
Aravind Rajanand built and enhanced security automation workflows for the accuknox-jobs repository, focusing on Dockerized Checkmarx SAST scanning systems that support multi-project onboarding and on-premise deployments. He implemented robust retry logic, error handling, and dynamic project identification, using Python and Docker to ensure reliable, scalable scans with accurate reporting. His work included API integration, CI/CD pipeline improvements, and flexible SSL configurations, enabling consistent security posture across environments. Additionally, for NVIDIA/garak, he refactored Windows probe initialization to a payload-driven model, improving maintainability and adaptability for Win10 and Win11 support. The work demonstrated depth in backend and DevOps engineering.
October 2025: NVIDIA/garak delivered a payload-driven Windows probe enhancement that replaces hardcoded product names with dynamic, on-demand initialization to support Win10/Win11 probes and refine Win11 targeting. The work improves maintainability and agility in response to OS/product name changes, with clear groundwork for future expansions and easier QA.
October 2025: NVIDIA/garak delivered a payload-driven Windows probe enhancement that replaces hardcoded product names with dynamic, on-demand initialization to support Win10/Win11 probes and refine Win11 targeting. The work improves maintainability and agility in response to OS/product name changes, with clear groundwork for future expansions and easier QA.
May 2025 focused on delivering end-to-end Docker-based Checkmarx scanning automation for accuknox-jobs, enabling both on-premise and multi-project SAST workflows. Key enhancements include a Dockerized on-prem Checkmarx scan job with branch filtering (Dockerfile, usage README, and a Python API client), and a Docker-based SAST workflow with multi-project onboarding, improved logging, SSL handling, and standardized result formatting. Also completed robust onboarding via .env for multi-project setups and introduced SSL fallback and SSL-free configurations for flexible security postures. These efforts drive faster, more scalable security scans with consistent outputs across projects.
May 2025 focused on delivering end-to-end Docker-based Checkmarx scanning automation for accuknox-jobs, enabling both on-premise and multi-project SAST workflows. Key enhancements include a Dockerized on-prem Checkmarx scan job with branch filtering (Dockerfile, usage README, and a Python API client), and a Docker-based SAST workflow with multi-project onboarding, improved logging, SSL handling, and standardized result formatting. Also completed robust onboarding via .env for multi-project setups and introduced SSL fallback and SSL-free configurations for flexible security postures. These efforts drive faster, more scalable security scans with consistent outputs across projects.
April 2025: Delivered a robust end-to-end Checkmarx SAST workflow for accuknox-jobs, including a Dockerized scanning job, retry logic, and project-name-based identification to support multi-project scalability. Fixed a data-mapping bug in the Checkmarx API by updating the parsing key from 'results' to 'finding' to ensure accurate SAST details. These changes improved reliability, data accuracy, and scalability, delivering faster, more dependable security scans and clearer reporting.
April 2025: Delivered a robust end-to-end Checkmarx SAST workflow for accuknox-jobs, including a Dockerized scanning job, retry logic, and project-name-based identification to support multi-project scalability. Fixed a data-mapping bug in the Checkmarx API by updating the parsing key from 'results' to 'finding' to ensure accurate SAST details. These changes improved reliability, data accuracy, and scalability, delivering faster, more dependable security scans and clearer reporting.

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