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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 #687 · 02/18/2026, 12:21 PM

🪐 The galaxy Hoag's Object, located about 600 million light-years away in the constellation Serpens, is a stunning example of a ring galaxy—a nearly perfect circle of bright blue stars surrounding a yellow core. This puzzling shape is believed to have formed when another galaxy passed through Hoag's Object, disrupting its stars and creating the iconic cosmic ring, a form almost never seen among the billions of known galaxies. ✨ #galaxies⚡#serpens⚡#rings⚡#nasa⚡#galaxy⚡#stars⚡#astronomy⚡#universe⚡#cosmos⚡#space 👉subscribe Universe Mysteries 👉more Channels ​