The Hired Gun

Stop Reviewing Code: The Next Generation Won't Write It. They'll Context It.

Code Review As We Knew It Is Over

Not because kids are lazy. Because we're watching computers get reinvented. Agentic coding didn't just change code review. It changed what it means to build, who gets to build, and what "source code" even is. If you want to understand why the code review debate goes nowhere, you have to pull it apart first. When it comes to code review, there are only two perspectives in the room, and we keep pretending there's one. To see it, you have to understand there are two sides building with the same tools and grading each other on the wrong rubric. On one side, Engineers. On the other, Creators. pasted picture

The Coding Perspective:

This is the group most people picture when they hear "AI coder." And you're right, they are using it for everything. But they're not who you think. This is the group that invented the machines. They don't just write code, they understand the physical exchange underneath it. They can tell you what actually changes when you go from 2GHz to 3GHz, because they know what that does to trigger times on the silicon. They know compute at a depth most of us will never touch. Like whales - they live at depths we only visit. And because they know that depth, they can't imagine building any other way than exact calculation. Every language we have today was built that way. Every line, every space, painstakingly mapped so it would manipulate hardware exactly as you told it to. That's how coding was born. And that's why Engineers who aren't coders still defend it. If you got an engineering degree in the last 30 years, coding was part of the curriculum. You were taught that rigor is code review. That an exact spec is how you prove you understand the system. So when someone ships a product without reviewing the code, it doesn't just feel sloppy to you. It feels like someone is saying your education was wrong. It's not. Your education was built for a world where code was the benchmark. We're just not in that world anymore.

The Creator Perspective:

Then there's the other side. The artists. The marketing teams. The photographers. The sculptors. The people who never had "Intro to C" in their degree plan. They don't build by spec. They build by feel. A photographer doesn't write a spec for light. She takes 300 shots, deletes 299, and keeps the one that feels right. A sculptor doesn't argue about the exactness of the chisel stroke. He hits it until the form shows up. They create, break, erase, and try again. Rigor would kill the work. Iteration is the work. So when a Creator uses AI to ship a product, they don't look at the code because the code was never the product. The outcome was. Asking them to do a code review feels like asking a photographer to review the photons.

This massive culture merge demands a bridge to fix the gap that has become code review. The old form was: read every line and prove you understand the machine. That form doesn't scale when a creator ships 10,000 lines before lunch. And it doesn't make sense when the code was never the point. What scales is what engineering has always used when systems get too big to hold in your head. Topology. pasted picture Not lines. Structure. Where does data enter? Where does it transform? Where can it fail? Where does it touch the outside world? The Creators already know this tool. They just call it something else. They call it a sketch. A mood board. A storyboard. A brainstorm on a whiteboard. It's the same thing: a low-resolution map of a high-resolution idea. So you can see if the idea is sound before you argue about the brushstrokes. This is what code review has to become. Not a line-by-line audit. A topology check. And that's the gap. Creators know how to sketch, but they don't have a way to sketch systems. Engineers know how to map systems, but they've only built the tools in code. We have to build it this way, before any real organization can trust the next generation of engineers product builders. Not the next generation of kids. The next generation of builders. Like it or not, there are now millions of Creators who are shipping real products, with real users, without ever opening a diff. Right now, no CTO can look their board in the eye and say "we reviewed it" when the topology lives only in someone's head and in a chat log. That doesn't scale and trust doesn't come from pretending they all became Engineers. Trust comes from giving them a map both sides can read. SI will change the way engineering happens. I don't think it replaces the Engineer. Engineers who understand the depths will be more valuable than ever. But it will do to what it does to anyone or anything else that doesn't change with the times. It will make them extinct. Code review as we knew it is over. What replaces it is how we decide who we trust to build next.

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