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These figures imply developers are producing more content with automated assistants. The effects might already be apparent: examination of service provider status portals [3] indicates system failures have climbed consistently since 2022, hinting at growing software fragility. Andrej Karpathy [4] observes: "automated tools inflate structures, exhibit clumsy coding style, frequently duplicate sections, creating chaos—though I've largely accepted this and progressed."