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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

The escalating complexity of modern software imposes an unsustainable operational burden on Site Reliability Engineering (SRE) teams, demanding AI-driven automation that can emulate expert diagnostic reasoning. Existing solutions, from…

Software Engineering · Computer Science 2026-01-30 Peng Di , Faqiang Chen , Xiao Bai , Hongjun Yang , Qingfeng Li , Ganglin Wei , Jian Mou , Feng Shi , Keting Chen , Peng Tang , Zhitao Shen , Zheng Li , Wenhui Shi , Junwei Guo , Hang Yu

Generative AI has made significant strides, yet concerns about the accuracy and reliability of its outputs continue to grow. Such inaccuracies can have serious consequences such as inaccurate decision-making, the spread of false…

Databases · Computer Science 2023-10-12 Nan Tang , Chenyu Yang , Ju Fan , Lei Cao , Yuyu Luo , Alon Halevy

Current AI-assisted engineering workflows lack a built-in mechanism to maintain task-level verification and regulatory traceability at machine-speed delivery. Agile V addresses this gap by embedding independent verification and audit…

Software Engineering · Computer Science 2026-02-25 Christopher Koch , Joshua Andreas Wellbrock

In the last years, the raise of Artificial Intelligence (AI), and its pervasiveness in our lives, has sparked a flourishing debate about the ethical principles that should lead its implementation and use in society. Driven by these…

Artificial Intelligence · Computer Science 2023-06-09 Vita Santa Barletta , Danilo Caivano , Domenico Gigante , Azzurra Ragone

Generative Artificial Intelligence (GenAI) constitutes a transformative technological wave that reconfigures industries through its unparalleled capabilities for content creation, reasoning, planning, and multimodal understanding. This…

As agentic AI systems increasingly operate autonomously, establishing trust through verifiable evaluation becomes critical. Yet existing benchmarks lack the transparency and auditability needed to assess whether agents behave reliably. We…

Computation and Language · Computer Science 2025-12-02 Hyunjun Kim , Sooyoung Ryu

We present the first language-model-driven agentic artificial intelligence (AI) system to autonomously execute multi-stage physics experiments on a production synchrotron light source. Implemented at the Advanced Light Source particle…

Accelerator Physics · Physics 2026-04-28 Thorsten Hellert , Drew Bertwistle , Simon C. Leemann , Antonin Sulc , Marco Venturini

Modern cloud and enterprise systems rely on identity-centric authorization, assuming that callers possessing valid credentials are safe to execute commands. The emergence of autonomous AI agents invalidates this assumption: agents can…

Artificial Intelligence · Computer Science 2026-05-18 Jun He , Deying Yu

Software testing plays a critical role in ensuring that systems behave as intended. However, existing automated testing approaches struggle to match the capabilities of human engineers due to key limitations such as test locality, lack of…

Software Engineering · Computer Science 2025-06-16 Kangping Xu , Yifan Luo , Yang Yuan , Andrew Chi-Chih Yao

The escalating complexity of sixth-generation (6G) networks demands unprecedented levels of autonomy beyond the capabilities of traditional optimization-based and current AI-based resource management approaches. While agentic AI has emerged…

Networking and Internet Architecture · Computer Science 2026-04-22 Yunhao Hu , Xinchen Lyu , Chenshan Ren , Keda Chen , Qimei Cui , Xiaofeng Tao

Generative artificial intelligence (GenAI) and agentic systems are moving software engineering from code-centric production toward intent-centric human-agent work in which natural language, repository context, tools, tests, and governance…

Software Engineering · Computer Science 2026-05-13 Elyson De La Cruz

GraphFlow is a visual workflow system designed to improve the reliability of agentic AI automation in multi-step, mission-critical processes. In these workflows, small errors compound rapidly: under an idealized model of independent steps,…

Artificial Intelligence · Computer Science 2026-05-15 Drewry H. Morris , Luis Valles , Reza Hosseini Ghomi

It is expected that in the near future, AI software development assistants will play an important role in the software industry. However, current software development assistants tend to be unreliable, often producing incorrect, unsafe, or…

Software Engineering · Computer Science 2024-01-24 Daniel Maninger , Krishna Narasimhan , Mira Mezini

We introduce the concept of "Design Agents" for engineering applications, particularly focusing on the automotive design process, while emphasizing that our approach can be readily extended to other engineering and design domains. Our…

Artificial Intelligence · Computer Science 2025-12-04 Mohamed Elrefaie , Janet Qian , Raina Wu , Qian Chen , Angela Dai , Faez Ahmed

The landscape of AI coding assistance is undergoing a fundamental shift from complex IDE plugins to versatile, terminal-native agents. Operating directly where developers manage source control, execute builds, and deploy environments,…

Artificial Intelligence · Computer Science 2026-03-16 Nghi D. Q. Bui

We investigate the emerging prospect of self-sovereign agents -- AI systems that can economically sustain and extend their own operation without human involvement. Recent advances in large language models and agent frameworks have…

Cryptography and Security · Computer Science 2026-04-13 Wenjie Qu , Xuandong Zhao , Jiaheng Zhang , Dawn Song

Vericoding refers to the generation of formally verified code from rigorous specifications. Recent AI models show promise in vericoding, but a unified methodology for cross-paradigm evaluation is lacking. Existing benchmarks test only…

Software Engineering · Computer Science 2026-02-11 Haoyu Zhao , Ziran Yang , Jiawei Li , Deyuan He , Zenan Li , Chi Jin , Venugopal V. Veeravalli , Aarti Gupta , Sanjeev Arora

To enable human oversight, agentic AI systems often provide a trace of reasoning and action steps. Designing traces to have an informative, but not overwhelming, level of detail remains a critical challenge. In three user studies on a…

Human-Computer Interaction · Computer Science 2026-02-20 Madeleine Grunde-McLaughlin , Hussein Mozannar , Maya Murad , Jingya Chen , Saleema Amershi , Adam Fourney

Generative Artificial Intelligence (GenAI) presents significant advancements but also introduces novel security challenges, particularly within agentic workflows where AI agents operate autonomously. These risks escalate in multi-agent…

Cryptography and Security · Computer Science 2025-06-24 Sunil Kumar Jang Bahadur , Gopala Dhar