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        ai Tag
        HomePosts Tagged "ai"

        Tag: ai

        Vibe coding scales until it doesnt
        DevelopmentAI
        May 5, 2026By Doug Saltzman

        Vibe Coding Scales… Until It Doesn’t

        The speed is real.

        want to say that upfront because this isn’t a post about why AI-assisted development is dangerous or overhyped. We use it and it’s changed how fast we can move and for certain things that’s been genuinely valuable.

        I’m writing this because we’ve had a version of the same conversation three or four times in the last year with founders who built something fast, launched it, grew it, and then hit a wall that cost them significantly more to fix than it would have cost to avoid.

        The pattern is always roughly the same.

        It starts with the demo working.

        Week one is great. The thing runs and it does what it’s supposed to do. The AI helped you move fast and the fast movement felt like the right call because you needed to validate the idea before investing heavily in the infrastructure.

        That part is fine.

        That part is actually correct.

        Then you add one more feature.

        And another. And a third-party integration because the native solution was going to take two weeks and the bolt-on took two hours. And a workaround that one developer understood completely but never wrote down because there wasn’t time.

        None of these decisions are wrong in isolation. Each one made sense given the deadline, the budget, the priorities that week. The problem is that they compound. Every shortcut that worked in the demo becomes an assumption baked into the system. Every undocumented decision becomes a puzzle for whoever touches the code next. Every patch that fixed the immediate problem without addressing the underlying one sits there quietly until something forces the reckoning.

        The reckoning usually arrives when you hire someone or when traffic spikes or when a client asks for something that should be simple and suddenly nothing is simple.

        By that point the person who understood how everything fit together has mentally moved on. The system works until it doesn’t and when it stops working nobody knows where to start. What you have isn’t a product anymore. It’s a patchwork that requires institutional memory to operate.

        That’s when you call someone like us and we look at it and have to tell you that the fix costs more than the original build.

        Engineering discipline doesn’t mean slow.

        It doesn’t mean months of planning before you write a line of code. It means someone on your team is thinking one level above the immediate problem.

        What does this decision mean three months from now?

        What would a new developer need to know to understand why this works the way it does?

        What are we cutting corners on intentionally versus accidentally?

        Those questions don’t take long and skipping them consistently is what gets expensive.

        Build fast. Use the tools. Ship the damn thing. Just make sure what you’re building can carry the weight of what you keep adding to it.

        We build and maintain web and platform systems for growing businesses. If your stack is starting to feel held together with good intentions, let’s talk.

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