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Alibaba Tongyi MAI-UI team open-sources the complete general computer-use agent tech stack OpenGCUA, including harness, cross-device SDK, native macOS app, evaluation trajectories, and reference agent implementation. Its core design is that code execution and decision-making shift from the harness to the model; the model takes screenshots on demand, writes Python programs with loops and conditional judgments to orchestrate GUI operations, API calls, and shell commands, and maintains its own todo list. In evaluations of 8 frontier models on OSWorld-v2, the average partial score rose from 45.3 to 64.9, and the average number of steps per task decreased by 53%; in real-machine macOS tests, under the same harness, Qwen3.8-Max's inference token consumption was 19.4 times that of GPT-6 Astra, completing 3 of 4 tasks.
Alibaba Tongyi MAI-UI team open-sources the complete general computer-use agent tech stack OpenGCUA, including harness, cross-device SDK, native macOS app, evaluation trajectories, and reference agent implementation. Its core design is that code execution and decision-making shift from the harness to the model; the model takes screenshots on demand, writes Python programs with loops and conditional judgments to orchestrate GUI operations, API calls, and shell commands, and maintains its own todo
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Arena says DeepSeek-V4.1-Flash-20261017 (Max) has become the top-ranked open-source model on the Code Arena WebDev leaderboard, surpassing Kimi K3 (Max) at 10 times lower cost. The model ranks 12th overall with 1,670 points, above Claude Opus 5 (High) and about 10 points behind GPT-6 Sol (Max); it is priced at $0.3/$1.2 per million input/output tokens, a 52-point improvement over the previous version DeepSeek-V4.1-Flash-20260910.
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The Ministry of Commerce and the Ministry of Science and Technology issued Joint Announcement No. 48, proposing to add a total of 40 technologies in three major fields—artificial intelligence, biomedicine, and photovoltaics—to the Catalog of Technologies Prohibited or Restricted from Export in China. Among them, the 23 AI items cover large models, agents, computing power clusters, and information processing-related technologies, and interim registration management will be implemented immediately before the catalog takes effect. The author's analysis holds that technologies already in the public domain through open source or published papers may be exempted, but parts where only weights are open-sourced while know-how such as training methods and data engineering remains undisclosed are still within the scope of management; agent services such as Manus and Lovart are in principle unaffected, but three structures may trigger registration: deploying the technology stack to overseas servers, exporting Agent technology to overseas entities, or changing control to an overseas entity.
The Ministry of Commerce and the Ministry of Science and Technology issued Joint Announcement No. 48, proposing to add a total of 40 technologies in three major fields—artificial intelligence, biomedicine, and photovoltaics—to the Catalog of Technologies Prohibited or Restricted from Export in China. Among them, the 23 AI items cover large models, agents, computing power clusters, and information processing-related technologies, and interim registration management will be implemented immediately
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Cloudflare announced the open-sourcing of Void, which includes three components: Void SDK, Void CLI, and Void Platform. Enterprises can self-host the platform to deploy and manage apps built by employees with AI, and control who can deploy and access them. Void 1.0 is released together with the complete source code, and the SDK and CLI were previously published via npm under the MIT license. Self-hosting requires the paid Cloudflare Workers for Platforms plan, starting at $25 per month, plus R2 storage and a separately hosted PostgreSQL database; there is currently no fully managed version.
Cloudflare announced the open-sourcing of Void, which includes three components: Void SDK, Void CLI, and Void Platform. Enterprises can self-host the platform to deploy and manage apps built by employees with AI, and control who can deploy and access them. Void 1.0 is released together with the complete source code, and the SDK and CLI were previously published via npm under the MIT license. Self-hosting requires the paid Cloudflare Workers for Platforms plan, starting at $25 per month, plus R2
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