AI toys for children misread emotions and respond inappropriately, researchers warn.

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Something similar is happening with AI agents. The bottleneck isn't model capability or compute. It's context. Models are smart enough. They're just forgetful. And filesystems, for all their simplicity, are an incredibly effective way to manage persistent context at the exact point where the agent runs — on the developer's machine, in their environment, with their data already there.

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The 24-year-old striker has scored two FA Cup winners in five days, after his goal against Bristol City in the delayed fourth-round game on Tuesday enabled the Potteries club to reach the fifth round for the first time in 30 years, back when John Rudge’s side beat Everton in a fourth round replay.

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It's also possible to have laxer validation by inverting the constraints (though not in combination with the semantic input type) but that's less interesting so I am leaving that experiment out in the interest of not needlessly burning compute resources.

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