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01 ·Paper Deep-Dives·★ MEMBER·PAPER·11 min read Paper Walkthrough — RoboTok: Mining the Web for Demonstrations That Move Like Yours A ground-up walkthrough of RoboTok (arXiv:2609.03199), a data engine that pulls manipulation-relevant human demonstrations out of web video. Covers how DTW defines 'similar motion', how that ranking is distilled into an embedding for inner-product search, and what the results do and don't show.