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Junaid Haseeb

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Preprint Aug 2026

Evaluating and Preventing Security Smells in AI-Generated Ansible Code

An approach integrating Ansible best practices and CIS benchmarks into prompts through an extended CO-STAR framework is introduced, enabling security smell prevention during synthesis rather than detection after deployment, leading to a fourfold improvement over humans at 23%-43%, with overall code quality improving by...

Pandu Ranga Reddy Konala, Vimal Kumar, David Bainbridge et al. · 0 citations

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