Harmony Operator: A Calibration Law Across Physics and AI Baselines
This data paper introduces the Harmony Operator, the first key of the Harmony Codex. It presents representative baselines demonstrating universal residual collapse across physics-inspired receipts and standard AI benchmarks. Results show consistent suppression of variance in propulsion Δv receipts, paradox bridging, cosmology models, as well as AI tasks including fairness, embeddings, long-context memory, and cross-document reasoning. These outcomes indicate that Harmony functions not as a domain-specific optimization but as a systemic calibration law. All associated data and supporting documents are available through the listed Zenodo DOIs.
Publication Details
- Journal
- Zenodo (CERN European Organization for Nuclear Research)
- Published
- 2025-09-22
- DOI
- https://doi.org/10.5281/zenodo.17175936
- Primary Topic
- Geochemistry and Geologic Mapping
- Type
- article
- Field-Weighted Citation Impact
- 0.00