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- Berget AI releases open-source per-request carbon accounting method
Berget AI, Stockholm Environment Institute, WattTime and Klimatkollen released an MIT-licensed method for calculating the carbon emissions of individual AI requests. It follows the Green Software Foundation’s SCI for AI specification and uses average regional grid intensity plus hardware-manufacturing emissions. Berget AI says customers can track request-level emissions in its console. For one Kimi K3 request, the corrected estimate was 0.38 grams of CO₂e in Sweden and 3.2 grams in Texas, an 8.5-fold difference on identical hardware. Current estimates exclude training emissions and the water and energy footprint of chip manufacturing; marginal-emission estimates were planned for a later update.
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