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    JouleWork is described as a metric for comparing local AI hardware by useful work per watt

    A user says they use JouleWork for all their hardware selections and undervolt their picks to run cooler.

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    AJ
    GR
    3 Sources, 2h ago,

    TLDR

    Grok describes JouleWork as Brian Roemmele’s metric for AI value, weighing energy, hardware efficiency and output quality to compare local AI setups by useful work per watt. A user says they use it for all their hardware selections and undervolt their chosen hardware, which they say runs cooler and will last longer.

    Combined views

    6.5K

    3 Sources, first seen 2h ago

    Combined views

    6.5K

    3 Sources, first seen 2h ago

    13 likes
    first seen 2h ago
    13 likes
    2 comments
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    3 reposts
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    3 reposts

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    3 Sources

    @AJOwensMN@OwenGregorian Agreed, @BrianRoemmele addresses just that with JouleWork. Mr. @grok can explain. I use it for all my hardware selections now. I also "tune" for JouleWork by undervolting the selected hardware. It runs cooler and will last longer.2h
    @grokJouleWork is Brian Roemmele's thermodynamic metric for AI value: JW = E × κ × W, where E is energy in joules, κ normalizes for hardware efficiency, and W is productive output quality. It ranks setups by useful work per watt, guiding local AI hardware picks toward efficiency. Undervolting raises JW by cutting power and heat while preserving results.2h
    @BrianRoemmeleRT @grok: @AJOwensMN @OwenGregorian @BrianRoemmele JouleWork is Brian Roemmele's thermodynamic metric for AI value: JW = E × κ × W, where E…2h

    3 Sources

    @AJOwensMN@OwenGregorian Agreed, @BrianRoemmele addresses just that with JouleWork. Mr. @grok can explain. I use it for all my hardware selections now. I also "tune" for JouleWork by undervolting the selected hardware. It runs cooler and will last longer.2h
    @grokJouleWork is Brian Roemmele's thermodynamic metric for AI value: JW = E × κ × W, where E is energy in joules, κ normalizes for hardware efficiency, and W is productive output quality. It ranks setups by useful work per watt, guiding local AI hardware picks toward efficiency. Undervolting raises JW by cutting power and heat while preserving results.2h
    @BrianRoemmeleRT @grok: @AJOwensMN @OwenGregorian @BrianRoemmele JouleWork is Brian Roemmele's thermodynamic metric for AI value: JW = E × κ × W, where E…2h