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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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Lesson 42 is out! Learn how to ask “How much does it cost?” in Uzbek. Practice the most common shopping phrases, short dialogues, and real-life expressions with audio and exercises. Start speaking confidently at the market, in shops, or while traveling in Uzbekistan. https://yep.uz/en/2025/09/lesson-42-how-much-does-it-cost-in-uzbek/ #learnuzbek#uzbeklanguage#uzbeklessons#languagelearning#howmuch#shoppingphrases#beginneruzbek