Product Manager · AI Products · Builder

Shipped two 0-1 AI-native products. AI-fluent in Cursor, Claude Code, and more. 10+ years in tech: Full Stack Software Engineer, Business Partner to Product Manager.

About me & why AI-PM →
See my workSee how I use AIGet in touch

Watch how Impact, Influence, and Curiosity shaped my career arc (< 2 mins)

Selected work
Hash Health: trust before growth
Three onboarding iterations. One core trade-off: personalization vs. first value moment. ~70% activation.
PostHog MCPAI Product0→1ActivationUser InterviewsFunnel AnalysisAI EvalsRapid Iteration
Loft AI: From Scoped to Shipped in 12 Weeks
The execution story: three AI layers, evals, a prototype, a feature built from user feedback. One shipped app in 12 weeks.
RAGAI Evals0→1AI PrototypingCross-functionalRapid Iteration
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Loft AI: Defining What to Build and Why
Joined as the first PM hire into an existing product vision. Narrowed a broad scope to three capabilities worth shipping first.
RAGVector DatabaseDiscovery InterviewsSegmentationMVP Scoping
Instrumented from zero: building the analytics layer for a B2B AI product
No events. No user actions tracked. Event schema designed from zero, working dashboard shipped in 14 days
AmplitudeMixpanelMeasurement StrategySelf-starterOwnership
AI in my workflow

How AI augments my product thinking

Turning a Spec Into a Living Prototype with Synthetic Personas
Created synthetic personas grounded in our actual user base to pressure-test the notification feature.
Claude CodeSynthetic PersonasFeature PrototypingEdge Case DiscoveryUser AdvocacyTeam Alignment
Feb 2026
From product instinct to stakeholder alignment in an afternoon
How I use AI prototyping to visualize an idea and communicate quickly with the team for alignment.
LovableV0AI PrototypingStakeholder Alignment
July 2025
Side projects
Product Builder's Field Test with AI Tools
This portfolio is the project. AI tools, one domain, a DNS rabbit hole, and a few afternoons where I almost burned through my Claude Design quota in one sitting. Here's how I shipped it.
LovableClaude DesignClaude CodeClaude Co-workCursor AgentGitHubDNS & Domain SetupVercel Deploy
Read the build →
Writing
The Apple and Claude Code
March 2026
What Staying on Claude Pro Taught Me
April 2026