把强模型的输出喂给弱模型，弱模型能快速获得类似能力——这个逻辑本身成立，Lambert 没有否认。但他指出了一个没人说清楚的问题：蒸馏的天花板到底在哪里，取决于你想要的是什么类型的能力。
Around this time, my coworkers were pushing GitHub Copilot within Visual Studio Code as a coding aid, particularly around then-new Claude Sonnet 4.5. For my data science work, Sonnet 4.5 in Copilot was not helpful and tended to create overly verbose Jupyter Notebooks so I was not impressed. However, in November, Google then released Nano Banana Pro which necessitated an immediate update to gemimg for compatibility with the model. After experimenting with Nano Banana Pro, I discovered that the model can create images with arbitrary grids (e.g. 2x2, 3x2) as an extremely practical workflow, so I quickly wrote a spec to implement support and also slice each subimage out of it to save individually. I knew this workflow is relatively simple-but-tedious to implement using Pillow shenanigans, so I felt safe enough to ask Copilot to Create a grid.py file that implements the Grid class as described in issue #15, and it did just that although with some errors in areas not mentioned in the spec (e.g. mixing row/column order) but they were easily fixed with more specific prompting. Even accounting for handling errors, that’s enough of a material productivity gain to be more optimistic of agent capabilities, but not nearly enough to become an AI hypester.
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今年的最大惊喜来自最佳男主角奖，33 岁的 Robert Aramayo 凭借《7 天》击败 Timothée Chalamet、Leonardo DiCaprio、Michael B. Jordan 等多位竞争者。他在台上表示难以置信，并称同组提名者都让他深受启发。
Раскрыты подробности о договорных матчах в российском футболе18:01，更多细节参见heLLoword翻译官方下载
Content Scramble System (CSS) — Wikipedia
Жители Санкт-Петербурга устроили «крысогон»17:52，详情可参考Line官方版本下载