I design AI behavior systems and evaluation frameworks.

My work replaces static documentation with dynamic, contextual guidance that helps engineers and designers build, prompt, and evaluate AI systems more effectively at scale.

I focus on:
– Prompt and system instruction design
– AI evaluation frameworks and quality tuning
– Knowledge architecture for grounded responses (RAG)
– Scalable guidance systems that reduce iteration and failure rates