At Cybernef Technology, I architect production AI platforms that bring together web interfaces, backend services, retrieval infrastructure, and model orchestration for fintech, energy, and enterprise environments. I build RAG pipelines with hybrid retrieval and citation grounding so responses can draw on enterprise knowledge.
I integrate OpenAI, Anthropic, and Azure OpenAI behind provider-agnostic services, with structured outputs, tool calling, and fallback strategies. I also develop FastAPI and NestJS services and React.js and Next.js applications that connect AI capabilities with product workflows.
At WV Media, I led machine learning initiatives across classification, regression, forecasting, and NLP. I worked across model development and production handoff, using Python, Scikit-learn, PyTorch, TensorFlow, and MLflow.
Earlier, at Xerox, I produced Python applications and data-processing services, and embedded machine learning capabilities into software workflows. At Iron Roach Entertainment, I programmed Python applications and shipped product features.

