Research Monographs & System Specifications

Toward a Theory of Cognitive Continuity: Non-Generative Tensor Attunement and the Residual Steering of Autonomous Agents

Autonomous foundation model agents suffer from the One-Shot Projection Fallacy, falling into the narrative drift void when ungrounded. This work formalizes closed-loop residual error steering ($\Delta = h_t - v$), Non-Generative Tensor Attunement (NTMA), and Syntax-Aware Boundary Scoring (SABS), cutting prefill latency by over 75% on the Gemma 4 31B substrate.

Specification: Iterative Residual Convergence Memory Attuner

Engineering specification defining the mathematical formulation of recursive subspace descent, dynamic epsilon thresholding ($\epsilon_{dyn}$), stagnation safeguards, and contextual padding buffer snapping in the Gemstone CLI runtime.