A Scalable AI-Augmented Agile Framework for Intelligent Continuous Integration and Deployment in Cloud-Native Microservices Environments

G. Singaravel, J. S. Jaslin, Vanka Shireesha, Carolene Krethe C., Tandra Nagarjuna

2025

Abstract

The pace of its adoption has accelerated as cloud-native software development has evolved, increasing the need for applied automation in agile workflows especially in continuous integration and deployment (CI/CD) environments across a microservices architecture. Most contemporary frameworks are designed for AI, Agile, DevOps, and microservices separately or for a combination of them, all of which do not fully utilize/integrate the existing pipelines or cannot scale well. This work presents a scalable AI-augmented agile framework that is able to integrate predictive analytics, intelligent sprint planning, as well as automated decision support into modern CI/CD pipelines. Utilizing machine learning based-test prioritization, deployment failure prediction, and backlog grooming, the framework has succeeded in improving productivity and quality and adaptability in software teams. Further, we confirm the validity of the architecture by a real-world simulation where the github action, kubernetes and NLP-based backlog automation modules, also assure the applicability of the architecture across the areas. The research contributes to the theoretical gaps between the practice by introducing the sustainable strategy for AI-based agility on microservices development.

Paper Citation

in Harvard Style

Singaravel G., Jaslin J., Shireesha V., C. C. and Nagarjuna T. (2025). A Scalable AI-Augmented Agile Framework for Intelligent Continuous Integration and Deployment in Cloud-Native Microservices Environments. In Proceedings of the 1st International Conference on Research and Development in Information, Communication, and Computing Technologies - ICRDICCT`25; ISBN 978-989-758-777-1, SciTePress, pages 543-550. DOI: 10.5220/0013886200004919

in Bibtex Style

@conference{icrdicct`2525,
author={G. Singaravel and J. Jaslin and Vanka Shireesha and Carolene C. and Tandra Nagarjuna},
title={A Scalable AI-Augmented Agile Framework for Intelligent Continuous Integration and Deployment in Cloud-Native Microservices Environments},
booktitle={Proceedings of the 1st International Conference on Research and Development in Information, Communication, and Computing Technologies - ICRDICCT`25},
year={2025},
pages={543-550},
publisher={SciTePress},
organization={INSTICC},
doi={10.5220/0013886200004919},
isbn={978-989-758-777-1},
}

in EndNote Style

TY - CONF

JO - Proceedings of the 1st International Conference on Research and Development in Information, Communication, and Computing Technologies - ICRDICCT`25
TI - A Scalable AI-Augmented Agile Framework for Intelligent Continuous Integration and Deployment in Cloud-Native Microservices Environments
SN - 978-989-758-777-1
AU - Singaravel G.
AU - Jaslin J.
AU - Shireesha V.
AU - C. C.
AU - Nagarjuna T.
PY - 2025
SP - 543
EP - 550
DO - 10.5220/0013886200004919
PB - SciTePress