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.
Collect post-purchase feedback, reviews, and customer insight
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有分析預測，德國未來應該會將兩國關係定位為「戰略夥伴」與「系統性競爭者」並存的雙重框架：一方面反對保護主義、支持自由貿易，另一方面強化對中國威權擴張的警惕。路透報導指出，從默茨強調「尋找理念相近的夥伴」，顯示德國正從過去與中國無條件接觸轉向有條件、有限度的合作，訪問中國難以帶來「黃金時代」回歸，而是務實的「有限合作」。
There are many tools and companies out there that offer AI tools, but this is a small list of resources that we have found to be helpful. If you have any other suggestions, feel free to share them in the comments below this article. As marketing evolves at such a rapid pace, new marketing strategies will be invented that we haven't even dreamed of yet. But for now, this list should give you a good starting point on your way to implementing AI into your marketing mix.，更多细节参见爱思助手下载最新版本
将 AI 硬件这个新品类，牢牢绑住 iPhone 这个生态完善、用户成熟的大船。
developed machine-readable format called "MICR" for magnetic ink character。业内人士推荐一键获取谷歌浏览器下载作为进阶阅读