An Integrative Framework for Behavioral Software Engineering And AI-Augmented Architectural Evolution: Synthesizing Competence Models with Legacy System Refactoring
Abstract
The evolution of modern software engineering is increasingly characterized by a dual focus on human-centric behavioral competencies and automated technological advancement. This research presents a comprehensive, integrative framework that bridges the gap between behavioral software engineering-specifically competence modeling and human aspects-and the technical rigors of migrating legacy monolithic systems to cloud-native architectures. By synthesizing three decades of refactoring research with contemporary AI-augmented methodologies, the study addresses the critical challenge of managing technical debt while ensuring that the individual professional capability of engineers is aligned with industrial needs. We analyze the multidimensional nature of competence, incorporating cognitive, functional, and social dimensions to propose a roadmap for software assurance and individual capability enhancement. Simultaneously, the article investigates the taxonomy of service identification approaches, exploring how object-oriented source code can be materialized into component-based languages through inheritance transformation and instantiation. The research further evaluates the impact of cloud design patterns, deployment tracking, and exception monitoring on the sustainability of cloud-native applications. By providing a systematic literature review and empirical mapping of both human behaviors and technical modernization strategies, this study identifies a unified path for software development organizations to achieve architectural agility without sacrificing the psychological and behavioral foundations of the engineering process.
Keywords
References
How to Cite
Most read articles by the same author(s)
- Dr. Asha R. Menon, Resilience and Reconfiguration: Managing Semiconductor-Induced Disruptions in Automotive and Critical Supply Chains , Global Multidisciplinary Journal: Vol. 4 No. 11 (2025): Volume 04 Issue 11
- Dr. Amina R. Laurent, AI-Enabled Resilience in Cyber-Physical and Financial Systems: Integrating Secure Intelligence across Clinical Trials, IoMT, Supply Chains, and FinTech , Global Multidisciplinary Journal: Vol. 4 No. 11 (2025): Volume 04 Issue 11
- Dr. Alejandro M. Torres, Artificial Intelligence–Enabled Financial Anomaly Detection and Reconciliation: Governance, Risk, and Explainability in Modern Accounting Ecosystems , Global Multidisciplinary Journal: Vol. 4 No. 08 (2025): Volume 04 Issue 08
- Aleksi Korhonen, Optimizing Legacy Digital Systems for Sustainability: Integrating Site Reliability Engineering with Industry 4.0 Practices , Global Multidisciplinary Journal: Vol. 4 No. 12 (2025): Volume 04 Issue 12
- Johnathan R. Maxwell, Strategic Integration of Circular Business Models: Pathways to Sustainable Value Creation and Environmental Performance , Global Multidisciplinary Journal: Vol. 4 No. 10 (2025): Volume 04 Issue 10
- Dr. Ai-Ling Chen, The R1-MYB Transcription Factor CmREVEILLE2 Activates Chlorophyll Biosynthesis to Mediate Light-Induced Greening in Chrysanthemum Flowers , Global Multidisciplinary Journal: Vol. 4 No. 11 (2025): Volume 04 Issue 11
- Dr. Jonathan M. Keller, A Comprehensive Analysis of Communication Protocols, Security Vulnerabilities, and Energy-Aware Architectures in Large-Scale Internet of Things Ecosystems , Global Multidisciplinary Journal: Vol. 4 No. 01 (2025): Volume 04 Issue 01
- Dr. Kenji H. Takahashi, Advancing Retail Cloud Security: Integrating Compliance, Resilience, And Devsecops Practices For Next-Generation Operations , Global Multidisciplinary Journal: Vol. 5 No. 02 (2026): Volume 05 Issue 02
- Dr. Rafael M. Cortez, Heterogeneous GPU Architectures, Energy-Aware Thermal Management, and Validation Strategies for Next-Generation High-Performance Computing , Global Multidisciplinary Journal: Vol. 4 No. 10 (2025): Volume 04 Issue 10
- B. U. Urinov, K. Kh. Majidov, Sh. Sh.Toimurodova, Study Of Modified Granulated Compound Feed Using A Polymineral Feed Additive , Global Multidisciplinary Journal: Vol. 4 No. 12 (2025): Volume 04 Issue 12
Similar Articles
- Viola Hartmann, Automation-Enhanced Transformation Of Legacy Quality Assurance: Integrating AI-Driven Pipelines For Cloud-Native Enterprise Systems , Global Multidisciplinary Journal: Vol. 5 No. 02 (2026): Volume 05 Issue 02
- Dr. Samuel Whitmore, Cyber-Resilient DevSecOps Architectures for Regulated Retail Cloud Ecosystems , Global Multidisciplinary Journal: Vol. 4 No. 12 (2025): Volume 04 Issue 12
- Aleksi Korhonen, Optimizing Legacy Digital Systems for Sustainability: Integrating Site Reliability Engineering with Industry 4.0 Practices , Global Multidisciplinary Journal: Vol. 4 No. 12 (2025): Volume 04 Issue 12
- Lucas Fernández-Molina , Infrastructure as Code and Platform Engineering Synergies in Multi-Cloud Enterprise Architectures: A Governance-Centric and DevEx-Driven Analysis , Global Multidisciplinary Journal: Vol. 4 No. 11 (2025): Volume 04 Issue 11
- Oliver Reinhardt, Adaptive Security and Modernization Strategies in Enterprise Java Applications: A Comparative Analysis of Legacy and Contemporary Authentication Frameworks , Global Multidisciplinary Journal: Vol. 5 No. 01 (2026): Volume 05 Issue 01
- Silas J. Merton, Integrating Artificial Intelligence and Real Time Data Processing in FinTech Credit Scoring Systems for Financial Inclusion and Risk Governance in Emerging Digital Economies , Global Multidisciplinary Journal: Vol. 4 No. 11 (2025): Volume 04 Issue 11
- Dr. Marcus Thorne, Structural Decoupling and The Evolutionary Transition of Enterprise Systems: A Taxonomy of Microservice Extraction, Machine Learning-Assisted Boundary Detection, And Architectural Longevity , Global Multidisciplinary Journal: Vol. 4 No. 12 (2025): Volume 04 Issue 12
- Jeroen Willem de Vries, From Payment Rails to Market Access: Low-Latency Digital Infrastructures and Retail Equity Participation , Global Multidisciplinary Journal: Vol. 5 No. 01 (2026): Volume 05 Issue 01
- Dr. Sofia Laurent, A Unified Fault-Tolerant and Machine Learning-Driven Architecture for Autonomous Driving Systems: Integrating Dependability, Perception, And Embedded Reliability , Global Multidisciplinary Journal: Vol. 4 No. 12 (2025): Volume 04 Issue 12
- Daniel R. Hofmann, Redefining Digital Trust Through AI-Driven Continuous Behavioral Biometrics in Financial and Enterprise Systems , Global Multidisciplinary Journal: Vol. 5 No. 01 (2026): Volume 05 Issue 01
You may also start an advanced similarity search for this article.