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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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🐎 Mustang Debbie Channel🐎

@mustangdebb · Post #47916 · 05/10/2026, 07:00 PM

https://x.com/mrmbb333/status/2053544993852379307?s=52 THIS WAS THE MOMENT THE SUN ERUPTED New footage captured the exact moment Active Region 4436 unleashed a powerful M5.7 solar flare and blasted a huge CME into space. The eruption came from the same unstable region now rotating across the Earth-facing side of the Sun and scientists are watching closely to see whether part of the plasma cloud is Earth-directed. This clip shows just how violent and fast the eruption actually was. More activity from this region remains possible. #MrMBB333#SolarFlare#SolarStorm#CME#SpaceWeather