I'm a technical product manager building agentic systems at the edge of AI, cognitive design, and industrial operations.
At Beyond Limits, I lead development on AI-powered anomaly detection, RAG-enabled knowledge bases, and symbolic agent workflows—all wrapped in action frameworks that close critical value gaps in process deviation, predictive maintenance, and decision latency.
My career spans 12 years across AI systems, EdTech, and internal platforms—partnering with NASA technologists, DoD educators, and research teams from Caltech, UCLA, and the AAA Foundation. I've shipped impact across government labs and venture-backed startups alike, operating at the intersection of product strategy, complex systems, and applied human-computer interaction.
I trained in computer science, web development, and multidisciplinary design, with early work on the software side of cognitive science research. This gives me a unique lens: part engineer, part systems designer, part strategist.
Today, I focus on scaling agentic workflows that serve real-world operators—not just prototypes. I'm stepping into Director-level outcomes: aligning teams, shaping long-horizon bets, and translating AI capabilities into business-critical systems.
If I've learned one thing, it's this: think about people, products, and profits—in that order.
Toolkit
I work across systems and disciplines to close execution gaps and accelerate outcomes. These are the systems, mindsets, and practices I rely on most—especially when scaling product execution, aligning cross-functional teams, and converting ambiguity into durable progress.
- ✦ Strategic Roadmapping
- ✦ Portfolio Planning
- ✦ OKRs & Success Metrics
- ✦ Execution Cadence
- ✦ Outcome-Based Prioritization
- ✦ Work Slicing
- ✦ Cross-functional Alignment
- ✦ Risk Mitigation
- ✦ Customer-Centric Thinking at Scale
- ✦ Backlog Grooming
- ✦ Sprint Planning & Agile Ops
- ✦ Systems Design
- ✦ Technical Decision-Making
- ✦ API Design Literacy
- ✦ Diagramming
- ✦ Technical Documentation
- ✦ Git & Version Control
- ✦ Front-End Architecture
- ✦ Symbolic Reasoning
- ✦ RAG Design Integration
- ✦ Journey Mapping
- ✦ UX Strategy in Product Planning
- ✦ Problem Framing
- ✦ Research Synthesis
- ✦ Design Systems
- ✦ Heuristic UX Evaluation
- ✦ Rapid Wireframing & Prototyping
- ✦ Design Sprints
- ✦ Data-Driven UX Decisions
- ✦ Strategic Decision-Making
- ✦ Stakeholder Buy-in
- ✦ Leading Through Influence
- ✦ Cross-Functional Facilitation
- ✦ Problem Decomposition
- ✦ Hypothesis-Driven Development
- ✦ Interpersonal Intelligence
- ✦ Communication Uplift
- ✦ Bias for Action
- ✦ Execution Under Ambiguity
Selected Projects
CALTECH and Beyond Limits partnered for the Indy Autonomous Challenge, the world's fastest autonomous racing program. I led the design of the ground station UI for live telemetry and vehicle performance monitoring—an R&D initiative still in progress.
Experience
Sr. Product Manager – Platform & Agentic AI
Beyond Limits
Jun 2024 - Present
Product Design Lead – Knowledge-Base Ops Initiative
Beyond Limits
Dec 2022 - Dec 2024
Technical Product Manager & Design Lead
Insight Learning Technology, Inc.
Sep 2013 - Dec 2022
Product Designer & Front-End Developer
Insight Learning Technology, Inc.
Sep 2016 - Jan 2017
Programmer Analyst II
UCLA Psychology Department
Sep 2013 - Aug 2022
Product Designer & Developer
Tilofy
Oct 2014 - Oct 2015
Design Innovation and Strategy
Use All Five
Jun 2013 - Sep 2013