Full-Stack AI Engineer
Now I build AI products while keeping my day job as VP—and I write about the journey. The wins, the failures, and everything in between.
What I've Built
Start with the course for the operating model. Use Prova to practice it through guided sprints. Use DIALOGUE to turn expertise into multilingual podcasts, and STRATUM to pressure-test strategy with AI frameworks.
Explore the Course
$199What to automate. What to protect. Where to go deeper. How your team needs to change.
The 75-80% AI-first operating model for media teams
Real failure cases, honest ROI, ethics guardrails
Module 1 is free — no purchase required
Explore the Course
$199
From Workflow to Operating Model
Start here
Course if you want the full system. Paths if you want a curated starting point. Sydney if you already know the question.
Thoughts on AI, learning, and building
I pushed what should have been an upgrade to my podcast platform's voice system. Six days and several commits later, I deleted 2,724 lines of code and rolled back to what worked. Here is what happened and what it taught me about testing production AI changes.
I pushed what should have been an upgrade to my podcast platform's voice system. Six days and several commits later, I deleted 2,724 lines of code and rolled back to what worked. Here is what happened and what it taught me about testing production AI changes.
Nineteen days after cancelling Claude Max, my pattern has settled. Codex with GPT-5.4 on xHigh took the coding seat. Claude Code with Opus 4.7 on xHigh took every other seat at the desk.
People still message me asking if the 7 Andrew Ng courses I recommended in 2023 are the right path today. Short answer: most of them, yes, but with a different roadmap around them. Here is my 2026 update, with per-course verdicts and a forked path for builders and operators.
