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Source channel @githubtrending · Post #15168 · Sep 25

#python#ai#context#embedded#faiss#knowledge_base#knowledge_graph#llm#machine_learning#memory#nlp#offline_first#opencv#python#rag#retrieval_augmented_generation#semantic_search#vector_database#video_processing Memvid lets you store millions of text pieces inside a single MP4 video file using QR codes, making your data 50-100 times smaller than usual databases. You can search this video instantly in under 100 milliseconds without needing servers or internet after setup. It works offline, is easy to use with simple Python code, and supports PDFs and chat with your data. The upcoming version 2 will add features like continuous memory updates, shareable capsules, fast local caching, and better video compression, making your AI memory smarter, faster, and more flexible. This means you get a powerful, portable, and efficient way to manage and search huge knowledge bases quickly and easily. https://github.com/Olow304/memvid

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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

Google Facts™ [ ️@googlefactss🌎]

@googlefactss · Post #40930 · 04/14/2026, 10:01 PM

The Titicaca water frog (Telmatobius culeus) can absorb oxygen through its skin, an adaptation that helps it survive in the high-altitude waters of Lake Titicaca, where oxygen levels are low. This unique ability allows it to thrive in an environment where most other species struggle. The frog's skin is highly vascularized, increasing its efficiency at absorbing oxygen directly from the water. 💧🐸⛰️ [Read more] (Frog memes allowed here) @googlefactss #FrogFacts#TiticacaFrog#TelmatobiusCuleus#NatureScience#UniqueAdaptations#Amphibians#ItsWednesdayMyDudes If you have ideas or feedback contact us: @Googlefactss_Feedback_bot