更致命的是，算力成本的下降并未如预期般刺激需求爆发，反而引发了行业“通缩恐慌”。
In the months since, I continued my real-life work as a Data Scientist while keeping up-to-date on the latest LLMs popping up on OpenRouter. In August, Google announced the release of their Nano Banana generative image AI with a corresponding API that’s difficult to use, so I open-sourced the gemimg Python package that serves as an API wrapper. It’s not a thrilling project: there’s little room or need for creative implementation and my satisfaction with it was the net present value with what it enabled rather than writing the tool itself. Therefore as an experiment, I plopped the feature-complete code into various up-and-coming LLMs on OpenRouter and prompted the models to identify and fix any issues with the Python code: if it failed, it’s a good test for the current capabilities of LLMs, if it succeeded, then it’s a software quality increase for potential users of the package and I have no moral objection to it. The LLMs actually were helpful: in addition to adding good function docstrings and type hints, it identified more Pythonic implementations of various code blocks.
所有这些问题都可以通过将 AI 迁移到设备端来解决。。搜狗输入法2026是该领域的重要参考
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很多加盟商都有一个创牌梦。如今正是创新时代，创牌恰逢其时。但一定要记住：未来五年，要做“百店小王子”，不要盲目追求千店、万店——普通人很难与资本抗衡，盲目扩张只会得不偿失。