In my current independent work, I deliver production Django applications for client businesses, replacing legacy server-rendered screens with React frontends. I moved recurring data exchanges into Celery jobs, reducing manual import and export work by 60%.
At Kern AI, I improved semantic-search relevance from 71% to 84% by refining embedding integration and Qdrant retrieval behavior for training-data records. I also worked on Python NLP services, improving request handling and integration tests.
At Rami.io, I worked on ticketing software, making payment webhook handling safe for repeated notifications and reducing duplicate payment-related actions by 95% in replay tests. Earlier, at Nephila, I developed Django CMS features and reusable components for client projects.

