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The software industry is shifting from deterministic to stochastic engineering, where AI-driven code generation necessitates a transition from manual typing to high-level system coordination. This trend creates a critical asymmetry where the plummeting cost of code production is met with the rising complexity of verification, forcing a profound restructuring of engineering roles and organizational value.