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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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🌀💦 South African Invention That Changed Pool Life Did you know the automatic pool cleaner was invented in 🇿🇦 South Africa? 👨‍🔧 In 1974, hydraulics engineer Ferdinand Chauvier (pictured), who had moved from the Belgian Congo to South Africa, came up with a way to take the hassle out of pool cleaning. The result? The legendary Kreepy Krauly — one of the very first automatic pool cleaners, designed and built in Springs, South Africa. 🌍✨ His invention made pools around the world easier to maintain — and became a proudly South African contribution to everyday comfort. 🏊‍♂️ From Johannesburg to Los Angeles, millions of pools have been cleaned thanks to Chauvier’s idea. #Inventions#SouthAfrica#Innovation#KreepyKrauly#History#MadeInSA

🇿🇦Did you know? Pratley Putty, invented by South African engineer George Montague Pratley, is one of the strongest adhesives ever made — and the only South African product to go to the Moon! 🌕 🚀 Used on the Apollo 11 mission, it proved its strength in space and remains a go-to fix for tough jobs worldwide. 💪 📷 Photos #Innovation#SouthAfrica#PratleyPutty#GeorgePratley#Apollo11#SpaceTech#MadeInSA#Engineering