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Modern web test suites rot. A UI refactor breaks locators, a timing change causes race conditions, and within weeks developers abandon the suite entirely. This paper presents an AI-driven autonomous testing framework that addresses these…

Cryptography and Security · Computer Science 2026-05-18 Vinil Pasupuleti , Siva Rama Krishna Varma Bayyavarapu , Shrey Tyagi

Cloud services have recently exploded with the advent of powerful cloud-computing platforms such as Amazon Web Services and Microsoft Azure. Today, most cloud services are accessed through REST APIs, and Swagger is arguably the most popular…

Software Engineering · Computer Science 2018-06-27 Vaggelis Atlidakis , Patrice Godefroid , Marina Polishchuk

REST APIs (Representational State Transfer Application Programming Interfaces) play a vital role in modern cloud-native applications. As these APIs grow in complexity and scale, ensuring their correctness and robustness becomes increasingly…

Software Engineering · Computer Science 2025-08-05 Robbe Nooyens , Tolgahan Bardakci , Mutlu Beyazit , Serge Demeyer

Software development is getting changed so rapidly. It will be highly benefited if we can accelerate software development process by guiding developers. Appropriate guidelines and accurate recommendations to developers during development…

Software Engineering · Computer Science 2020-06-24 Ratul Uddin Ashraf , Anujoy Das , Ziaur Rahman , Ali Newaz Bahar , Husne Ara Rubaiyeat

Although there are many automated software testing suites, they usually focus on unit, system, and interface testing. However, especially software updates such as new security features have the potential to diminish user experience. In this…

Software Engineering · Computer Science 2021-04-09 Chidera Biringa , Gokhan Kul

The effective execution of tests for REST APIs remains a considerable challenge for development teams, driven by the inherent complexity of distributed systems, the multitude of possible scenarios, and the limited time available for test…

Software Engineering · Computer Science 2025-09-09 Thiago Barradas , Aline Paes , Vânia de Oliveira Neves

Code comments can help in program comprehension and are considered as important artifacts to help developers in software maintenance. However, the comments are mostly missing or are outdated, specially in complex software projects. As a…

Software Engineering · Computer Science 2021-03-22 Ramin Shahbazi , Rishab Sharma , Fatemeh H. Fard

Understanding the application resilience in the presence of faults is critical to address the HPC resilience challenge. Currently, we largely rely on random fault injection (RFI) to quantify the application resilience. However, RFI provides…

Distributed, Parallel, and Cluster Computing · Computer Science 2017-05-02 Luanzheng Guo , Hanlin He , Dong Li

An end-to-end platform for chemical science research has been developed that integrates data from computational and experimental approaches through a modern web-based interface. The platform offers a highly interactive visualization and…

Software Engineering · Computer Science 2017-07-17 Marcus D. Hanwell , Wibe A. de Jong , Christopher J. Harris

Software maintainability critically depends on high-quality requirements descriptions and explicit traceability between requirements and code. Although automated code summarization (ACS) and requirements traceability (RT) techniques have…

Software Engineering · Computer Science 2025-09-16 Dongming Jin , Zhi Jin , Yiran Zhang , Zheng Fang , Linyu Li , Yuanpeng He , Xiaohong Chen , Weisong Sun

The Model Context Protocol (MCP) is emerging as a standard interface through which LLM agents invoke external tools, and a growing ecosystem of MCP servers now mediates access to vendor services. Most of these servers target vendors that…

Software Engineering · Computer Science 2026-04-08 Meriem Mastouri , Emna Ksontini , Amine Barrak , Wael Kessentini

Tool agents--LLM-based systems that interact with external APIs--offer a way to execute real-world tasks. However, as tasks become increasingly complex, these agents struggle to identify and call the correct APIs in the proper order. To…

Computation and Language · Computer Science 2026-01-01 Seungkyu Lee , Nalim Kim , Yohan Jo

Maintaining reliable UI test suites in large-scale enterprise applications is a persistent and costly challenge. We present an industrial case study of a multi-agent autonomous testing system evaluated using anonymized execution data from a…

Software Engineering · Computer Science 2026-05-05 Hyukjoo Lee

With this paper, we introduce RESTifAI, an LLM-driven approach for generating reusable, CI/CD ready REST API tests, following the happy-path approach. Unlike existing tools that often focus primarily on internal server errors, RESTifAI…

Software Engineering · Computer Science 2025-12-10 Leon Kogler , Maximilian Ehrhart , Benedikt Dornauer , Eduard Paul Enoiu

Learning and remembering to use APIs are difficult. Several techniques have been proposed to assist developers in using APIs. Most existing techniques focus on recommending the right API methods to call, but very few techniques focus on…

Software Engineering · Computer Science 2023-06-13 Son Nguyen , Cuong Tran Manh , Kien T. Tran , Tan M. Nguyen , Thu-Trang Nguyen , Kien-Tuan Ngo , Hieu Dinh Vo

REpresentational State Transfer (REST) is considered as one standard software architectural style to build web APIs that can integrate software systems over the internet. However, while connecting systems, RESTful APIs might also break the…

Software Engineering · Computer Science 2020-09-01 Jerin Yasmin , Yuan Tian , Jinqiu Yang

The web is the prominent way information is exchanged in the 21st century. However, ensuring web-based information is accessible is complicated, particularly with web applications that rely on JavaScript and other technologies to deliver…

Information Retrieval · Computer Science 2019-08-09 Trevor Bostic , Jeff Stanley , John Higgins , Rachael L. Bradley-Montgomery , Justin F. Brunelle , Daniel Chudnov

Programmers use security APIs to embed security into the applications they develop. Security vulnerabilities get introduced into those applications, due to the usability issues that exist in the security APIs. Improving usability of…

Cryptography and Security · Computer Science 2017-03-30 Chamila Wijayarathna , Nalin A. G. Arachchilage , Jill Slay

Archiving the web is socially and culturally critical, but presents problems of scale. The Internet Archive's Wayback Machine can replay captured web pages as they existed at a certain point in time, but it has limited ability to provide…

Information Retrieval · Computer Science 2013-06-12 Ahmed AlSum , Michael L. Nelson

Despite the advancements of open-source large language models (LLMs), e.g., LLaMA, they remain significantly limited in tool-use capabilities, i.e., using external tools (APIs) to fulfill human instructions. The reason is that current…

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