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For over a decade, the mobile innovation cycle has largely oscillated within predictable parameter races—higher pixel densities, marginal clock-speed bumps, and incremental thermal refinements. Yet, the persistent emergence of an 'Ultra' paradigm forces a foundational inquiry: are we witnessing the birth of an autonomous edge-neural node capable of reshaping personal computation, or merely a sophisticated tiering exercise masking thermodynamic and architectural plateaus in consumer silicon?