So, you wake up, coffee in hand, ready to tackle your perfectly engineered micro-SaaS empire built like a delicate origami swan on top of ChatGPT-4.0.
You check your logs, and something’s off.
Strange responses, new behaviors.
You open Xwitter, and see the hashtag trending “#GPT4.5”.
Your stomach drops.
Holy f⋂ck, OpenAI has done it again.
Surprise, surpiiiiise.
No announcement, no fireworks, no polite heads-up. Just a very, very silent drop-kick to the base of your carefully stacked Jenga tower of prompt engineering.
ChatGPT-4.5 wasn’t even released officially, it happened.
Like an earthquake.
No beta, no dev preview.
Just boom, new model, new behaviors, new “improvements” that make your lovingly crafted prompts sound like they’re suffering from blunt-force trauma.
At the time it happened, we had just released a legal AI that reduces a lot of work for lawyers (no, not only summaries, you know-it-all) . The app also had a chatbot that started gaslighting users. The summarizer turned poetic. Basically the legal assistant had the personality of a golden retriever on acid.
Everything that used to work, yeah, well, now it “works differently”, Because AI doesn’t iterate, it evolves like a virus with a god complex and no version control.
Let’s be honest, we built our product on sand.
By the way, not even sand, we built it on someone else’s sandcastle. The system prompt was our crown jewel, our API integration our lifeline.
But we didn’t build a product, we glued some glitter on top of someone else’s model and called it innovation. But here’s the thing, if you are entirely dependent on one proprietary AI model, then you are not building. . . . You’re babysitting.
And that baby just learned to walk into traffic.
Every single AI update from these big AI labs, the OpenAIs, Anthropics, Metas, insert whichever four-letter acronym you worship today, is like a Russian roulette spin for your roadmap.
Will it enhance your product?
Break it?
Copy it into their own UI?
Or just turn your slick GPT-powered SaaS into a weird, awkward word hustle machine that can’t be trusted with customer-facing anything? There’s no SLA for “didn’t fuck up my entire business with one push”.
There’s just vibes.
And no, not vibe-coding. The next hype, but that’s a different subject altogether.
The real pain isn’t technical.
It’s existential.
You realize, too late, that you never owned the intelligence behind your product. You just leased it, from a landlord who doesn’t believe in rent control and occasionally replaces the plumbing with tentacles.
What should we have done instead?
Let’s fantasize that we weren’t high on AI fumes when we started.
First, we would’ve loosely coupled our architecture. That means not hardwiring our prompts to one model like a clingy ex. We would have fallback models, maybe even some good old-fashioned logic layered in, so when GPT goes off-script and starts roleplaying as a Shakespearean barista, our app wouldn’t have imploded.
We would’ve written system prompts in a portable way, clear, structured, adaptable across Anthropic, Mistral, Google, and whoever’s next in the AI dick-measuring contest.
We would have built in monitoring to flag prompt drift and response entropy, and for the love of everything, we would have included humans in the loop for key actions.
But nah, we were too busy “shipping fast” (and cheap), to think about “not dying instantly”.
Let’s talk about vendor strategy.
OpenAI et. al. isn’t your partner. They are not your co-founder.
They are a high-functioning sociopath with a product roadmap that may or may not bulldoze yours tomorrow.
So maybe, don’t build your entire business logic inside someone else’s large language model API.
Own something.
Anything.
Your UI, your UX, your user base.
Even just your fucking brand. Because OpenAI can do a lot of things, but they can’t replace you, unless of course, you’re just a slightly fancier interface with a Stripe subscription.
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The future is custom, fragile, and unforgiving
Let’s not confuse ourselves, because this isn’t about whether AI is good or evil. It is about control, or rather the lack of it. If your entire business runs on someone else’s AI API, then you’re not a founder. You are a waiter.
You’re standing there, waiting for the next dish from the kitchen, hoping it still tastes like what your customers ordered last week.
So what’s the path forward for someone who wants to actually survive the AI churn?
You build abstraction.
Layers of logic and reasoning that outlive model quirks. You maintain optionality, multiple vendors, interchangeable models, test harnesses that alert you when shit gets weird. You prioritize outcomes over prompts. You build systems that aren’t about talking to ChatGPT, but about solving something real, so deeply and contextually that even if GPT goes senile, your value remains intact.
You invest in UX.
Real UX.
Not “prompt playground in a div tag” kinda nonsense.
Not “copilot for X” with the same five workflows in every use case. Build something that feels real.
Alive.
Trusted.
Because the only thing OpenAI can’t replace is the relationship between you and your user, unless, of course, you gave that away too.
You test with other models weekly.
You don’t assume that GPT-4.5 is the forever king. You look at Claude, you look at Gemini, you poke at Mistral, maybe even LLaMA if you’re brave. You prepare for a future where the best model is not the best model anymore.
And above all, you get comfortable living in a world where every month could be your last unless you’re ten steps ahead.
You stop building castles.
You build rafts.
Flexible, portable, unsinkable rafts. Because the flood isn’t coming. The flood is already here.
Because when your app isn’t seaworthy, don’t worry, it’ll make a lovely submarine.
Signing off from ChatGPT.
Marco
Oh? Did I ask you to take the survey?
I build AI by day and warn about it by night. I call it job security. Let’s keep smashing delusions with truth. We are the chaos. We are the firewall. We are Big Tech’s PR nightmare.
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To keep you doomscrolling 👇
- The AI kill switch. A PR stunt or a real solution? | LinkedIn
- ‘Doomsday clock’: it is 89 seconds to midnight | LinkedIn
- AIs dirty little secret. The human cost of ‘automated’ systems | LinkedIn
- Open-Source AI. How ‘open’ became a four-letter word | LinkedIn
- One project Stargate please. That’ll be $500 Billion, sir. Would you like a bag with that? | LinkedIn
- The Paris AI Action summit. 500 billion just for “ethical AI” | LinkedIn
- People are building Tarpits to trap and trick AI scrapers | LinkedIn
- The first written warning about AI doom dates back to 1863 | LinkedIn
- How I quit chasing every AI trend (and finally got my sh** together) | LinkedIn
- The dark visitors lurking in your digital shadows | LinkedIn
- Understanding AI hallucinations | LinkedIn
- Sam’s glow-in-the-dark ambition | LinkedIn
- The $95 million apology for Siri’s secret recordings | LinkedIn
- Prediction: OpenAI will go public, and here comes the greedy shitshow | LinkedIn
- Devin the first “AI software engineer” is useless. | LinkedIn
- Self-replicating AI signals a dangerous new era | LinkedIn
- Bill says: only three jobs will survive | LinkedIn
- The AI forged in darkness | LinkedIn

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