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     - 📖 TLDR: This paper conducts a comprehensive survey on OS Agents, which are (M)LLM-based agents that use computing devices (e.g., computers and mobile phones) by operating within the environments and interfaces (e.g., Graphical User Interface (GUI)) provided by operating systems (OS) to automate tasks. The survey begins by elucidating the fundamentals of OS Agents, exploring their key components including the environment, observation space, and action space, and outlining essential capabilities such as understanding, planning, and grounding. Methodologies for constructing OS Agents are examined, with a focus on domain-specific foundation models and agent frameworks. A detailed review of evaluation protocols and benchmarks highlights how OS Agents are assessed across diverse tasks. Finally, current challenges and promising future research directions, including safety and privacy, personalization and self-evolution, are discussed. 
 
 
-- [Language Agents: Foundations, Prospects, and Risks](https://aclanthology.org/2024.emnlp-tutorials.3/)
+- [Language Agents: Foundations, Prospects, and Risks](https://language-agent-tutorial.github.io/)
     - Yu Su, Diyi Yang, Shunyu Yao, Tao Yu
     - 🏛️ Institutions: OSU, Stanford, Princeton, HKU
     - 📅 Date: November 2024