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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 News & Web3 Events | TON Ecosystem

@tonevents_en · Post #1390 · 04/07/2025, 04:10 PM

⚠️ The project was suspended. Funds may be at risk. 🌟Starverse — Telegram Stars Farming and Everyday Giveaways Earning stars has never been so exciting! #Starverse is a game where your tickets turn into real money. A project from the TgLab team, creators of the popular TON Dating mini app. ⏳Farming Every hour you can turn on farming and take a part of the total income of the players. Half of all revenue goes to farmers — the more tickets you have, the bigger the drop. Farm, reinvest and invite friends — you'll get 15% of their purchases. 💰Golden Ticket Every day at 9:00 UTC a winner is randomly selected and receives 15% of all purchases made during the day. How to participate: - farm at least 3 hours a day - buy at least one ticket on the day of the drawing 💰Easy Withdraw Got Stars? You can immediately transfer them to your Telegram account or convert to $USDT without delays. ⭐️Start farming now! #stars#farming#draw#web3