I started writing code in 2005. Two decades later, the rules haven't just changed—the game itself is unrecognizable. From banking monoliths to AI agents.

I started shipping code in 2005. Back then, deploying felt like launching a physical rocket. You prayed to the server gods and watched the logs.
Over two decades, I’ve built systems for banks, humanitarian organizations, and eCommerce giants. I’ve seen the pendulum swing from monoliths to microservices, from on-prem to cloud, from logic to machine learning.
But nothing prepared us for the current wave.
The last 20 years were about writing instructions. The next 20 are about building protocols.
We used to tell computers exactly how to do a job. Now, we tell them what the job is, and we build the guardrails to keep them from burning the house down while they do it.
That's not just a paradigm shift. That's a tsunami that rearranges the coastline of software engineering.
Continue Reading
In the banking sector, a missed decimal point meant a financial crisis. In the humanitarian sector, downtime meant someone didn't get help. The stakes trained me to be paranoid.
Now, as an AI Engineer, that paranoia is my biggest asset.
Everyone is racing to build agents. Most of them are just function calls with a LinkedIn profile. They lack memory, they lack context, and they lack safety.
Building an AI agent isn't about connecting an API key to a chat interface. It's about grounding. It's about permissions. It's about operational safety.
We are no longer just programmers. We are system architects for non-human intelligence.
If you are still trying to control every execution path with an if/else statement, you are fighting gravity.
Stop writing scripts. Start designing systems. The era of the prompt is over. Are you ready for the era of the protocol?

AI Engineer & Full-Stack Tech Lead
Expertise: 20+ years full-stack development. Specializing in architecting cognitive systems, RAG architectures, and scalable web platforms for the MENA region.
Practical AI + full-stack insights for MENA builders. No spam.


