Article

SORT-AI: A Projection-Based Structural Framework for AI Safety Alignment Stability, Drift Detection, and Scalable Oversight

2025-12-15

Abstract excerpt

As artificial intelligence systems scale in depth, dimensionality, and internal coupling, their behavior becomes increasingly governed by deep compositional transformation chains rather than isolated functional components. Iterative projection, normalization, and aggregation mechanisms induce complex operator dynamics that can generate structural failure modes, including representation drift, non-local amplificati...

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Literature Corpus work: b928b5d0-0aad-57a2-a63c-8a4b5879db52
DOI: 10.20944/preprints202512.1334.v1

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