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Advanced AI usage is transitioning from single prompt interactions to persistent, self-correcting loops and multi-agent systems. While these iterative feedback structures originated in software development where code testing provides instant verification, knowledge workers are adapting them by creating concrete, machine-checkable finish lines for subjective tasks.