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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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Crypto M - Crypto News

@CryptoM · Post #65085 · 04/10/2026, 10:56 PM

🚀 Offchain Labs Co-Founder Ed Felten on the Future of Layer 2s Amid Ethereum's Mainnet Scaling Offchain Labs co-founder Ed Felten expressed confidence in the continued relevance of layer 2 solutions like Arbitrum, even as Ethereum focuses on scaling its mainnet. According to NS3.AI, Felten highlighted that layer 2s can maintain their competitiveness by providing faster response times, reduced block times, and increased throughput. #OffchainLabs#EdFelten#Layer2#Ethereum#Arbitrum#Scaling#Blockchain#NS3AI#Throughput#ETH#ARB