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SORT-AI: Accelerator Runtime Coherence in Heterogeneous AI Inference Infrastructure A Structural Analysis of Cross-Layer Instability in Large-Scale Systems

2026-03-20

Abstract excerpt

Large scale AI inference is shifting from relatively homogeneous accelerator fleets toward structurally heterogeneous infrastructure composed of mixed accelerator generations, disaggregated serving paths, virtualized execution layers, and cross environment placement. This transition introduces a class of instability phenomena that does not arise from component failure in isolation, but from cross layer incoherence...

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Literature Corpus work
0555d7f2-c4ae-5741-b5b3-b8aa971a2c4f
DOI
10.20944/preprints202603.1614.v1
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