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PS5 Price Hikes and Disc Exit: DRAM Spikes 171% [2026]

Sony has raised the price of every PS5 model twice in less than a year, confirmed it will stop manufacturing physical game discs starting January 2028, and told investors it cannot commit to a launch date for the PlayStation 6. All three moves trace back to the same root cause: a global memory chip shortage…

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IDEA Prune: An Integrated Enlarge-and-Prune Pipeline in Generative Language Model Pretraining

Recent advancements in large language models have intensified the need for efficient and deployable models within limited inference budgets. Structured pruning pipelines have shown promise in token efficiency compared to training target-size models from scratch. In this paper, we advocate incorporating enlarged model pretraining, which is often ignored in previous works, into pruning. We study…

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Beyond Visual CoT: Internalized Visual Thinking for Proactive Video Reasoning

Multimodal large language models increasingly use visual chain-of-thought (Visual CoT) to reason about spatial, temporal, and embodied environments. By generating intermediate reasoning images, Visual CoT provides an intuitive mechanism for visual foresight but introduces substantial inference overhead, which is particularly problematic for proactive video reasoning. We ask whether models can learn to think visually during…

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