New robot vacuums announced at CES 2026Several top robot vacuum brands unveiled new flagship models at CES in early January. These include the Roborock Saros 20 Sonic and Qrevo Curv 2 Flow, the Dreame X60 Max Ultra Complete, and the Narwal Flow 2. I'm in the process of testing these at home and will update this guide accordingly as each are officially released to the public.
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One challenge is having enough training data. Another is that the training data needs to be free of contamination. For a model trained up till 1900, there needs to be no information from after 1900 that leaks into the data. Some metadata might have that kind of leakage. While it’s not possible to have zero leakage - there’s a shadow of the future on past data because what we store is a function of what we care about - it’s possible to have a very low level of leakage, sufficient for this to be interesting.。关于这个话题，91视频提供了深入分析
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