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Munch Studio is an AI-powered video repurposing and social media marketing platform designed to turn long-form content (such as webinars, podcasts, and YouTube videos) into short, engaging clips for TikTok, Instagram Reels, YouTube Shorts, and other platforms. It uses advanced AI to analyze video transcripts, identify the most compelling moments, extract key highlights, and automatically…

ElevenLabs builds the voice layer of AI, the models that turn text into speech that sounds human. Most people encounter it when they’re talking with customer service — often without realizing it. Klarna runs first-line phone support for 35 million U.S. customers on it, for example. So do Deutsche Telekom, Cisco, Adobe, and a growing…

Uniform Manifold Approximation and Projection (UMAP) is a dimensionality reduction technique widely used for visualization and feature extraction. Applications range across exploratory data analysis, topic modeling, and single-cell analysis. Many of these workflows are iterative and exploratory, requiring UMAP to be run repeatedly as users analyze their data or tune parameters. As datasets grow, the…