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#Open-source ecosystem

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Sep 30

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  1. NVIDIA Kumo Tabular Sets a New Accuracy-Efficiency Frontier for Tabular Prediction

    NVIDIA released Kumo Tabular, an open-source tabular foundation model that predicts labels for new rows in a single forward pass given labelled rows, without training, tuning or feature engineering. It supports classification and regression, offers three sizes from 28M to 215M, and was pretrained solely on artificially generated tables.

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  1. Speaker-labeled transcription with WhisperX on SageMaker AI

    The AWS WhisperX Deep Learning Container packages Whisper, wav2vec2 forced alignment, and speaker diarization into a GPU-ready image. Learn how to deploy it to Amazon SageMaker AI real-time and asynchronous endpoints for word-level, speaker-labeled transcription, plus the production details that matter: the GPU AMI pin, scaling, and cost controls.

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  1. Rebuilding AUTOMATIC1111 with Gradio Workflow

    The Hugging Face team rebuilt most AUTOMATIC1111 functionality as the Workflow1111 canvas using Gradio Workflow. Its 11 media pipelines and 73 nodes cover text-to-image, high-resolution fixes, image-to-image, prompt matrices, VLM reverse prompting, detection-generated inpainting masks, ControlNet-style annotators, background removal, PNG Info and image-to-video.

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  1. Mistral x HUMAIN

    Mistral and HUMAIN announced a strategic partnership covering infrastructure, advanced models and deployment, initially focusing on cybersecurity and voice, with frontier models strong in Arabic planned. Worth hundreds of millions of euros, it includes exploring HUMAIN data centres and joint market strategies for regulated Saudi industries.