AI (Artificial Intelligence)

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DeepSeek AI Releases DeepSeek-OCR 2 with Causal Visual Flow Encoder for Layout Aware Document Understanding

DeepSeek AI released DeepSeek-OCR 2, an open source document OCR and understanding system that restructures its vision encoder to read pages in a causal order that is closer to how humans scan complex documents. The key component is DeepEncoder V2, a language model style transformer that converts a 2D page into a 1D sequence of

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SpaceX reportedly mulling Tesla merger or tie-up with Elon Musk’s xAI firm

Rocket company examining feasibility of both options before potential $1.5tn stock market flotation, report saysBusiness live – latest updatesSpaceX is reportedly considering a potential merger with the electric carmaker Tesla, or a tie-up with artificial intelligence firm xAI, as Elon Musk looks at options to consolidate his global empire.The rocket company is examining the feasibility

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A Coding Deep Dive into Differentiable Computer Vision with Kornia Using Geometry Optimization, LoFTR Matching, and GPU Augmentations

We implement an advanced, end-to-end Kornia tutorial and demonstrate how modern, differentiable computer vision can be built entirely in PyTorch. We start by constructing GPU-accelerated, synchronized augmentation pipelines for images, masks, and keypoints, then move into differentiable geometry by optimizing a homography directly through gradient descent. We also show how learned feature matching with LoFTR

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