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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 #657 · 02/03/2026, 12:21 PM

🪐 Supernova 1993J in the galaxy Messier 81, about 11 million light-years from Earth, stunned astronomers when it exploded unusually brightly and faded much faster than typical supernovae. This stellar blast revealed clear evidence of two stars orbiting closely together—one feeding material to the other—helping scientists confirm that some supernova explosions are triggered by the complex dance of binary stars, not just the death of single massive stars. ✨ #supernova⚡#binary⚡#star⚡#M81⚡#nasa⚡#galaxy⚡#stars⚡#astronomy⚡#universe⚡#cosmos⚡#space 👉subscribe Universe Mysteries 👉more Channels ​