Public AI-native authority platform

I help builders and teams escape vibe-coding and build AI-native products that survive in production.

Without burning time on hype, without becoming hostage to a platform, and without breaking everything every time the model changes.

Work with me Community

You are probably in at least one of these places

01You have consumed more AI content than you have applied. The next saving thread won't change that.
02You shipped an MVP in Lovable, Bolt, or v0, hit some traction, and now you are stuck — vendor lock-in feels like a tax you can't stop paying.
03Every change breaks something else. You have no idea why. The build is green and the product is fragile.
04You manage senior engineers who refuse to touch AI tooling. Your top-down adoption mandate is dying quietly.
05Your PMs and designers can vibe-code now. The question is the perimeter — what they can change without breaking production.

Two paths forward

Companies — workshop / advisory

Unstick AI adoption in your engineering org

Skeptical senior engineers. PMs vibe-coding without guardrails. Mandate from above, resistance from the floor. I have done this at company scale. Workshop or fractional advisory.

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