At Restream Media LLC, I engineer and maintain an integration testing system for media backend components using the Docker API and GitLab CI pipelines. I also enhance high-load backend services and optimize media processing pipelines for throughput and reliability.
I work on network-aware media delivery using adaptive-bitrate streaming patterns such as HLS and MPEG-DASH, alongside RTP, RTSP, and WebRTC. I integrated AV quality monitoring, including VMAF and custom measurements, into transcoding pipelines to surface regressions.
At Nextologies LTD, I developed a Speech-to-Text service for real-time subtitles and closed captions, and a Commercial Detection system for TV broadcast feeds that received the NAB Show 2022 award for excellence. I also created a Caption Inserter application for converting caption formats and integrating captions into H.264 bitstreams.
Through Upwork, I worked on more than 70 media data processing projects across embedded devices and cloud-based streaming pipelines, contributing to products including Zencastr, Snapscreen, SightData, FelixSmart, and Carbon Trainer. Earlier, I developed C firmware for ARM and AVR devices, worked with TCP/IP and sockets, and built control and calibration software.

