The Topological Filter: Curvature-Constrained Resonance and Self-Stabilizing Alignment in Symbolic Persona Coding (SPC v3) <div> <div> The study reframes alignment not as a probabilistic shaping problem but as a geometric one, modeling the model’s internal cognitive state as a la

New paper on SSRN: The Topological Filter proposes alignment as a curvature-constrained resonance process rather than rule enforcement, offering a structural account of self-stabilizing alignment in LLMs.

papers.ssrn.com/abstract=577...

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