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Source channel @githubtrending · Post #15168 · Sep 25

#python#ai#context#embedded#faiss#knowledge_base#knowledge_graph#llm#machine_learning#memory#nlp#offline_first#opencv#python#rag#retrieval_augmented_generation#semantic_search#vector_database#video_processing Memvid lets you store millions of text pieces inside a single MP4 video file using QR codes, making your data 50-100 times smaller than usual databases. You can search this video instantly in under 100 milliseconds without needing servers or internet after setup. It works offline, is easy to use with simple Python code, and supports PDFs and chat with your data. The upcoming version 2 will add features like continuous memory updates, shareable capsules, fast local caching, and better video compression, making your AI memory smarter, faster, and more flexible. This means you get a powerful, portable, and efficient way to manage and search huge knowledge bases quickly and easily. https://github.com/Olow304/memvid

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Crypto M - Crypto News

@CryptoM · Post #64842 · 04/10/2026, 03:34 AM

🚀 Solana's Neutral Trade Responds to Drift Attack Impact Neutral Trade, a quantitative strategy sharing platform within the Solana ecosystem, announced that it is assessing the impact of the Drift attack on its platform and users. According to Foresight News, the team is awaiting further investigation results from Drift. The update includes the suspension and removal of all 'Drift Architecture' vaults from the homepage, although users can still view related positions on the portfolio page. Currently, the homepage only displays the 'Neutral Strategy' proprietary strategy vaults, which are operating normally and have not suffered any losses. The 'Neutral Strategy' vaults have undergone independent audits by Halborn, Offside Labs, and Quantstamp, and are integrated with FORDEFI's enterprise-grade security solutions. Although the NT Earn vaults had Drift position configurations, Neutral's risk engine detected anomalies during the attack and preemptively withdrew funds to Jupiter Lend and Kamino, preventing any losses. Neutral Trade is committed to advancing security upgrades and is considering joining the STRIDE ecosystem security program supported by the Solana Foundation. Previously, Neutral Trade reported a loss of approximately $3.67 million due to the Drift attack. #Solana#NeutralTrade#DriftAttack#CryptoSecurity#DeFi#Blockchain#STRIDE#JupiterLend#Kamino#QuantitativeStrategy#SOL#JUP