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Training-, Subject-, and Memory-Free Lifelong Editing in Language Models

[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 …

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Microsoft is bringing its Windows engineering teams back together again

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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MCP in Practice | Towards Data Science

Written together with Ilan Strauss, Isobel Moure, and Tim O’Reilly as part of the AI Disclosures Project. Originally published on our blog: Asimov’s Addendum. 1. of MCP Anthropic’s Model Context Protocol (MCP) was released in November 2024 as a way to make tools and platforms model-agnostic. MCP works by defining servers and clients. MCP servers are local or remote end points where …

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مباشر مباراة الهلال اليوم ضد ناساف في دوري أبطال آسيا للنخبة

مباشر مباراة الهلال اليوم ضد ناساف كارشي التي تقام ضمن لقاءات الجولة الثانية من عمر مرحلة الدوري لبطولة دوري أبطال آسيا للنخبة 2025/2026. وخرج الهلال لمواجهة نظيره ناساف كارشي الأوزبكي على الملعب المركزي في أوزبكستان ضمن لقاءات الجولة الثانية من عمر مرحلة الدوري لمجموعة الغرب لبطولة دوري أبطال آسيا للنخبة. ويأمل الهلال في تحقيق الفوز في مباراة اليوم من أجل …

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Paid, the AI agent ‘results-based billing’ startup from Manny Medina, raises huge $21M seed

Manny Medina, previously best-known as the founder of sales automation startup Outreach ($4.4 billion valuation), has wowed investors with his young startup, Paid. Paid just closed an oversubscribed $21.6 million seed round led by Lightspeed. With the €10 million pre-seed round it raised in March, London-based Paid has already raised $33.3 million and hasn’t even hit its Series A yet. …

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