For researchers in pharmaceutical R&D, Andromeda 2 demonstrates a significant improvement over previous agentic systems in designing high-performance drug formulations.
Recursive Self-Improvement and Infrastructure Advances Drive Domestic Large Model Evolution
2 Sep 2026. Recursive Self-Improvement (RSI) and infrastructure optimization emerged as the dominant themes today, with domestic large models demonstrating significant self-improvement capabilities. Zhipu GLM revealed the first RSI practice for domestic models, where an Infra Agent driven by GLM-5.3 completed system design, debugging, and optimization. Meanwhile, Zai.org optimized its GLM-5.3-Flash model for production with a 3.2x speedup in two weeks. In product developments, OpenAI launched Astra for Law, Google Gemini added file APIs, and Anthropic merged Claude Cowork into its main interface. Industry-wise, Huawei emphasized hardware monetization as core to its AI strategy, while Microsoft's Nadella highlighted AI agent security risks. Security concerns were raised with the discovery of the AI-powered RatHat malware targeting Chinese users.
Models
4 itemsFor robotics developers, this model's improved performance on a specific task shows a concrete upgrade in its capabilities.
This matters because it demonstrates a practical approach to optimizing large language models for real-world production environments, which is crucial for companies looking to deploy such models efficiently.
This is the first time a domestic Chinese large model company has publicly used AI self-improvement for production environments, showing AI's ability to participate in the entire engineering loop of a reasoning system.
Products
4 itemsFor users in the financial sector, this solution can significantly reduce the time spent on data processing and analysis, from days to hours, by integrating multiple data sources and automating report generation.
OpenAI 推出了 Astra for Law 法律专用版,通过 ChatGPT 和 Codex 推出,API 访问即将到来,方便开发者使用。
Anthropic 把 Claude Cowork 合并到 Claude 主界面了,现在 Claude 能自己判断任务难度,还新增了文档和幻灯片生成功能,挺方便的。
Industry
4 itemsFor readers interested in the hardware side of AI, this explains Huawei's strategy of focusing on computing power and its specific product roadmap.
朋友,Zimperium 发现了一种叫 RatHat 的新型安卓木马,它用 AI 来分析手机界面,让黑客能远程控制设备,比传统木马更难被查杀。
台积电 COO 米玉杰说,AI 像三岁超人,在尖端芯片设计上不太实用,和 OpenAI、Anthropic 的事件有关。
Papers
3 items苹果搞了个新测试环境叫 REVERSAL-BENCH,专门用来测强化学习里环境能不能恢复原状,对做机器人控制的人可能有参考。
This research provides a new method to improve the efficiency of large language models, potentially reducing the computational cost of training them.
For researchers working with large language models, this provides a more rigorous mathematical understanding of the stability of training on synthetic data, which is increasingly common as human data becomes scarce.
How-to
4 items想给 MCP 工具加个更细粒度的权限控制?这篇教程教你用 Amazon Quick 和 Bedrock AgentCore Gateway,结合微软的 Entra ID,实现基于角色的和基于属性的访问控制,还能留个不可变的审计日志。
LangChain 给了几个大公司怎么搞生产级 AI 的参考,比如可观测性、评估这些具体方法,对想搞生产级 AI 的人挺有用的。