7 papers
Evaluating Large Language Models for Detecting Architectural Decision Violations
Ruoyu Su, Alexander Bakhtin, Noman Ahmad +3
Architectural Decision Records (ADRs) play a central role in maintaining software architecture quality, yet many decision violations go unnoticed because projects lack both systema…
Emerging Trends in Software Architecture from the Practitioners Perspective: A Five Year Review
Ruoyu Su, Noman Ahmad, Matteo Esposito +3
Software architecture plays a central role in the design, development, and maintenance of software systems. With the rise of cloud computing, microservices, and containers, archite…
Architectural Degradation: Definition, Motivations, Measurement and Remediation Approaches
Noman Ahmad, Ruoyu Su, Matteo Esposito +3
Architectural degradation, also known as erosion, decay, or aging, impacts system quality, maintainability, and adaptability. Although widely acknowledged, current literature shows…
Autonomic Microservice Management via Agentic AI and MAPE-K Integration
Matteo Esposito, Alexander Bakhtin, Noman Ahmad +4
While microservices are revolutionizing cloud computing by offering unparalleled scalability and independent deployment, their decentralized nature poses significant security and m…
Generative AI for Software Architecture. Applications, Challenges, and Future Directions
Matteo Esposito, Xiaozhou Li, Sergio Moreschini +5
Context: Generative Artificial Intelligence (GenAI) is transforming much of software development, yet its application in software architecture is still in its infancy, and no prior…
LO2: Microservice API Anomaly Dataset of Logs and Metrics
Alexander Bakhtin, Jesse Nyyssölä, Yuqing Wang +5
Context. Microservice-based systems have gained significant attention over the past years. A critical factor for understanding and analyzing the behavior of these systems is the co…