I built a Gem in twenty minutes to handle a framing problem I'd been fighting for months. That part worked. What I didn't expect was what happened when I started giving it stakeholder feedback — and asking it to improve its own instructions.

My phone was 96% full and I was leaving for vacation in a few days. The reason I couldn't clear it was an external hard drive I'd been avoiding for years — 25 years of photos, buried in backups of backups, scattered across 30-plus folders. I gave myself the weekend and let AI do the heavy lifting. It recovered 2,101 photos I didn't know I had — including the full Morocco trip I thought was only 304 photos. The number that mattered most: zero deletions.

I'm not a developer. I don't know how to write code. I've never taken a programming class. And yet I've built automated tools that saved me hours every week — by doing exactly one thing: describing the problem to an AI and letting it build the solution.

I was re-thinking the same framing decisions every week. How direct should the summary be? What counts as a real risk versus noise? None of that was strategic. It was just repeated cognitive setup. I wasn't looking for automation. I was looking for less friction.