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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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Google Facts™ [ ️@googlefactss🌎]

@googlefactss · Post #40824 · 03/18/2026, 08:32 PM

Only about 30 locations worldwide feature singing dunes, primarily crescent-shaped barchans, found in deserts like the Gobi, Mojave, and Taklamakan. These dunes produce deep hums or musical notes when sand avalanches slide down their slopes. The sound happens as grains of sand rub together, creating vibrations amplified by the dune’s structure, much like a violin or cello. The sand must be dry, with grains that are uniform in size and spherical, allowing for optimal vibration transfer. Acting like a natural instrument, the dune resonates and amplifies the sound, which can be heard up to 10 km away. This unique phenomenon can last for minutes, depending on the dune. Not all dunes sing, as specific conditions—like dry sand and the right grain size—are required for the sound. 🎶🏜️🎵 [Read and hear more] [Read and see more] @googlefactss #SingingDunes#DesertSounds#NatureScience#GeologicalWonders#MusicalDunes#Dune