At Monstar Lab, I led the development of enterprise Generative AI solutions for knowledge management and workflow automation. I designed scalable RAG architectures combining vector search, enterprise documents, and LLMs.
I also developed AI agents for multi-step reasoning and task automation, and built backend services for AI inference, document processing, and semantic search. I integrated enterprise systems with OpenAI and other LLM providers through secure APIs.
At LIG Inc., I designed AI-powered applications and document processing pipelines for enterprise knowledge bases. I developed conversational assistants using RAG and implemented semantic search and embedding pipelines for unstructured data.
Earlier, at Atrae, Inc., I developed backend services for enterprise HR and recruitment platforms, including REST APIs, reporting systems, and database-driven applications. My work there established the backend engineering foundation I later applied to AI systems.
