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Source channel @githubtrending · Post #15062 · Aug 15

#python#mllm#point_clouds#scene_understanding#spatial_intelligence SpatialLM is a powerful 3D language model that turns complex 3D point cloud data from videos, RGBD images, or LiDAR into clear, structured 3D scene layouts showing walls, doors, windows, and objects with labels. It works without needing special equipment and can detect user-specified object categories. This helps you understand and analyze indoor spaces better, useful for robotics, navigation, and 3D design. You can run it on your data, visualize results, and even customize detection tasks easily, making 3D scene understanding more accessible and flexible for many applications. https://github.com/manycore-research/SpatialLM

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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