February 18, 2026·8 min
（CVPR 2026 一作）WebChain：为什么 GUI Agent 其实还没有真正学会“用浏览器”
很多系统看起来会操作网页，但并不是通过 GUI 真正在使用浏览器。WebChain 想解决的，是这个能力断层背后的数据问题。
WebChainGUI AgentDatasetCVPR
Blog
Technical articles, research notes, and thoughts.
6 posts
January 5, 2026·8 min
（ICLR 2026 一作）WebFactory：让语言模型学会操作网页的一种自动化训练方式
WebFactory 想解决的核心问题是：语言模型已经理解网页，但为什么仍然很难在真实 GUI 环境中稳定完成任务。
WebFactoryGUI AgentReinforcement LearningRLICLR
December 14, 2025·5 min
The Inflection Point of GUI Agent: From Model Worship to the Era of Data and Systems
We will open source the largest real human trajectory dataset for web agents.
GUI AgentDataWebChainReinforcement LearningOpen Source
December 10, 2025·8 min
The Future of GUI Agent: Insights from Doubao Phone
Agents are replacing traditional interaction paradigms, transitioning from passive response tools to active decision-execution systems. This raises new questions and directions for GUI agent technology itself and how we understand future human-computer interaction.
GUI AgentAIHuman-Computer InteractionAgent
October 11, 2025·5 min
Semantic Inflation: 2025 May Not Be the Year of Agent, But the Year of 'Agent' Abuse
We need to strip away the semantic bubble of capital markets and return to the original proposition defined by reinforcement learning: how to achieve true Markov Decision Processes in uncertain environments.
AI AgentReinforcement LearningIndustry Observation
September 24, 2025·5 min
From Generative to Executive: GUI Agent
The current AI wave is defined by 'content generation,' but the real paradigm shift is happening beyond 'content.' GUI Agent is not a new form of content output, but a Side Effect manufacturing system. It marks AI's transition from probabilistically 'describing the world' to deterministically 'changing the world.'
GUI AgentWorld ModelRLEnvironment Interaction