Andrew Edmond

Independent buy-side technical due diligence

linkedin.com/in/andrewedmond ↗
Southern Spain · Remote & onsite

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Get Camino build log · 1 of 10

What makes an AI-built app "real"

Before the story of what I built, the standard I refused to ship without — and why it’s the standard, not the tooling, that separates a product from a demo.

The barNo credit unless the app cleared every line
  • Real users on a real domain, full dev / staging / prod pipelines
  • English and Spanish — plus German, Italian, French
  • Unit, integration, and end-to-end tests in CI
  • Error monitoring with uptime paging
  • Rate limiting verified against live traffic
  • Staged environments with deploy guardrails
  • Security headers checked in production
  • A citation on every claim, enforced by a build gate

“Executive builds an app with AI” is a genre now. Most of them are demos.

So before I tell you about mine, here’s the bar I held myself to — the eight lines above, and not one of them optional. A polished demo clears maybe three.

That bar is met. Get Camino, a relocation guide for people moving to Spain, is live on the web today, with iOS and Android in app-store review.

Here’s the part that should get your attention: I hadn’t written production code in 15 years. I built this in under a week with Claude Code and Anthropic’s Fable model, with some Opus 4.8 thrown in.

And here’s the part that keeps it honest: the week was fast because of thirty years of engineering judgment, not despite it. AI collapsed the cost of typing. It did nothing to collapse the cost of being wrong — that part was still my job.

In the notes that follow, I break the build down into leadership lessons for the AI era, with receipts: the architecture invariants, the truth pipeline, the ops story, the testing story, and the bug my wife found that three builds had survived.

This is one post from a longer build log. If you're weighing an AI-built codebase, that's the work I do — or find me on LinkedIn.