At Exadel, I implemented durable LangGraph conversation state for Nautobot AI Cortex, preserving agent context across process restarts. I also developed relevance-ranked RAG controls and MCP client bindings for controlled access to network automation tools.
At TheRunner AI, I built a multi-tenant hospitality SaaS spanning AI agents, voice services, web and mobile apps, and AWS infrastructure. I kept LLM interpretation separate from authorization and side effects, and developed voice services bridging SIP/RTP calls to conversational AI platforms.

