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Source channel @githubtrending · Post #15365 · Dec 24

#jupyter_notebook DINOv3 offers powerful self-supervised vision models from Meta AI, like ViT up to 7B parameters and ConvNeXt, pretrained on 1.7B web or satellite images. Load them easily via PyTorch Hub, Hugging Face Transformers (v4.56+), or timm (v1.0.20+), with code examples for features, depth, detection, and segmentation. You benefit by using these top-performing, dense features without fine-tuning or labels—saving time and compute for tasks like classification, object detection, and zero-shot analysis on your images. https://github.com/facebookresearch/dinov3

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Crypto M - Crypto News

@CryptoM · Post #65093 · 04/11/2026, 12:26 AM

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🚀 Polymarket to Upgrade Protocol and Launch pUSD Token on Polygon Polymarket has announced plans to enhance its protocol and introduce pUSD, an ERC-20 collateral token on the Polygon network, fully backed by USDC. According to NS3.AI, the upgrade aims to lower gas costs and minimize failed trades. The platform intends to open-source the smart contracts next week and will initiate a bug bounty program to ensure security and reliability. #Polymarket#Upgrade#Protocol#pUSD#ERC20#CollateralToken#Polygon#USDC#GasCosts#FailedTrades#OpenSource#SmartContracts#BugBounty#Security#Reliability

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#polymarket #upgrade #protocol #pusd #erc20 #collateraltoken #polygon #usdc #gascosts #failedtrades #opensource #smartcontracts #bugbounty #security #reliability