Dmitry Donchenko

Lead an ML team building AI features end-to-end for a compliance platform serving enterprise clients across 180+ countries: framing, modeling, deployment, evaluation, and iteration. Built large-scale agentic systems for adverse-media screening over 10,000+ sources in 40+ languages: a planning agent plus tool-use agents for retrieval, NER / entity resolution, relevance scoring, deduplication, and risk enrichment. Built RAG assistants for compliance officers over procedures, regulatory texts, and external sources, with human-in-the-loop evaluation to control precision, hallucination risk, latency, and cost. Own evaluation and LLMOps: eval harnesses and quality metrics, prompt / version management, retrieval metrics, model / provider comparisons, monitoring, and fallback logic.

Built an on-device computer-vision system (Orange Pi) for fleet management at fuel stations: vehicle recognition across multiple camera streams and Arabic license-plate OCR.