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Sponsored AI Networking Cookbook: Practical recipes for AI-assisted network automation and development AI Networking Cookbook: Practical recipes for AI-assisted network automation and development

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Subh Kumar Gupta

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#software testing Open access Oct 2026

AI Code Synthesis, Autonomous Debugging, and the Evolution of the Software Engineering Lifecycle: Repository Graph Reasoning, SWE-bench Benchmarks, and Security Bounds

Abstract—The software engineering (SWE) lifecycle has transitioned from human-centric manual programming toward autonomous AI code synthesis and closed-loop program repair. Foundation models pre-trained on billions of source code tokens—including modern frontier models and specialized coding LLMs—have evolved beyond is...

Shubham Bhardwaj, Subh Kumar Gupta, Dr. Vishal Shrivastava et al. · 0 citations

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