In 23 months, the same capability that needed 1.8 trillion parameters now fits in 4 billion parameters. A 450x compression.
大多数人认为AI模型性能提升主要依靠参数数量增加，但作者认为通过算法优化和人才聚集，AI模型可以实现450倍的参数压缩，这挑战了'更大参数等于更好性能'的行业共识。
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- Last 7 days
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www.tomtunguz.com www.tomtunguz.com
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Gemma 4 outcompetes models 20x its size
大多数人认为AI模型的性能与参数规模直接相关，更大的模型必然更强大。但作者指出Gemma 4能够超越比它大20倍的模型，这挑战了'越大越好'的主流认知，暗示效率优化可能比纯规模更重要。
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- Jan 2023
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hypothes.is hypothes.is假设1
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个人学习可能取决于他人行为的主张突出了将学习环境视为一个涉及多个互动参与者的系统的重要性
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- Dec 2020
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hacks.mozilla.org hacks.mozilla.org
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Better contribution workflow: We will be using GitHub’s contribution tools and features, essentially moving MDN from a Wiki model to a pull request (PR) model. This is so much better for contribution, allowing for intelligent linting, mass edits, and inclusion of MDN docs in whatever workflows you want to add it to (you can edit MDN source files directly in your favorite code editor).
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- Nov 2018
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www.the-hospitalist.org www.the-hospitalist.org
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“My feeling at the time was this was a good idea,” Dr. Wachter says. “The trend toward our system being pushed to deliver better, more efficient care was going to be enduring, and the old model of the primary-care doc being your hospital doc … couldn’t possibly achieve the goal of producing the highest value.”
How can care be made further efficient? E.g., integration, cost-sharing, payment-sharing, parent partners, nurse partners
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