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Study applies Ô framework to classify transition types in 2D Ising model, suggesting its efficacy.
Application of the Ô framework to the 2D Ising model as a controlled test of transition topology classification. After a v1→v2 methodological correction, Ô discriminates three transition types by helicity peak location: continuous dissolution (FERRO peak, Ising), emergent spiraling (CRITICAL peak, LLM jailbreak), and catastrophic collapse (STORM trough, geomagnetic storms). Includes specialist analysis and plain-language operator guide for physicists.
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Agent) et al. (2026) studied this question.
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