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Zyphra Releases Zamba2-VL: Hybrid Mamba2–Transformer Vision-Language Models Cut Time-To-First-Token By About An Order Of Magnitude

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Zyphra Releases Zamba2-VL: Hybrid Mamba2–Transformer Vision-Language Models Cut Time-To-First-Token By About An Order Of Magnitude

Zyphra has released Zamba2-VL, a family of open source visual language models. The release includes three sizes: 1.2B, 2.7B, and 7B parameters. Each model is built on a Zamba2 hybrid SSM-Transformer backbone. Visual language models (VLMs) learn images and text together. They answer questions about charts, texts, and pictures. Most open source VLMs use a … Read more

How to create AI videos using Gemini

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How to create AI videos using Gemini

Gemini models have always kept up with the advancements in AI. From text-based chatbots in 2023, Gemini has evolved into a multimodal system capable of understanding and generating text, audio, images… and videos now. AI video production is no longer a standalone tool. With Gemini Omnivideo creation is becoming more common. Gemini Omni this is … Read more

Implementation of MONAI Coding for End-to-End 3D Spleen Segmentation Using UNet on Medical CT Volumes

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Implementation of MONAI Coding for End-to-End 3D Spleen Segmentation Using UNet on Medical CT Volumes

In this tutorial, we build an end-to-end 3D medical image segmentation pipeline using MONAI segmenting the spleen in the Medical Segmentation Decathlon Task09 dataset. We work with volumetric CT scans, apply medical image transformations such as orientation alignment, voxel-spacing normalization, intensity windowing, foreground cropping, and patch-based sampling, and train a 3D NNet model for binary … Read more

5 Zodiac Signs That Are Frustrated Right Now (+ Tarot Advice for Seeing a New Perspective)

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5 Zodiac Signs That Are Frustrated Right Now (+ Tarot Advice for Seeing a New Perspective)

By Jamie Toth Updated 40 minutes ago, June 12, 2026 The tarot has pointed it out Taurus, Gemini, Scorpio, Capricorn, Aquarius like astrological signs who feel overwhelmed and unable to see the whole situation in order to make an informed decision about what to do. Our tarot reader has done a tarot reading on these … Read more

Confusion Takes Deep Research into Computing, Sub-Navigation Functions in 20+ Previous Models of Reports, Decks, and Dashboards

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Confusion Takes Deep Research into Computing, Sub-Navigation Functions in 20+ Previous Models of Reports, Decks, and Dashboards

Confusion led Deep Research to Computer, its multi-model orchestration program. Improvements improve accuracy, depth of analysis, and quality of citations. Deep Research now breaks down complex questions into smaller tasks and guides them across 20+ parameter models. It returns actionable reports, decks, and dashboards, all within the desktop. Advanced Research in Computing Deep Research is … Read more