Flow. Insight. Iteration.
I help founders and small teams unlock momentum by blending human creativity with AI-powered exploration — what is called “vibe coding.”
Why It Matters
AI has changed the way we build. You don’t outthink it — you guide it.
Like a river, AI carries immense force. If you try to fight it, you stall. But if you learn to move with it, you reach places you couldn’t before.
Vibe coding is about harnessing that flow. Instead of dragging through endless sprints or over-engineered prototypes, we explore multiple paths quickly, converge on what works, and package it so your team can build with confidence. It’s less about controlling every detail, more about steering the energy where it matters.
Success Cases
Calibration Pipeline Overhaul
A complex calibration pipeline wasn’t aligning physics-derived metrics with a trusted reference stream. Through AI-assisted coding sessions, I surfaced the underlying math issue, rebuilt the data path, and validated results against reference data. The outcome was a clear, repeatable calibration step exposed via RPC and consumed cleanly by the UI.
Team On-Ramps & Prototypes
Helped small teams stand up modern full-stack environments (React, Node.js, Supabase, Vercel, Redis) and prototype AI features quickly, with patterns designed for scaling later. Support included initial stack setup, configuration, and workflows so teams could move fast without accumulating technical debt.
How I Help
- Vibe Coding Sprints
1–2 week intensives to unblock a prototype or validate a product direction. - Advisor on Retainer
Ongoing support for AI-augmented code reviews, debugging, and workflow coaching. - Team Workshops
2-day hands-on training to introduce AI-assisted development safely and effectively. - Fractional Builder/Advisor
Senior technical energy when you need momentum without a full-time hire.
Tech & Tools
- Stacks I work across: React, Next.js, Node.js, Supabase, Vercel, Redis.
- AI models & services I use where appropriate: ChatGPT, Claude Code, Gemini, Codex.
- AI/search components I’ve integrated: Pinecone (vector DB for RAG), Voyage AI, Kiro.
Pitfall Avoidance
Vibe coding isn’t just about speed — it’s about staying upright on the wave. I help teams avoid:
- Hallucinated logic sneaking into critical paths.
- Security gaps from unchecked AI-generated code.
- Prototype debt that blocks production readiness.
- Misconfigured stacks that cause fragility and wasted effort.
Who This Is For
- Seed-stage startups (2–5 engineers) who need to move quickly without losing control.
- Solo founders who want a compelling demo without hiring a team.
- Teams transitioning to AI-augmented workflows who want guidance and guardrails.
Why Me
I’ve delivered across space, energy, and AI domains — leading multi-disciplinary programs at Amazon, SunPower, and Skycatch. My edge is blending technical depth (full-stack + AI orchestration) with program leadership, so teams not only move faster but also avoid costly mistakes.
Think of it like Mavericks: at the bottom of the wave, it can feel overwhelming. But once you’re riding on top, the view opens, and the horizon is limitless. My role is to help your team get there safely — and ride the energy of AI to reach what was once out of view.
👉 Ready to unlock momentum in the age of AI? Contact me to book a vibe coding sprint, workshop, or advisory engagement.