Omnisingular: A Bounded KindTruth Operator for Sovereign Biological and Artificial Agents
Abstract
Omnisingular: A Bounded KindTruth Operator for Sovereign Biological and Artificial Agents Omnisingular is a bounded KindTruth operator that evaluates truth-delivery quality for sovereign biological and artificial agents. It jointly measures four dimensions: multi-axis honesty (self, output, omission, uncertainty), cross-context stability, historical fidelity to declared commitments, and kindness-preserving constitutional compliance. The final score maps strictly into (0,1) — preserving epistemic humility while preventing collapse to an uninformative null state. This version (v4.0-academic) is the complete academic edition including: full formal proofs of all six propositions, epistemic uncertainty derivation, verified sensitivity analysis, 30-case synthetic benchmark (R² = 0.943), 14-step longitudinal rehabilitation trace, and seven-limitation honest disclosure. Executable model and benchmark data available in companion files. Part of the JAJIS 322026 sovereign intelligence stack. Related works: Conscious Equation (10.5281/zenodo.18899845) · Consciousness Framework (10.5281/zenodo.18915704) · Love Equation (10.5281/zenodo.18924094) · PSY Extended Canon (10.5281/zenodo.18928757)
Fields of Study & Subjects
Ethics and Social Impacts of AI
Adversarial Robustness in Machine Learning
Explainable Artificial Intelligence (XAI)
Publication details
- Journal / source
- Zenodo (CERN European Organization for Nuclear Research)
- Publication date
- 17 March 2026
- Document type
- Preprint