Product-minded
Start with the decision, user, and measurable outcome—not the tool.
AI product leadership · enterprise transformation · governed automation
Turn ambiguous enterprise workflows into measurable, secure AI-enabled operations.
I lead product, technology, and operating-model work where privacy, evidence, adoption, and delivery discipline matter as much as the model.
Privacy-aware
Make data boundaries and failure modes visible before scaling adoption.
Evidence-led
Pair delivery with records, verification, and a practical handoff.
Selected proof
Work that connects AI strategy to operations.
Applied AI research
Evaluating binary and ternary retrieval under a smaller memory envelope
A deployment-fit study of low-bit retrieval for constrained infrastructure — and a case study in catching an overclaim before it shipped.
Read case study →Agentic AI governance
Building governed automation instead of unchecked autonomy
An operating model for agentic workflows that emphasizes authorization, verification, reversibility, and evidence.
Read case study →Enterprise product operations
Modernizing an enterprise application portfolio
A product-operations approach to reducing risk and cost across a complex application estate.
Read case study →