Ahmad Shahzaib
Senior Full-Stack Engineer | Laravel, MERN & SaaS MVP Expert
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Your AI app is hallucinating. Not because of the model.
Because of the database.
Most developers blame the LLM when their AI feature gives wrong answers. The real problem is almost always the same: the app has no way to give the model accurate, relevant context. So the model fills...
AI is eating the AI Engineering Loop.
Every step of it can now run without a human. Ship, monitor, evaluate, improve, repeat. The tools are there. The APIs exist. The loop can close on its own.
But closing the loop fully is a mistake most teams are making right now.
Here's why:
AI...
PetSocial.ar — a community platform for pet owners in Argentina.
Pet owners can share photos, connect with others, and celebrate their pets in one place. Spanish-first, mobile-ready, and built end to end in React and Node.js.
One of those projects where the idea was clear from day...
The most expensive developer is rarely the expensive one.
It's usually the cheap one you hire three times.
A pattern I've noticed after delivering 250+ projects:
First hire → Build it cheap.
Second hire → Fix the mistakes.
Third hire → Rebuild everything from scratch.
By then, the...
Your app idea is ready. Your wireframes are done. Now you just need someone to actually build it and not disappear halfway through.
That's the part most developers skip.
Full stack development means nothing if the communication breaks down at week three. Clean code is half the...
