WORK
Selected problems I’ve worked on at the intersection of product, AI, systems and enterprise transformation.
01 AI PRODUCT
LumiReg
Turning complex regulation into source-grounded AI answers.
10 interviewsDiscovery
2-week MVPProduct
RAG · APIsEngineering
02 AI SAFETY
LLM Guardrails
34.4% → 0%
An experimental investigation into protecting retrieval systems from indirect prompt injection.
34.4% → 0%Observed attack success
93.3%Task utility
03 PRODUCT LEADERSHIP
Enterprise product leadership
Building enterprise products, teams and businesses at scale.
20+ yearsTechnology
35% growthCustomer growth
$77.6MIncremental revenue