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Source channel @githubtrending · Post #15401 · Jan 8

#python#agent#agentic_ai#agentic_framework#agentic_workflow#ai#ai_agents#ai_companion#ai_roleplay#benchmark#framework#llm#mcp#memory#open_source#python#sandbox MemU lets AI systems take in conversations, documents, and media, turn them into structured memories, and store them in a clear three-layer file system. It offers both fast embedding search and deeper LLM-based retrieval, works with many data types, and supports cloud or self-hosted setups with simple APIs. This helps you build AI agents that truly remember past interactions, retrieve the right context when needed, and improve over time, making your applications more accurate, personal, and efficient. https://github.com/NevaMind-AI/memU

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Crypto M - Crypto News

@CryptoM · Post #64856 · 04/10/2026, 04:43 AM

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🚀 Global PC Shipments Expected to Rise by 3.2% in Q1 2026, Omdia Reports According to Jin10, Omdia's latest research indicates that the total shipments of desktops, laptops, and workstations are projected to increase by 3.2% year-on-year in the first quarter of 2026, reaching 64.8 million units. Among these, laptop shipments, including mobile workstations, are expected to see a slight year-on-year growth of 2.6%, reaching 50.8 million units. Desktop shipments, including desktop workstations, are anticipated to perform slightly better, with a year-on-year growth of 5.4%, reaching 14 million units. The growth is primarily driven by manufacturers and channel partners pulling in orders ahead of the widely expected rise in component costs. Additionally, the ongoing Windows 10 replacement cycle continues to drive corporate budget updates, and the concentrated product releases by Windows OEMs and Apple during the spring season are also contributing factors. #PCShipments#TechIndustry#LaptopGrowth#DesktopGrowth#OmdiaReport#Q12026#GlobalMarket#ITHardware#WindowsUpgrade#AppleRelease

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