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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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Amazing Geography 🌍

@amazingeo · Post #615 · 02/05/2026, 08:31 PM

🌍 The world’s largest karst region is in southern China, where vast limestone hills, towers, and deep caves house rare species found nowhere else on Earth, including blind fish and giant salamanders. ✨ #karst⚡#caves⚡#limestone⚡#geography⚡#nature⚡#earth 👉subscribe Amazing Geography 👉more Channels ​

Amazing Geography 🌍

@amazingeo · Post #355 · 10/10/2025, 03:31 PM

🌍 The Pine Island karst in Madagascar features limestone pinnacles called "Tsingy," so sharp and dense that large areas are nearly impassable, hiding unique plants and animals. ✨ #karst⚡#caves⚡#limestone⚡#geography⚡#nature⚡#earth 👉subscribe Amazing Geography 👉more Channels ​