Vitaly transforms business processes with intelligent applications built on large language models. With deep expertise in software engineering and advanced AI, he specializes in turning GPT, Claude, and other LLMs into production-ready solutions that deliver measurable impact. At *instinctools, he designs and ships intelligent ERP systems that leverage conversational AI to elevate user experience and automate decision-making. Pragmatic to the core, Vitaly focuses on real business outcomes, orchestrating proven models and robust engineering practices to get value into customers’ hands faster.
Discover what Agentic RAG is, how RAG agents work, and how to implement modern Agentic RAG architectures for AI-powered workflows in 2025. Includes open-source tools and real-world examples.