Senior engineer who's shipped AI into Fortune 500 environments. Now I help founders do the same. I fix what vibe coding can't.anchorstack.dev San Antonio, TX, USAJoined February 2026
I watched a founder build 80% of a real product startlingly fast, solo, with AI. The last 20% — the part that survives real customers hitting it in ways you didn't test — is a different skill. Not a prompting skill.
I keep telling founders the same thing: every "small" data bug in a growing app is a tax you pay once per transaction, forever. Multiply it by however many customers you're about to onboard, and it stops being small.
I sat through a live walkthrough of a founder's AI-built platform, start to finish. Impressive. Then I watched three small bugs surface in fifteen minutes, each one invisible until you hit it in exactly the wrong order.
I've noticed the founders who ask for an audit before scaling aren't the nervous ones. They're the ones who've done the math on what downtime costs mid-quarter.
I have years of engineering behind me and STILL shipped a fragile AI-built app. If it can happen to me, the problem isn't you. It's what you were never taught to ask for.
A founder told me this week: "I don't want the company's foundation to be laid by me." He's about to run real customers and real revenue through software he built himself. That sentence is the whole reason audits exist.
I watched a bug eat fifteen minutes of a call: a value entered early in a workflow silently disappears a few steps later. Re-enter it by hand. Every time. Small bug, except it's a tax paid on every transaction, forever, until someone traces it.
I watched a bug happen live on a call this week — a page that needed a hard refresh to behave right after a routine flow. Not a caching problem. A lifecycle problem wearing a caching costume.
Every real bug should become a tripwire so it can't quietly come back. Fix it once, never fight it again. Most AI apps skip this and pay for it on repeat.
I asked a founder how he'd set up his AI-built platform. His answer: "I just did everything it suggested without knowing what any of it does." Not a criticism — that's the honest state of solo AI-built software right now, and exactly why it needs a second set of eyes before it carries real weight.
I ran a free audit live on a call this week. The founder, watching the report generate: "what's it gonna say, that I'm an idiot?" No — it says what every AI-built app says around month nine: strong shell, thin foundation. Not a verdict. A punch list.
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2026 Edition Is Here!