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  "documentTitle": "2021 Air Street Capital The State of AI Report 2021",
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      "text": "Ocado Technology, Ocado Group, Kindred",
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      "text": "Robotic picking and packing is helping retailers meet a growing demand for online deliveries. Leading online grocery technology company, Ocado, uses computer vision and proprietary grasping technology to efficiently pick and pack items for grocery orders. In e-commerce, robotic picking platform SORT will handle 300M+ items by the end of 2021. Reinforcement learning tool (RLScan) is a very early example of RL success in production environments of robotic systems at scale.",
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      "text": "SORT is a hybrid autonomy system: real-time human support via teleoperation with ML increases speed, accuracy, and uptime.\nRLScan uses deep RL to train a closed-loop control scanning policy, conditioned on a real-time video feed. An RL agent is trained from end-to-end directly in production, learning from a fleet of robots across multiple production sites. RLScan achieves optimal barcode scanning behavior for handling complex product assortments.\nRL raised overall system speed by 2% and counting, with the learning curve continually increasing (right figure).",
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