I build AI products and enablement systems that bridge product, operations, and engineering.
With 10+ years designing and scaling operational and AI systems across CX, quality, and automation, I lead CX technology and AI at Tools for Humanity’s World App, a global product serving nearly 39 million users. I support a 500+ BPO agent network and deliver AI-driven support systems with ~90% containment, owning the Zendesk platform end-to-end across bots, automation, QA, WFM, and cross-platform integrations.
I build production AI systems that turn real user behavior into automation, experimentation, and decision-making loops. My work includes designing event-driven platforms, multi-agent workflows, and mobile-integrated systems, including provisioning infrastructure for 800+ agents with 95% error reduction, and production-safe experimentation frameworks with full CI/CD and localization pipelines.
Previously at Coinbase across NFT Marketplace, Institutional Custody, and Prime Brokerage, I developed a deep understanding of how systems fail and how to design products that perform under real-world pressure.
I specialize in modular, observable AI systems that enable safe scaling, rapid experimentation, and continuous product improvement across teams, workflows, and user-facing products.
See what I'm building
Built from empty repo to live in 5 days. A crypto market intelligence mini-app for World App (30M+ users). AI-generated market briefs, verified-human conviction polling, curated news feed, educational learn system, and gamification through voting badges and accuracy tracking. World Chat integration for viral sharing. 500+ users, 100K+ impressions. Internationalized across 6 languages with on-chain USDC payments.
AI trading desk on Arbitrum + Base. An Analyst and Portfolio Manager (both Sonnet, tool-use) make real-time decisions against a rules-based playbook. WebSocket OMS handles stops, trailing, and conditional entries. Weekly Strategist reviews on Opus tune the playbook. Hard-coded risk guardrails keep AI autonomy within bounds.
Available for fractional AI engineering engagements, architecture reviews, and consulting.