I started my technical training in Pune, learning command-line tools including WordStar, Lotus 1-2-3, and dBase. That foundation in logical, step-by-step computing later informed my work as a prompt engineer and data consultant.
After working at a computer shop in Jagdalpur, I launched an independent computer venture. Over the next two decades, I supported thousands of enterprise clients through changing hardware and network generations.
I later moved into English-to-Hindi translation and localization, bringing technical manuals, error codes, and system concepts into natural, context-aware Hindi. I now apply my language skills and technical experience to generative AI work, including prompt engineering, multi-turn prompt evaluations, and adversarial red-teaming without coding.
