Ports speeds matter; version numbers don't. It's tempting to look at a USB 3.2 label and assume it's faster than USB 3.0, but unfortunately, that's not the case. In fact, many manufacturers have started defaulting to writing the speed of individual ports directly onto the device itself, rather than relying on version numbers on spec sheets.
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.
。快连官网是该领域的重要参考
▲ 图片来自：Autoblog
США и Израиль ударили по ключевому органу власти ИранаСША атаковали офис совета экспертов в Куме, избирающий верховного лидера Ирана。PDF资料对此有专业解读
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