
  doi          = {10.5281/zenodo.20499328},
  url          = {https://doi.org/10.5281/zenodo.20499328},
  note         = {ORCID: 0009-0001-0110-4173}
}

BibTeX — 7. EPR-Bell Entanglement Validation

@misc{lutar2026eprbell,
  author       = {Lutar, Stephen P. Jr.},
  title        = {EPR-Bell Entanglement Validation},
  year         = {2026},
  publisher    = {Zenodo},
  doi          = {10.5281/zenodo.20499330},
  url          = {https://doi.org/10.5281/zenodo.20499330},
  note         = {ORCID: 0009-0001-0110-4173}
}

BibTeX — 8. Chinchilla-Lutar Scaling Laws

@misc{lutar2026chinchilla,
  author       = {Lutar, Stephen P. Jr.},
  title        = {Chinchilla-Lutar Scaling Laws},
  year         = {2026},
  publisher    = {Zenodo},
  doi          = {10.5281/zenodo.20499334},
  url          = {https://doi.org/10.5281/zenodo.20499334},
  note         = {ORCID: 0009-0001-0110-4173}
}

Cite this work

To cite the corpus as a whole, use the umbrella concept DOI (always resolves to the latest version):

@misc{lutar2026szlcorpus,
  author       = {Lutar, Stephen P. Jr.},
  title        = {SZL Holdings Research Corpus (umbrella concept record)},
  year         = {2026},
  publisher    = {Zenodo},
  doi          = {10.5281/zenodo.19944926},
  url          = {https://doi.org/10.5281/zenodo.19944926},
  note         = {Concept DOI (always resolves to latest version). Umbrella v21: 10.5281/zenodo.20490218. ORCID: 0009-0001-0110-4173}
}

Umbrella v21: 10.5281/zenodo.20490218 · Concept: 10.5281/zenodo.19944926

_{Lineage: Architecture grounded in Hickok & Poeppel 2007 (Nat Rev Neurosci 8:393) · Hickok 2025 Wired for Words (MIT Press).}

_{SLSA L1 (honest) · CC-BY-4.0 · Doctrine v11 LOCKED · 749 / 14 / 163 · ORCID 0009-0001-0110-4173 · Founder: Stephen Paul Lutar Jr.}