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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 #12 · 07/29/2025, 06:51 PM

🪐 Hidden deep inside Saturn’s rings, astronomers have discovered tiny moonlets like Daphnis that carve out delicate waves and gaps as they orbit, sculpting the rings’ sharp edges. These miniature moons cause astonishing ripples and wakes, their gravitational dance leaving patterns that shift with every pass. ✨ #Saturn⚡#moonlets⚡#rings 👉subscribe Universe Mysteries