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The dark factory, with no human workers on shift, has been promised for years but is only now starting to multiply in earnest. The Chinese and Japanese cases show a mature model; in Europe and Spain the reality is different. An honest look at what works and what is still hype.
Reinforcement learning is the AI technique in which an agent learns to make optimal decisions through trial and error, without labelled data: it acts in an environment, receives a reward or penalty based on the outcome, and adjusts its strategy to maximise long-term cumulative reward.
Intelligent automation combines AI, machine learning, and physical robots that perceive, decide, and adapt in real time instead of following a fixed script. It is transforming manufacturing, logistics, healthcare, and food processing, and by 2024 there were already more than 4.6 million industrial robots active worldwide, per the IFR.
