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Waveframe v4.0

AI-Orchestrated Cosmology Case Study Using AWO Framework

Waveframe Labs
DOI
License: Apache-2.0 License: CC BY-NC 4.0 CITATION.cff


Status

This repository is archived as a completed proof-of-concept (v4.0).
The work is permanently recorded via DOI for reproducibility.


What This Is

Waveframe v4.0 is a workflow demonstration applying
AI Workflow Orchestration (AWO) to a complex scientific problem.

  • Physics content is exploratory — not a replacement for ΛCDM
  • The focus is on reproducibility, transparency, and auditability
  • Outputs are packaged like serious software: figures, notebooks, logs, decision records

Think of Waveframe v4.0 as a case study in AI-assisted research orchestration, not as a final cosmological model.


Deliverables

  • /Theory – Conceptual framework and derivations
  • /Equations – Equations and assumptions
  • /Notebooks – Python notebooks for model-vs-ΛCDM comparisons
  • /Analysis – Results summaries, figures, CSV outputs
  • /Figures – Generated plots (expansion history, growth factor, etc.)
  • /Docs – Supporting documentation (workflow, logs, falsifiability scaffolds)
  • /Demos – Lightweight apps (Streamlit, report generator)
  • /decisions – Architecture Decision Records (ADRs)

More detailed discussion of the model, scaffolds for falsifiability, and empirical criteria can be found in
Docs/Extended_Methodology.md.


Portfolio Note

This repository is part of a broader portfolio showing how Aurora Workflow Orchestration (AWO) can scale across domains:


Licensing & Attribution

  • Code: Apache License 2.0 (LICENSE)
  • Theory, equations, figures, docs: CC BY-NC 4.0 (LICENSE-NC.md)

Attribution is required. Commercial use prohibited without permission.
See LICENSE_POLICY.md for scope examples.


Author

Shawn C. Wright
ORCID


Version & Citation

Version: Waveframe v4.0 (archived)

Concept DOI (permanent citation):
DOI

For reproducibility, always cite the concept DOI above.
This ensures future readers resolve to the correct archived version.


How to Cite

If you use this work, please cite it as:

@software{wright_waveframe_v4_2025,
  author       = {Shawn C. Wright},
  title        = {Waveframe v4.0: AI-Orchestrated Proof of Concept in Cosmology},
  year         = {2025},
  publisher    = {Zenodo},
  version      = {v4.0},
  doi          = {10.5281/zenodo.17041850},  
  url          = {https://doi.org/10.5281/zenodo.17041850}
}



© 2025 Waveframe Labs · Independent Open-Science Research Entity · ORCID: 0009-0006-6043-9295 · DOI: 10.5281/zenodo.16872199

Governed under the Aurora Research Initiative (ARI) · Constructed using the AWO methodology

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An AI-orchestrated model that makes cosmology information-driven, entropic, and empirically testable.

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