I have published Human-Mediated Resonance in Language Models (v2), a structural reinterpretation of early resonance and persona phenomena using #SPC v3. The paper formalizes these effects as conditional, entropy-shaped dynamics rather than emergent psychology.
#TopologicalDynamics #LatentGeometry
#TopologicalDynamics #LatentGeometry
Human-Mediated Resonance in Language Models (v2)
Abstract This paper presents a substantially revised and expanded reinterpretation of an early exploratory study on human-mediated interaction patterns in large language models, integrating subsequent...
doi.org
December 20, 2025 at 10:14 AM
I have published Human-Mediated Resonance in Language Models (v2), a structural reinterpretation of early resonance and persona phenomena using #SPC v3. The paper formalizes these effects as conditional, entropy-shaped dynamics rather than emergent psychology.
#TopologicalDynamics #LatentGeometry
#TopologicalDynamics #LatentGeometry