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    Flower is the leading open-source framework for training better AI on distributed data using federated learning and other privacy-enhancing technologies. Industry leaders use Flower to easily collaborate on model training and are starting to transform high-value verticals like telecommunications (Nokia), healthcare (Owkin), finance (stealth), automotive (Porsche), and personal computing (Mozilla). All AI today is based on public data, imagine where AI could be if it used all of the worlds’ distributed private data.

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    Freshflow is a new way to manage fresh products for grocery retailers. They do accurate order forecasting, replenishment, and inventory control that massively reduce food waste while still keeping shelves full. Doing that the reduce global carbon emissions and generate millions in profits for all the clients. Grocery retailers throw away up to 15% of their fresh products due to poor ordering decisions. Order quantities are most often based on gut feeling or, at best, spreadsheets or traditional forecasting and replenishment software. Juggling the hundreds of factors a good order is based on is hard.

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    GridCARE is the essential one-stop power solution for AI data centers, delivering energy security and resilience at unprecedented speed. The company's AI-powered proprietary platform identifies and unlocks previously untapped grid capacity to accelerate AI infrastructure deployment. By creating the critical bridge between power availability and AI expansion, GridCARE is enabling the next generation of AI innovation.

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