At Reply.io, I built a privacy-aware routing engine that sends public data to open-weight models while keeping sensitive client documents on enterprise providers. I also reworked text analysis into a multi-label system, increasing intent classification precision while maintaining full recall on critical compliance triggers.
At Xedrum, I designed and implemented a multi-stage pipeline that turns unstructured documents into Markdown and RAG-ready records. At SoftServe, I architected an enterprise AI platform combining ReAct agent orchestration with MCP-based RAG, and developed asynchronous FastAPI services for inventory and device monitoring.
