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KALRAY is set to enhance data center efficiency and sustainability with its new DPUI technology, which aims to reduce energy consumption by 20-70% while improving system performance. The company plans to transition to a CPU + DPUI + GPU architecture by 2026 and is positioned to become a key player in the market, akin to the French ARM, with its patented processors manufactured by TSMC. A forthcoming financial report suggests a potential valuation of €228 million, influenced by OPENCHIP's stake in the company.