“Test systems that think.”
A decade building QA automation. Two patents. PhD in progress.
Senior automation engineer at Cisco. I build the systems that test other systems, increasingly with LLMs in the loop. Indian patent holder in AI-driven content moderation, currently researching privacy-aware NLP for my PhD.
An LLM-assisted workflow that reduced manual test creation across 300+ Cisco automation projects. Built on Azure OpenAI, integrated into existing Robot Framework pipelines, with concurrent multi-user execution and encrypted session handling. Git-based commit flows ship generated tests straight into team repos.
A scalable audit engine for Robot Framework code, covering security, maintainability, duplicate logic, and automation best practices. Runs concurrently across projects to improve throughput. AI-assisted remediation suggests fixes while preserving existing business logic, and structured reports feed back to engineering owners.
An on-device Android keyboard that detects harmful content in real time, before the message is sent. The NLP workflow runs locally to minimise data persistence, and a contextual escalation framework supports adaptive moderation. Aligned to a published Indian patent on offensive-content detection.
A document verification platform that runs OCR across Hindi, Marathi, and English, with automated image-quality checks for low-resolution submissions. WhatsApp-based ingestion brought the system within reach of non-technical users in the field.