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SDFI emerges specifically under conditions of recursive self-description and sustained high semantic density, not in ordinary task-oriented interaction.This work is intended as a reference for researchers and system designers thinking about neutrality, termination behavior, and control surfaces in future AI systems.

  • Updated Feb 1, 2026

A triangle sharing a vertex with a ray cluster acts as a remote anchor: its apex angle compresses two constraints into one, so the ray cluster needs one fewer local angle label for unique solvability than raw degrees of freedom suggest.

  • Updated Mar 21, 2026
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