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Source channel @githubtrending · Post #15295 · Nov 11

#python#ai#faiss#gpt_oss#langchain#llama_index#llm#localstorage#offline_first#ollama#privacy#python#rag#retrieval_augmented_generation#vector_database#vector_search#vectors LEANN is a tiny, powerful vector database that lets you turn your laptop into a personal AI assistant capable of searching millions of documents using 97% less storage than traditional systems without losing accuracy. It works by storing a compact graph and computing embeddings only when needed, saving huge space and keeping your data private on your device. You can search your files, emails, browser history, chat logs, live data from platforms like Slack and Twitter, and even codebases—all locally without cloud costs. This means fast, private, and efficient AI-powered search and retrieval on your own laptop. https://github.com/yichuan-w/LEANN

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@immunefi · Post #452 · 06/07/2022, 02:50 PM

How well do you know the major vulnerabilities and attack vectors of Blockchain and Web3? A few areas of risks to look out for when working on a blockchain project: - Attacks on the Consensus Mechanism - Blockchain structure vulnerabilities - Application-oriented attacks - Attacks on P2P systems To decrease the risk of a potential hack and protect your user funds, projects are highly recommended to use Immunefi's bug bounty platform. 🔍🔍🔍 #Immunefi is Web3's leading bug bounty platform, protecting over $100 billion in user funds. Follow us for more content on #BugBounty, #BugBountyTips, #Web3, #Crypto, #Blockchain, #Cybersecurity, #DeFi, #Hackers, #WhiteHats and more.