AI/LLM Product Engineer | Autonomous Agents & RAG Architect
Building production AI agents, RAG systems, and MCP integrations for enterprise business processes.
Download CVI specialize in designing and implementing production AI agents and MCP integrations for enterprise systems. My expertise spans autonomous agents, RAG architectures, and seamless integration with business platforms like Redmine and ELMA365. I turn complex business operations into intelligent, automated solutions that drive efficiency and innovation.
2026 - Present
Designing and implementing production AI agents and MCP integrations for Russian ERP systems and BPM/low-code platforms. Specializing in turning business operations and corporate knowledge (Wiki, regulations, Redmine tasks) into safe, read-only LLM tools with hybrid RAG, token-aware chunking, and SSE-based orchestration. Currently focused on autonomous agents for accounting automation, task management, and deep integration with Redmine + ELMA365-class systems.
2026 - Special Highlight Project
Developed a production-ready Model Context Protocol (MCP) bridge using FastMCP. Exposes Redmine projects, issues, metadata, and search as secure LLM-callable tools. Implemented async SSE transport for real-time integration with LLM orchestrators (ELMA Cortex compatible).
2025
Built fully autonomous 24/7 AI system (7x faster content generation).
Full architecture from scratch with FastAPI, Azure Document Intelligence, OpenAI + Mistral, >95% accuracy on 20–50 page documents.
Yandex.Crowd
Terra AI
Red Stars
Created AI calling robot (20x cost reduction)
Applied Informatics "Artificial Intelligence"
2026
"ChatGPT Professional"
2025
Neuro-assistant for Life Balance Wheel with Gemini
PredictMap CV service
English — B1
Interested in collaboration or have a project in mind? Let's connect!