Agentic platforms
Internal systems, agent harnesses, memory, retrieval, integrations, and adoption loops.
Applied AI · production systems · ambiguous problems
Hands-on AI leader for systems that have to work at real scale.
I turn messy product, data, and infrastructure problems into production systems, working across discovery, architecture, modeling, and final implementation.
100x
growth environments
1B+
tokens per day systems
15
teams led or started
How I work
From ambiguity to shipped systems.
My strongest work is in the space where the problem is not yet clean: when the product opportunity, data model, technical architecture, and operating path all need to be discovered together.
I am useful because I can move between levels: framing the business question, designing the system, building the first version, setting up evaluation loops, and carrying the work into production with the team.
Current focus
Applied AI that becomes operating leverage.
Evaluation and reliability
Practical evals, feedback loops, cost discipline, and production behavior that can be trusted.
Data and marketplace systems
Identity, profiles, ranking, automation, and systems where product and data shape each other.
Background
Engineering depth, operating range, founder energy.
Rokt
Distinguished Engineer, AI; executive committee member; led and built across AI, operations, and product systems.
Kasa Living
Machine learning systems for risk detection and operational automation.
Bitmain · Google · Entrepreneurship
Early operating, strategy, engineering, forecasting, and founder experience across very different domains.
Stanford GSB · Loughborough
MBA and first-class engineering background, with a long-running interest in systems, incentives, and judgment.
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