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The field of AI is undergoing a fundamental transition from generative models that can produce synthetic content to artificial agents that can plan and execute complex tasks with only limited human involvement. Companies that pioneered the…

Artificial Intelligence · Computer Science 2025-02-12 Noam Kolt

This technical brief introduces Deep Agent, an advanced autonomous AI system designed to manage complex multi-phase tasks through a novel hierarchical task management architecture. The system's foundation is built on our Hierarchical Task…

Artificial Intelligence · Computer Science 2025-02-12 Amy Yu , Erik Lebedev , Lincoln Everett , Xiaoxin Chen , Terry Chen

Evolving AI systems increasingly deploy multi-agent architectures where autonomous agents collaborate, share information, and delegate tasks through developing protocols. This connectivity, while powerful, introduces novel security risks.…

Cryptography and Security · Computer Science 2025-07-30 Gauri Sharma , Vidhi Kulkarni , Miles King , Ken Huang

Autonomous AI agents capable of complex planning and action mark a shift beyond today's generative tools. As these systems enter political and economic life, who can access them, how capable they are, and how many can be deployed will shape…

Computers and Society · Computer Science 2026-04-27 Matthew Sharp , Omer Bilgin , Iason Gabriel , Lewis Hammond

As AI systems evolve from static tools to dynamic agents, traditional categorical governance frameworks -- based on fixed risk tiers, levels of autonomy, or human oversight models -- are increasingly insufficient on their own. Systems built…

Computers and Society · Computer Science 2025-11-25 Zeynep Engin , David Hand

With the rapid advancement of artificial intelligence, the proliferation of autonomous agents has introduced new challenges in interoperability, scalability, and coordination. The Internet of Agents (IoA) aims to interconnect heterogeneous…

Multiagent Systems · Computer Science 2025-05-21 Jun Liu , Ke Yu , Keliang Chen , Ke Li , Yuxinyue Qian , Xiaolian Guo , Haozhe Song , Yinming Li

Large-scale agentic systems run on distributed infrastructures where many software agents share physical hosts and are discovered via peer-to-peer mechanisms. Discovery must handle node-level churn from failures and host departures and…

Multiagent Systems · Computer Science 2026-04-28 Patrizio Dazzi , Emanuele Carlini , Matteo Mordacchini , Saul Urso

Failures are the norm in highly complex and heterogeneous devices spanning the distributed computing continuum (DCC), from resource-constrained IoT and edge nodes to high-performance computing systems. Ensuring reliability and global…

Distributed, Parallel, and Cluster Computing · Computer Science 2025-11-19 Praveen Kumar Donta , Alfreds Lapkovskis , Enzo Mingozzi , Schahram Dustdar

Network change validation remains a critical yet predominantly manual, time-consuming, and error-prone process in modern network operations. While formal network verification has made substantial progress in proving correctness properties,…

Multiagent Systems · Computer Science 2026-04-21 Jordan Auge , Sam Betts , Giovanna Carofiglio , Giulio Grassi , Martin Gysi , John Kenneth d'Souza

Web browsers are a portal to the internet, where much of human activity is undertaken. Thus, there has been significant research work in AI agents that interact with the internet through web browsing. However, there is also another…

Computation and Language · Computer Science 2025-06-18 Yueqi Song , Frank Xu , Shuyan Zhou , Graham Neubig

Realizing Level 4/5 Autonomous Networks (AN) demands a shift from static automation to agent-native intelligence. Current operations, reliant on rigid scripts, lack the cognitive agency to handle off-nominal conditions. To address this,…

Artificial Intelligence · Computer Science 2026-05-21 Binghan Wu , Shoufeng Wang , Yunxin Liu , Ya-Qin Zhang , Joseph Sifakis , Ye Ouyang

Agentic AI shifts LLM serving from isolated prompt-generation requests to stateful, multi-turn executions that repeatedly invoke the model, call tools, and grow context over time. This paper characterizes ReAct-style agents from both the…

Distributed, Parallel, and Cluster Computing · Computer Science 2026-05-27 Yichao Yuan , Ankita Nayak , Souvik Kundu , Nishil Talati

The "AI singularity" is often miscast as a monolithic, godlike mind. Evolution suggests a different path: intelligence is fundamentally plural, social, and relational. Recent advances in agentic AI reveal that frontier reasoning models,…

Artificial Intelligence · Computer Science 2026-03-24 James Evans , Benjamin Bratton , Blaise Agüera y Arcas

6G network complexity necessitates high levels of autonomy, yet current intent-based systems struggle with ambiguous or incomplete human requests. This paper introduces an agent-based, intent-driven end-to-end (E2E) orchestration framework…

Networking and Internet Architecture · Computer Science 2026-04-28 Kostis Trantzas , Besiana Agko , Christos Tranoris , Irene Denazi

The rapid evolution of agentic AI marks a new phase in artificial intelligence, where Large Language Models (LLMs) no longer merely respond but act, reason, and adapt. This survey traces the paradigm shift in building agentic AI: from…

Artificial Intelligence · Computer Science 2025-10-28 Jitao Sang , Jinlin Xiao , Jiarun Han , Jilin Chen , Xiaoyi Chen , Shuyu Wei , Yongjie Sun , Yuhang Wang

Modern AI agents routinely depend on secrets such as API keys and SSH credentials, yet the dominant deployment model still exposes those secrets directly to the agent process through environment variables, local files, or forwarding…

Cryptography and Security · Computer Science 2026-04-21 Shutong Jin , Ruiyi Guo , Ray C. C. Cheung

Current AI agent frameworks have made remarkable progress in automating individual tasks, yet all existing systems serve a single user. Human productivity rests on the social and organizational relationships through which people coordinate,…

Artificial Intelligence · Computer Science 2026-04-22 Zhiqin Yang , Zhenyuan Zhang , Xianzhang Jia , Jun Song , Wei Xue , Yonggang Zhang , Yike Guo

AI agents plan and execute interactions in open-ended environments. For example, OpenAI's Operator can use a web browser to do product comparisons and buy online goods. Much research on making agents useful and safe focuses on directly…

Artificial Intelligence · Computer Science 2025-06-23 Alan Chan , Kevin Wei , Sihao Huang , Nitarshan Rajkumar , Elija Perrier , Seth Lazar , Gillian K. Hadfield , Markus Anderljung

Large language models (LLMs) have evolved AI assistants into autonomous reasoning engines that maintain context, invoke tools, and pursue long-horizon tasks. This has spurred Agent Operating Systems (Agent OS) as kernel-like layers for…

Human-Computer Interaction · Computer Science 2026-05-18 Heyuan Huang , Yeyi Guan , Jihong Wang , Mingzhi Wang , Jiamu Zhou , Xiangmou Qu , Jiaxin Yin , Xin Liao , Xingyu Lou , Jun Wang

We present Portable Agent Memory, an open protocol and reference implementation for transferring persistent memory state across heterogeneous AI agents. Modern AI agents accumulate rich context -- episodic events,semantic knowledge,…

Cryptography and Security · Computer Science 2026-05-13 Santhosh Kumar Ravindran