
AI that does a real job in the product.
AI systems
I design agentic workflows, retrieval systems, document intelligence, and evaluation loops around a clear user or operator decision, not around an AI demo.
- LLM applications
- Agents and orchestration
- RAG and knowledge systems
- Evaluation and guardrails


