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AI can accelerate delivery, but it can also scale waste if you build the wrong things faster. This guide shows how Scrum’s transparency, inspection, and adaptation keeps humans accountable, protects quality, and turns AI-accelerated output into measurable outcomes, with practical guidance for Product Owners, Product Developers, Scrum Masters, and leaders.