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AI Code Security Debt: The Tax on Fast Builds (Simply Explained)

A plain-language guide to ai code security debt. No jargon, no tech speak, just what it means for your business.

By Mike Hodgen

Want the full technical deep dive? Read the detailed version

Building Fast Is Real. So Is the Cleanup.

I built a working product last week. Idea on Monday, live by Friday. That's not me bragging. That's just what my job looks like now with AI doing the heavy lifting.

If someone told you AI can turn an idea into a real product in days instead of months, they told you the truth.

But here's the catch. When you build that fast, you cut corners. Not always on purpose. The AI writing your software is focused on getting it to work, not on locking the doors behind it.

I call this AI code security debt. Think of it like a house built in a week. The walls are up, the lights turn on, everything looks finished. But nobody checked if the front door actually locks.

The Surprise: The Same Doors Get Left Open Every Time

Most people assume fast-built software is a random mess. Different problems in every project. If that were true, building fast would be too risky to trust.

But that's not what I found.

I went through a stack of my own fast-built projects with a fine-tooth comb. The problems weren't random at all. It was the same handful of mistakes, over and over, in the same places.

And predictable mistakes are fixable mistakes. Once you know what to look for, checking for them is just a checklist.

Here are the four doors that keep getting left open.

The Four Doors

Door one: locking rooms one at a time instead of locking the whole building.

Most AI-built software handles security room by room. You build a feature, then you remember to add a lock. Build another feature, add another lock. It works fine, until the day someone forgets.

The moment you forget one lock, that room is wide open to anyone. No alarm goes off. It just quietly lets strangers in.

The fix is simple in concept. Lock everything by default. Then deliberately unlock only the rooms that are supposed to be public. Now if someone forgets, the room stays locked. Forgetting becomes safe instead of dangerous.

Door two: the filing cabinet anyone can open.

Modern apps store your customer information in what's basically a digital filing cabinet. These cabinets come with a setting that decides who's allowed to look inside. And that setting is often switched off by default.

When it's off, anyone who knows where to look can read everything. Customer records, the whole thing.

I'm not guessing here. I checked my own work and found nine of my own filing cabinets were readable by anyone who had the web address. Nine. Built fast, working great, and quietly wide open the entire time.

I tell you that not to admit I'm sloppy, but to make the point that matters. This is the normal starting state of fast-built software. The tools make "off" easy and "on" something you have to remember. The AI never remembers for you.

The fix is to flip that switch on for every cabinet, then actually test it by trying to peek in as a stranger and confirming you get nothing.

Door three: the bouncer who isn't really there.

Good apps have a bouncer at the door. If someone tries to slam the same request a thousand times in a minute, the bouncer cuts them off. This protects you from abuse.

Here's the sneaky part. On a lot of modern setups, the bouncer's memory gets wiped constantly. So he keeps forgetting who he just turned away. The bouncer looks like he's working. The code reads perfectly. But in practice, he's doing nothing.

This is the dangerous kind of mistake because it passes every inspection. You'd have to know how these systems work behind the scenes to even suspect it.

The fix is giving the bouncer a permanent notepad that doesn't get erased and that every door shares. Now his count actually sticks.

Door four: the open tap connected to your bank account.

This one is specific to AI apps, and it hits your wallet directly.

Some features cost real money every time they run. Generating an image. Analyzing a long document. Each click costs me money paid to the AI provider.

Now picture one of those expensive features with no lock on the door and no working bouncer. That's a tap connected to your bank account, left running, in public.

The attack isn't sophisticated. Someone finds your most expensive feature and just hammers it. Each click drains your account a little more, and nothing stops them at click one thousand or click one million.

Nobody steals your data. They just spend your money. The damage shows up as a bill, not a headline, which is exactly why it's easy to miss until the statement arrives.

The fix has three parts. Require a login before any expensive feature runs. Track who's using how much. And set a hard ceiling that shuts the feature off before the bill gets catastrophic.

You Don't Fix This by Slowing Down

Here's where most people draw the wrong conclusion. They see four open doors and decide the answer is to build slower. More meetings, more reviews, less shipping.

Wrong.

Slowing down doesn't fix anything, because the problem was never your speed. The problem is the same four shortcuts keep showing up. And repeating problems don't get solved by being careful. They get solved by building the fix once and reusing it.

Think of it like a contractor with a proven blueprint for door locks. He doesn't reinvent the lock on every house. He installs the same reliable lock every time, automatically.

That's what I do now. I built each of these four fixes one time. Lock everything by default. Filing cabinets secured by default. A bouncer with a permanent shared notepad. A guard in front of every expensive feature.

Now every new project I build starts with all four already in place. I still ship in a week. But the week's work starts from a locked-down foundation instead of a wide-open one. I pay the tax once, not on every project.

This is also why I can talk about this debt out loud. I'm not confessing weakness. I'm showing you I know exactly where the problems hide and exactly how to close them, because I found every one of them in my own work first.

The Person Who Names the Problem Is the One You Want

Anyone selling you "AI builds perfect software" is lying. Stop taking their calls.

The honest version is the one I'll give you. The debt is real. I'll tell you exactly where it tends to live, because I've dug it out of my own projects, not just talked about it.

If you've already built something fast, and you should, the speed is genuinely worth having, you might be wondering what's hiding inside it. That's a specific, finishable job. I'll find the unlocked doors, the open filing cabinets, the fake bouncers, and the running taps, and I'll hand you the fixes that close them for good.

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