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Applied AI·September 12, 2026·1 min read

‘One of the worst outcomes for companies is reacting in a knee-jerk fashion before the rewards can be reaped’: How game engines, version control software, and AI are delivering new benefits and challenges to almost every industry

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Real-time workflows plus AI and modern version control are collapsing the distance between design, simulation, and deployment — but they also amplify bad process. Before you wire AI into your asset pipeline, decide what you’ll measure and how you’ll roll back, or you’ll end up with faster chaos instead of faster iteration.