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.
Kennedy says she never set out to be a founder; the Good Inside business grew organically out of the positive response she received on Instagram from parents, and her sense that they needed her help. “Parenting is the hardest job in the world,” she says. “It’s the one we care the most about, and it’s the one we’re given the least education and support for.” Today’s parents are seeking to improve their skills at home the same way they might hone their management skills at work, she says: “Parenting,” she explains, “is the ultimate form of leadership.”
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Detecting the presence of speech is not the same as knowing when a user has finished their thought. A slow speaker might pause for several seconds mid-sentence. A pure VAD would eagerly decide the turn had ended and start talking too early.，更多细节参见体育直播