The model is not merely sampling more images or videos; it is debugging a visual program in a closed-loop, renderable environment.
大多数人认为AI生成内容的改进主要依靠增加计算量和样本数量，但作者认为真正的进步在于AI能够像程序员一样调试视觉程序。这一观点将AI从内容生成者转变为问题解决者，暗示未来AI的发展方向是编程能力而非单纯的生成能力。
10 Matching Annotations
- Jun 2026
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The most interesting visual AI tools today have stopped trying to generate the final output. Instead, they're generating the source code behind it.
大多数人认为视觉AI的进步主要体现在生成更逼真的图像和视频上，但作者认为真正的突破在于AI从生成像素转向生成代码。这一观点挑战了当前视觉AI领域的主流发展方向，暗示未来价值不在于最终视觉效果，而在于可编辑、可迭代的代码结构。
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- May 2026
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claude.ai claude.ai
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- Apr 2026
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www.anthropic.com www.anthropic.com
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For the computer-use work that sits at the heart of XBOW's autonomous penetration testing, the new Claude Opus 4.7 is a step change: 98.5% on our visual-acuity benchmark versus 54.5% for Opus 4.6.
在视觉敏锐度测试中从54.5%跃升至98.5%是一个惊人的进步，这展示了AI在网络安全领域的突破性进展，'our single biggest Opus pain point effectively disappeared'表明这一进步解决了实际应用中的关键瓶颈。
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deepmind.google deepmind.google
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Gemini Robotics-ER 1.6 achieves its highly accurate instrument readings by using agentic vision, which combines visual reasoning with code execution. The model takes intermediate steps: first zooming into an image to get a better read of small details in a gauge, then using pointing and code execution to estimate proportions and intervals and get an accurate reading.
这一描述揭示了AI如何通过多步骤推理解决复杂问题，展示了模型在处理精细视觉任务时的创新方法。将视觉推理与代码执行相结合的能力代表了AI系统向更接近人类认知方式的方向发展，这种混合方法可能成为未来AI解决复杂物理任务的标准范式。
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blog.google blog.google
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You can share your window and ask, 'What are the three biggest takeaways here?' to get an instant summary.
这种屏幕共享与AI分析结合的功能展示了AI如何理解视觉内容并提取关键信息的能力。这不仅是技术创新，更是工作流程的革命，预示着AI将从文本理解扩展到视觉内容分析，可能改变我们处理信息和数据的方式。
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- Feb 2026
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stitch.withgoogle.com stitch.withgoogle.com
- Mar 2025
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for - Indyweb dev - open source AI - text to graph - from - search - image - google - AI that converts text into a visual graph - https://hyp.is/KgvS6PmIEe-MjXf4MH6SEw/www.google.com/search?sca_esv=341cca66a365eff2&sxsrf=AHTn8zoosJtp__9BMEtm0tjBeXg5RsHEYA:1741154769127&q=AI+that+converts+text+into+visual+graph&udm=2&fbs=ABzOT_CWdhQLP1FcmU5B0fn3xuWpA-dk4wpBWOGsoR7DG5zJBjLjqIC1CYKD9D-DQAQS3Z598VAVBnbpHrmLO7c8q4i2ZQ3WKhKg1rxAlIRezVxw9ZI3fNkoov5wiKn-GvUteZdk9svexd1aCPnH__Uc8IUgdpyeAhJShdjgtFBxiTTC_0C5wxBAriPcxIadyznLaqGpGzbn_4WepT8N6bRG3HQLK-jPDg&sa=X&ved=2ahUKEwju5oz8ovKLAxW6WkEAHaSVN98QtKgLegQIEhAB&biw=1920&bih=911&dpr=1 - to - example - open source AI - convert text to graph - https://hyp.is/UpySXvmKEe-l2j8bl-F6jg/rahulnyk.github.io/knowledge_graph/
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https://rahulnyk.github.io/knowledge_graph/
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www.google.com www.google.com
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for - search - Google - image - AI that converts text into any visual graph - https://www.google.com/search?sca_esv=341cca66a365eff2&sxsrf=AHTn8zoosJtp__9BMEtm0tjBeXg5RsHEYA:1741154769127&q=AI+that+converts+text+into+visual+graph&udm=2&fbs=ABzOT_CWdhQLP1FcmU5B0fn3xuWpA-dk4wpBWOGsoR7DG5zJBjLjqIC1CYKD9D-DQAQS3Z598VAVBnbpHrmLO7c8q4i2ZQ3WKhKg1rxAlIRezVxw9ZI3fNkoov5wiKn-GvUteZdk9svexd1aCPnH__Uc8IUgdpyeAhJShdjgtFBxiTTC_0C5wxBAriPcxIadyznLaqGpGzbn_4WepT8N6bRG3HQLK-jPDg&sa=X&ved=2ahUKEwju5oz8ovKLAxW6WkEAHaSVN98QtKgLegQIEhAB&biw=1920&bih=911&dpr=1
search - google - image - AI that converts text into visual graph - interesting results returned - to - article - Medium - How to convert any text into a graph of concepts -
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