Why reinforcement learning plateaus without representation depth (and other key takeaways from NeurIPS 2025)

Every year, NeurIPS produces hundreds of impressive papers, and a handful that subtly reset how practitioners think about scaling, evaluation and system design. In 2025, the most consequential works weren’t about a single breakthrough model. Instead, they challenged fundamental assumptions that academicians and corporations have quietly relied on: Bigger models mean better reasoning…

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Icedrive review: Slickly implemented online storage with sync and backup

At a glanceExpert’s Rating Pros Free 10GB plan Affordable monthly and yearly plans Attractive, easy cross-platform client software Virtual drive allows access directly from Windows Explorer Versioning for both sync and backup Cons No online editing Limited preview compatibility File retention settings are global, not per job Our Verdict Icedrive is one of the slickest

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