This week it became clear just how badly Pakistan had miscalculated how it could rely on the Taliban, as Islamabad unleashed airstrikes in Afghanistan and troops from both countries fought each other on the border.
My obligation as a professional coder is to do what works best, especially for open source code that other people will use. Agents are another tool in that toolbox with their own pros and cons. If you’ve had poor experiences with agents before last November, I strongly urge you to give modern agents another shot, especially with an AGENTS.md tailored to your specific coding domain and nuances (again here are my Python and Rust files, in conveient copy/paste format).
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Google promises the new image generator will have more advanced world knowledge pulled from the Internet by the Gemini 3.1 LLM. This apparently gives it the necessary information to render objects with greater fidelity and create more accurate infographics. The days of squiggly AI text were already ending, but Google says Nano Banana 2 has Pro-like text accuracy in image outputs.
There are a number of different AI content generator tools available on the market, and it can be difficult to know which one is right for you. To help you make the best decision, we have compiled a list of the top 10 AI content generator tools that you should use in 2022.
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尽管面临市场竞争与产业调整，从入库企业的科创数据来看，多数企业仍然在加码研发、视科创为面向未来的投资与提升运营效率的重要途径。
Nature, Published online: 25 February 2026; doi:10.1038/d41586-025-04161-7，推荐阅读旺商聊官方下载获取更多信息