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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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Universe Mysteries 🪐

@cosmomyst · Post #349 · 09/29/2025, 08:21 PM

🪐 The star AG Carinae, located about 20,000 light-years away, is a rare example of a "luminous blue variable"—an unstable giant star that can erupt in massive outbursts, shedding huge shells of gas and dust. AG Carinae shines millions of times brighter than the Sun and is surrounded by a glowing nebula created by its violent eruptions, making it one of the most volatile and spectacular stars in our galaxy. ✨ #unusualstars⚡#stellareruption⚡#nebula⚡#nasa⚡#galaxy⚡#stars⚡#astronomy⚡#universe⚡#cosmos⚡#space 👉subscribe Universe Mysteries 👉more Channels ​