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
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article

Harmony Operator: A Calibration Law Across Physics and AI Baselines

Zenodo (CERN European Organization for Nuclear Research)
Geochemistry and Geologic Mapping
article

Harmony Operator: A Calibration Law Across Physics and AI Baselines

article en

Abstract

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.

Zenodo (CERN European Organization for Nuclear Research)
Peace, Justice and strong institutions
Openalex Percentile: Top 31%
Geochemistry and Geologic Mapping
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Harmony Operator: A Calibration Law Across Physics and AI Baselines · Zenodo (CERN European Organization for Nuclear Research) (2025) | TGRS Research Map | TGRS