I partner with small and mid-size companies to identify untapped opportunities and build production-grade ML solutions that drive customer engagement and revenue.
I founded Latent Value Lab to bring senior-level AI and ML expertise to companies that don't yet have it in-house. My work bridges rigorous applied mathematics with the pragmatic demands of shipping production systems at scale.
Currently an Applied Scientist at Amazon, where I lead the development of search, recommendation, and agentic conversational video discovery systems for Fire TV — serving tens of millions of users. I also have deep experience building ML systems for fraud detection, gaining a strong appreciation for high-stakes, real-time inference.
My goal is simple: help your company find the AI opportunities hiding in plain sight, and build the systems to capture them.
From strategy to shipping — I work across the full ML lifecycle to deliver measurable business outcomes.
Design and build personalized search and recommendation engines that surface the right content, products, or experiences to the right users — increasing engagement and conversion.
Architect LLM-powered agents and conversational products that go beyond Q&A — taking actions, personalizing responses, and integrating with your data and workflows.
Build real-time ML systems to detect fraud, abuse, and anomalous behavior — protecting your users and business while minimizing false positives that hurt good customers.
Establish the infrastructure, pipelines, and MLOps practices needed to take models from notebook to production — reliably, repeatably, and at scale.
Audit your existing data assets, identify gaps, and design an instrumentation and analytics strategy that turns raw data into actionable business intelligence.
Work with your leadership and product team to identify the highest-ROI AI opportunities, prioritize initiatives, and build a credible technical roadmap you can execute against.
A focused, hands-on engagement model designed to move fast and deliver real results.
We start with a free conversation to understand your business, current data assets, and the outcomes that matter most to you.
I map your data landscape to identify the highest-ROI ML opportunities — quick wins and longer-term strategic bets.
Hands-on development of production-ready solutions. I write real code, build real systems, and ship them alongside your team.
Knowledge transfer, documentation, and ongoing advisory so your team owns and can extend what we built together.
Whether you have a specific project in mind or just want to explore what's possible with AI for your business, I'd love to hear from you.
I work with a small number of clients at a time to ensure focused, high-quality engagements. Reach out early — let's see if we're a good fit.
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