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Epic-Organized vs. Requirement-Aligned Gherkin: An Empirical Evaluation of LLM-Based Acceptance Criteria Generation
Shahbaz Siddeeq, Mateen Abbasi, Jussi Rasku +4
Automated authoring of Gherkin Behavior-Driven Development (BDD) acceptance criteria remains a manual bottleneck in requirements engineering. This study investigates whether epic-o…
Carbon-Aware Governance Gates: An Architecture for Sustainable GenAI Development
Mateen A. Abbasi, Tommi J. Mikkonen, Petri J. Ihantola +4
The rapid adoption of Generative AI (GenAI) in the software development life cycle (SDLC) increases computational demand, which can raise the carbon footprint of development activi…
TDD Governance for Multi-Agent Code Generation via Prompt Engineering
Tarlan Hasanli, Shahbaz Siddeeq, Bishwash Khanal +3
Large language models (LLMs) accelerate software development but often exhibit instability, non-determinism, and weak adherence to development discipline in unconstrained workflows…
Shift-Up: A Framework for Software Engineering Guardrails in AI-native Software Development -- Initial Findings
Petrus Lipsanen, Liisa Rannikko, François Christophe +3
Generative AI (GenAI) is reshaping software engineering by shifting development from manual coding toward agent-driven implementation. While vibe coding promises rapid prototyping,…
Understanding the Issues, Their Causes and Solutions in Microservices Systems: An Empirical Study
Muhammad Waseem, Peng Liang, Aakash Ahmad +5
Many small to large organizations have adopted the Microservices Architecture (MSA) style to develop and deliver their core businesses. Despite the popularity of MSA in the softwar…
A Systematic Mapping Study on Risks and Vulnerabilities in Software Containers
Maha Sroor, Teerath Das, Rahul Mohanani +1
Software containers are widely adopted for developing and deploying software applications. Despite their popularity, major security concerns arise during container development and…