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Thoughts on engineering, product, AI, and whatever else occupies my mind. No fluff, no filler.

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Case StudyJanuary 15, 2026·6 min read

How I generated $74K for a marketing agency in 45 days with AI

Most agencies waste months on proposals and cold calls that go nowhere. Here's the exact automated outbound system I built for Galax Media — and why it worked when everything else hadn't.

StrategyNovember 11, 2024·5 min read

Why most AI automation fails (and what actually works)

Businesses spend thousands on AI tools that deliver nothing. It's not the tools that fail — it's the order of operations. Here's the mistake I see every single time.

GrowthAugust 3, 2024·7 min read

From 200 to 20K followers in 3 months: the system behind the growth

It wasn't luck. It wasn't going viral once. It was a repeatable system for content production, distribution, and lead capture. Here's exactly how it worked.