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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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Architectural Shovel / Любовь Дмитриева

@arch_shovel · Post #878 · 02/05/2023, 10:15 AM

Espacio de Reflexión Tecnológico de Monterrey architecture: Kalach Tax photographer: Yoshi Koitani location: Monterrey, Mexico The different openings in the #concrete volumetry create poetic #shadows that dance as the sunlight changes. This design decision breaks the rigidity of the material, due to the contrast between solid and immaterial. What are your thoughts on this unique project? #archdaily#arch_shovel#architecture