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Large Language Models (LLMs) are increasingly used to build autonomous agents that perform complex tasks with external tools, often exposed through APIs in enterprise systems. Direct use of these APIs is difficult due to the complex input…

This study is motivated by two key considerations: the significant benefits mobile applications offer individuals and businesses, and the limited empirical research on usability challenges. To address this gap, we conducted structured…

Human-Computer Interaction · Computer Science 2025-06-03 Pawel Weichbroth

Pull request (PR) descriptions generated by AI coding agents are the primary channel for communicating code changes to human reviewers. However, the alignment between these messages and the actual changes remains unexplored, raising…

Software Engineering · Computer Science 2026-01-27 Jingzhi Gong , Giovanni Pinna , Yixin Bian , Jie M. Zhang

Following previous work on the automated deployment orchestration of component based applications, where orchestrations are expressed in terms of behaviours satisfying component interface functional dependences, we develop a formal model…

Distributed, Parallel, and Cluster Computing · Computer Science 2020-10-01 Lorenzo Bacchiani , Mario Bravetti , Saverio Giallorenzo , Jacopo Mauro , Iacopo Talevi , Gianluigi Zavattaro

Recent industrial and academic research has focused on data-driven analytics with smartphones by collecting user interaction, context, and device systems data through Application Programming interfaces (APIs) and sensors. The Android OS…

Human-Computer Interaction · Computer Science 2022-06-08 Hansoo Lee , Joonyoung Park , Uichin Lee

Modern software development relies heavily on Application Programming Interface (API) libraries. However, there are often certain constraints on using API elements in such libraries. Failing to follow such constraints (API misuse) could…

Software Engineering · Computer Science 2019-08-20 Tam The Nguyen , Phong Minh Vu , Tung Thanh Nguyen

As cloud computing and microservice architectures become increasingly prevalent, API rate limiting has emerged as a critical mechanism for ensuring system stability and service quality. Traditional rate limiting algorithms, such as token…

Machine Learning · Computer Science 2025-11-06 Ning Lyu , Yuxi Wang , Ziyu Cheng , Qingyuan Zhang , Feng Chen

As speech recognition model sizes and training data requirements grow, it is increasingly common for systems to only be available via APIs from online service providers rather than having direct access to models themselves. In this scenario…

Audio and Speech Processing · Electrical Eng. & Systems 2023-10-11 Rao Ma , Mengjie Qian , Mark J. F. Gales , Kate M. Knill

The rapid emergence of multi-agent AI systems (MAS), including LangChain, CrewAI, and AutoGen, has shaped how large language model (LLM) applications are developed and orchestrated. However, little is known about how these systems evolve…

Software Engineering · Computer Science 2026-01-13 Daniel Liu , Krishna Upadhyay , Vinaik Chhetri , A. B. Siddique , Umar Farooq

Commercial ML APIs offered by providers such as Google, Amazon and Microsoft have dramatically simplified ML adoption in many applications. Numerous companies and academics pay to use ML APIs for tasks such as object detection, OCR and…

Software Engineering · Computer Science 2022-09-20 Lingjiao Chen , Zhihua Jin , Sabri Eyuboglu , Christopher Ré , Matei Zaharia , James Zou

Heterogeneous distributed systems, including the Internet of Things (IoT) or distributed cyber-physical systems (CPS), often suffer a lack of interoperability and security, which hinders the wider deployment of such systems. Specifically,…

Distributed, Parallel, and Cluster Computing · Computer Science 2024-11-21 Dongha Kim , Chanhee Lee , Hokeun Kim

The complex dependencies and propagative faults inherent in microservices, characterized by a dense network of interconnected services, pose significant challenges in identifying the underlying causes of issues. Prompt identification and…

Software Engineering · Computer Science 2024-08-05 Tingting Wang , Guilin Qi

Continuous Architecture (CA) is an approach that supports companies in decreasing the time between deliveries. Migration to microservices is one of the most common situations when companies adopt continuous architecting processes [4].…

Software Engineering · Computer Science 2018-10-26 Valentina Lenarduzzi , Davide Taibi

Microservices architectures have become the foundation for developing scalable and modern software systems, but they also bring significant challenges in managing heterogeneous and distributed data. The pragmatic solution is polyglot…

Databases · Computer Science 2025-09-11 Festim Halili , Anila Nuhiji , Diellza Mustafai Veliu

The microservice architectural style has many advantages such as scalability, reusability, and easy maintainability. Microservices have therefore become a popular architectural choice when developing new applications. Reaping these benefits…

Software Engineering · Computer Science 2023-01-18 Meryam Chaieb , Mohamed Aymen Saied

Microservice system solutions are driving digital transformation; however, fundamental tools and system perspectives are missing to better observe, understand, and manage these systems, their properties, and their dependencies.…

Software Engineering · Computer Science 2022-07-26 Tomas Cerny , Amr S. Abdelfattah , Vincent Bushong , Abdullah Al Maruf , Davide Taibi

Advancements in Artificial Intelligence (AI) technologies' social fluency are being integrated into commercial interactions. As tools such as OpenAI's assistant are integrated into platforms such as Shopify, Klarna, and Visa, understanding…

Human-Computer Interaction · Computer Science 2026-04-15 Stephanie Kwari Dharmaputri , Anish Nagpal , Greg Nyilasy , Jing Lei

Malformed, missing, or boundary-value inputs in microservice APIs can cascade across dependent services, threatening reliability. Robustness testing systematically exercises such inputs to expose server-side failures, but generating…

Software Engineering · Computer Science 2026-05-15 Hrushitha Goud Tigulla , Marco Vieira

While the recently emerged Microservices architectural style is widely discussed in literature, it is difficult to find clear guidance on the process of refactoring legacy applications. The importance of the topic is underpinned by high…

Software Engineering · Computer Science 2019-01-25 Jonas Fritzsch , Justus Bogner , Alfred Zimmermann , Stefan Wagner

In industry, RESTful APIs are widely used to build modern Cloud Applications. Testing them is challenging, because not only they rely on network communications, but also they deal with external services like databases. Therefore, there has…

Software Engineering · Computer Science 2023-01-02 Amid Golmohammadi , Man Zhang , Andrea Arcuri
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