Sources over vibes
If a system can't show where a fact came from, it doesn't get to publish it.
Solo builder · Toronto
About
I build the pipelines, render tools, and verification systems behind LOKKR — and I make them for other teams too.
I'm a solo builder in Toronto. I make AI content systems — the pipelines, render tools and verification layers that turn a topic and a brand into finished, publishable work.
Most AI content is fast and wrong. It fills gaps with fiction and drifts off-brand the moment you stop watching. I build the opposite: systems where every claim traces to a real source and every draft clears a gate before it ships.
That thesis became LOKKR — a queer nightlife intelligence platform running across five cities — and it's the same architecture I now build for other teams.
PhotoPortraitAdd real media in Admin
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What I believe
Finished, not clever
The point is shippable output, not an impressive demo that needs an hour of cleanup.
Small, sharp tools
Most problems don't need a platform. They need one tool that does one thing well.
The source-traced, gated process behind every build.
The proofSelected work →Systems designed and shipped end to end.
Available for selected builds