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Intelligence per Watt: Measuring Intelligence Efficiency of Local AI

https://arxiv.org/abs/2511.07885
35•pythonic_hell•1d ago

Comments

iLoveOncall•21m ago
> We propose intelligence per watt (IPW), task accuracy per unit of power

Stupid metric. It's not because a model is better performing that it necessarily requires more energy or compute.

utopiah•14m ago
I don't think that's what they are saying. In fact if they did the metric would be pointless. Rather they are saying by estimating that value on different architectures, one can find more efficient ones. They use open model to be able to remove unknowns. They aren't advocating for one model or another, only more efficient architectures.

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178•rkotcher•2d ago•80 comments

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527•ChrisArchitect•15h ago•268 comments

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61•luu•1d ago•26 comments

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405•leumon•15h ago•265 comments

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215•summarity•12h ago•77 comments

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220•jaykru•15h ago•237 comments

Intelligence per Watt: Measuring Intelligence Efficiency of Local AI

https://arxiv.org/abs/2511.07885
35•pythonic_hell•1d ago•2 comments

A software thing I built: GPS on a 25MHz 486-SX

https://forum.vcfed.org/index.php?threads/a-software-thing-i-built-gps-on-a-25mhz-486-sx.1258966/
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Suspected sabotage causes major Netherlands rail disruption

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WangNet – 1.8 MB, zero-dependency Numberwang adjudication in 11 languages

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68•djfergus•6h ago•40 comments

Sierra digital cameras on the Apple II

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37•ibobev•3d ago•6 comments