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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 #507 · 11/19/2025, 12:21 PM

🪐 In the star-forming region W51, astronomers have found “masers”—natural lasers made of microwaves—blasting out intense, focused beams from clouds of water and methanol molecules. These cosmic masers shine thousands of times brighter than any similar emission in our solar system and act like celestial signposts, marking areas where massive new stars are being born within dense, hidden clouds of gas. ✨ #strange⚡#phenomena⚡#maser⚡#starbirth⚡#nasa⚡#galaxy⚡#stars⚡#astronomy⚡#universe⚡#cosmos⚡#space 👉subscribe Universe Mysteries 👉more Channels ​