At Joincube, Inc., I developed React interfaces and FastAPI services for an AI document search and technical review platform. I implemented document parsing, chunking, embedding generation, and pgvector retrieval while retaining source references for answer verification.
I integrated model APIs with structured response schemas and built evaluation cases for correctness, source relevance, and instruction following. I also added regression tests for identified failures and monitored inference latency and API errors.
At Nectilus, I built Python preparation services using pandas and scikit-learn, then connected prediction services to application APIs and web interfaces. Earlier, at Syberry Corporation, I developed API modules and SQLAlchemy data access components for database-backed applications.

