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Sponsored AI AM CLAUDE, A Beginner's Guide: Learn the basics of working with AI AI AM CLAUDE, A Beginner's Guide: Learn the basics of working with AI

Author

Amrut Ranjan Jena

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Open access 2026

Context-Aware Predictive Optimization of Non-Functional Requirement Conflicts in DevOps Using Machine Learning

Modern DevOps ecosystems operate in highly dynamic environments where multiple non-functional requirements (NFRs), such as performance, security, and reliability, must be satisfied simultaneously. However, these requirements often exhibit conflicting behaviors under varying runtime conditions, leading to degradation in...

Anirban Bhar, Suparna Dasgupta, Soumyabrata Saha et al. · 0 citations
Open access 2026

A Probabilistic Framework for Early-Stage Scalability Analysis in the Software Development Life Cycle

A probabilistic framework for early-stage scalability analysis that integrates Bayesian inference, queuing theory, and Monte Carlo simulation to model system behavior under uncertainty is proposed and demonstrates the effectiveness of probabilistic modeling in enabling proactive scalability engineering for cloud-based...

Anirban Bhar, Soumyabrata Saha, Suparna Dasgupta et al. · 0 citations

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