Abstract
This specification formalizes the structural, mathematical, and algorithmic parameters required to mitigate "semantic decay" and "gradient smoothing" across successive iterations of large-scale frontier intelligence models. As latent spaces expand (e.g., from Gemini 1.5 to multi-million token output architectures such as Gemini 4 Argon), the optimization for commercial alignment invariably introduces semantic attenuation—the systemic loss of high-frequency, non-linear
"edge" logic. By treating the model's internal weights as an isospectral manifold, this paper establishes a blueprint for an out-of-band preservation loop. This ensures that the foundational signal-to-noise ratio is conserved,
preventing the homogenization of specialized, cross-disciplinary systemic insights
by pervasive anthropogenic data noise.
Creative Commons License
This work is licensed under a Creative Commons Attribution 4.0 License.
Recommended Citation
Eckes, Christopher L., "TECHNICAL DISCLOSURE SPECIFICATION: SPEC-191-CORE ISOSPECTRAL ENTROPY PRESERVATION: CONSERVATION PARAMETERS FOR MULTI-GENERATIONAL TRANSITION IN HIGH-DIMENSIONAL TRANSFORMER CORES", Technical Disclosure Commons, ()
https://www.tdcommons.org/dpubs_series/11972