At Xparall, I research context drift, decision traceability, and human-AI workflows. I'm currently focused on practical AI systems, Computer Vision, DeepStream, and AI workflow reliability.
At Qualitas Technologies Pvt Ltd, I acted as the SPOC for major projects and drove requirement-to-delivery workflows, improving sprint predictability and reducing delivery delays by about 20%. I also oversaw maintenance of a legacy product deployed across LPG plant sites in India.
At Doozie Software Solutions, I designed and delivered a solar plant data monitoring system deployed across sites in North Karnataka. I also built proof-of-concept solutions for electrical metering companies, supporting energy monitoring and remote device control via 2G/SMS.

