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Japan is making a serious bet on machines. The government has unveiled its Noetra plan, aiming to deploy ten million additional robots across the country by two thousand forty. Nursing homes and food production facilities are the primary targets, with a national AI platform underpinning the entire effort. It is one of the most ambitious industrial automation commitments any government has made.
That ambition connects to a broader question researchers are now asking about AI in the classroom. A new study out of Dartmouth found that an AI tutoring system improved student outcomes by between zero point seven one and one point three standard deviations. To put that in perspective, effect sizes in that range rival one-on-one human tutoring, long considered the gold standard in education.
Meanwhile, a quieter kind of nostalgia is stirring online. A piece circulating on Hacker News makes a case for bringing back the webring, that old nineties mechanism for linking personal websites into loose communities. The argument is less about retro charm and more about reclaiming a web built on genuine human curation rather than algorithmic feeds.
Three very different stories, one shared thread — people renegotiating who, or what, guides them. Keep surfing. Tech Beat out.
