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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 News & Web3 Events | TON Ecosystem

@tonevents_en · Post #1442 · 04/21/2025, 01:04 PM

USDE by 👍XBANKING — A Next-Generation Decentralized Stablecoin XBANKING has launched USDE, a new stablecoin built specifically for DeFi, trading, and everyday payments. USDE blends stability, decentralization, and yield — offering 8% APR just for holding. Built on the 🤑 Solana blockchain. 💰USDE minting is now live ➡️app.xbanking.org 👍 1 USDE = 1 USD — always. It’s backed 1:1 by liquid assets — USDT and USDC, with real-time reserves exceeding 101%. 🔎Why hold USDE? ✔️ Earn 8% APR simply by holding — the yield is built into the token. ✔️ No need to chase DeFi protocols or calculate risks — USDE starts earning immediately. ✔️ Use it like any other stablecoin: trade, add to liquidity pools, lend, or borrow. ✔️ 100%+ backed by USDT and USDC — no liquidation risks like with collateralized stablecoins. ✔️ Runs on Solana — fast, cheap, and user-friendly. 😀How does it work? • Users deposit USDT or USDC into the XBANKING smart contract • In return, they receive USDE at a 1:1 ratio • The deposited stablecoins are allocated to DeFi strategies (liquidity pools, farming, etc.) • The yield is distributed among all USDE holders 💼What you can do with USDE ✔️ Hold to earn 8% APR ✔️ Swap to USDT or USDC with zero fees ✔️ Trade on DEXs (available on Raydium) ✔️ Provide liquidity ✔️ Lend and borrow 🛡 What makes USDE stand out? • Backed only by $USDT and $USDC • Reserves exceed 100% • 8% APR just for holding • Minting and burning are controlled via smart contracts • No liquidation mechanisms — unlike collateralized stablecoins • Includes a token freeze function as an additional safeguard against phishing or exploits 📌Where to use USDE — Mint: app.xbanking.org — Smart contract: 8dt9fQhoRKuWCSAsYweG2UMF3rbcG9xzNCTWXXSmdmEi — View on Solscan — DEX: Raydium USDE by XBANKING — a hybrid stablecoin designed for active DeFi use and long-term yield. #USDE#Xbanking#Stablecoin#DeFi#Solana#Raydium#CryptoUX