[Submitted on 20 May 2025 (v1), last revised 26 Sep 2025 (this version, v2)] View a PDF of the paper titled UltraEdit: Training-, Subject-, and Memory-Free Lifelong Editing in Language Models, by Xiaojie Gu and 3 other authors View PDF Abstract:Lifelong learning enables large language models (LLMs) to adapt to evolving information by continually updating their internal knowledge. An ideal …

Windows is coming back together. Microsoft is bringing its key Windows engineering teams under a single organization again, as part of a reorg being announced today. Windows chief Pavan Davuluri, who was just promoted to president of Windows and devices earlier this month, shared the changes to Microsoft’s Windows teams in an internal memo. “This change unifies Windows engineering work …

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