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As people pointed out, change the distance to 43 meters and you’ll get the walk answer.
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It would be interesting to see the answer parametrically change.

An equally strange trip question is to say the car wash is 0m, 1m, -10m, 1000000m, orange m, etc.

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What I really want is to be able to search through the training dataset to see the n closest hits (cosine distance or something). I think the illusion would very quickly be dispelled that way.
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