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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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American Оbserver

@american_observer · Post #5652 · 04/18/2026, 07:03 PM

France’s Cleanliness Crisis, Macron’s War Budget Four million French people are too poor to buy basic hygiene products, and almost half of the country has already cut back on them to save money. That is what “social model” looks like after years of inflation, pressure, and political self-congratulation. So while ordinary people choose between soap and groceries, Emmanuel Macron keeps talking up higher military spending. Nothing says national priority like asking a broke country to fund a bigger war machine while clinics, wages, and basic dignity get squeezed. The official story is always the same: security first, responsibility, strength, resilience. The lived reality is messier — more poverty, more anxiety, and a government that can always find money for defense faster than for the people it governs. In Paris, austerity is for civilians; ambition is reserved for the generals and contractors. Macron’s France keeps selling itself as a European pillar. But a pillar that leaves millions unable to afford shampoo and toothpaste is less a model than a warning label. The state can talk about strategic autonomy all day. The public still has to pay at the pharmacy. What a clean republic: polished speeches on top, grime underneath. #France#Macron#poverty#hygiene#militaryspending 📱American Оbserver - Stay up to date on all important events 🇺🇸