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Portfolio

Case Studies

Systems thinking across infrastructure, AI/ML, and platforms.

12×
Underwriting throughput
1200% productivity with AI
33%
Auto‑decisioned apps
Human‑in‑the‑loop ML
19→9
Catalog simplified
Clearer SKUs, better positioning
6 mo
AI to production
Reduced time‑to‑market
MacStadium Logo
Infrastructure

SKU consolidation from 19→9, VMware risk mitigation with VPC strategy, and enterprise deployment standards.

Product strategy • Infrastructure • Enterprise
Carputty Logo
AI/ML

Automated underwriting with AI: 1200% productivity increase and 33% of apps AI‑decisioned.

ML pipelines • Human‑in‑the‑loop • Fintech
DVIGear Logo
Platform

Linux migration for AV control, SDVoE leadership, and disciplined software practices.

Platform engineering • Process