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The stacks, workflows, and shortcuts they don't post about. From someone building AI systems in production every week.

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Recent posts

July 31, 2026

Stop personalizing your cold email and fix the offer

Personalization was a proxy for effort, but AI killed that. Offers are now the way to stand out.
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June 10, 2026

How I'd build an AEO program: a machine per content type

Once you've got a channel that works, build AEO around valuable source material, a map of the buyer's journey, and one machine per content type.
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May 20, 2026

Why AEO won't fix your early-stage growth

AI visibility is being sold as the magic pill for startup growth in 2026. Most early-stage companies should find the channel already driving growth before they invest in SEO or AEO.
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April 29, 2026

Why Saturday Robot Exists

AI is changing the work faster than job titles can keep up. I'm sharing stories from unicorn startups as they grow and from everyday builders hitting the same problems, so you don't have to figure this out alone.
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