This is an intervention.
We need to talk.
Put the hotdog down.
If you need to completely rebuild your architecture to "leverage" AI, you don't know how to build and scale. You're also telling on yourself. Whooops.
Every few months, ya'll seem to love announcing an upcoming massive secret. A stealth project. Something you're so extremely excited about.
And then the unveiling...
"We had to replatform in order to use AI!"
WHY?!
Nice! Your codebase can't accept new data flows, plug in new services, or extend functionality without cascading rewrites! Welp, I hate to break it to you, this is not an AI problem..... (holds up mirror).
The biggest thing you've unveiled is that you haven't been continuously improving for scalability, reliability, and maintainability. Slop in, slop out.
Clearly, your architecture is a mess, and AI will just produce more mess. Faster™. (I am trademarking this. Probably. Maybe.)
These.... tools.... are.......... pattern............ repeaters! They see your spaghetti and think "ah, this is how we do things here" and then generate more spaghetti. At scale. With confidence. And maybe a meatball if you're lucky.
If AI coding tools can't navigate your codebase, your codebase is telling on itself and you celebrated it's graduation from 1st grade to 1st grade (it was held back).
Slop in, slop out. Now at 10x speed.
Now. Please stay seated for this next revelation for which you clearly aren't ready and won't like. Yes, you can put your legs up, thats fine.
Software design patterns exist because people got tired of rebuilding things that didn't need rebuilding.
🤯
Here. Now read about these patterns.
SOA
The OG and my favorite. Decompose your system into services with clear contracts.
ACL
That legacy system you can't touch? Wrap it. Translate between the old world and the new. Done.
BFF
Different clients, different needs. A BFF lets you tailor responses without polluting your core services.
Strangler Fig Pattern
Gradually replace components by routing traffic to new implementations piece by piece.
Event-Driven Architecture
Loosely coupled. Highly extensible. It's 2026. How is this a new concept to you?
CQRS
Separate reads from writes. Scale them independently.
Hexagonal Architecture
Core logic doesn't care about external systems. Swap out databases, providers, whatever.
Circuit Breaker
Stop calling a failing service repeatedly.
I bet you don't know about CAP Theorem either huh?
We're almost done, you can get back to your hotdog in a sec. Let me give you a final reality check.
If needing to "leverage AI" breaks everything, forcing a replatform, what else would have broken it? The next integration? The next scale event? The next compliance requirement? The first time over 10 users login? The next podcast no one listens to? Wait, thats a different topic... sorry.
Now, get back to the Costco food-court and get yourself another hotdog. It's going to be a long few months for you to replatform your replatform's replatform, platform.
Also, check your hiring process.
❤️
Jake