The person behind the work
About
AI Engineer from Tunis. shipping since 2021: RAG, agents, LLM systems. Leading AI at 1morething Ventures in Sharjah. Shipped in 8 countries. Teach in 3 languages.
4+
Years building AI
AR·FR·EN
Languages spoken
8
Countries shipped in
3
Languages I teach in
Identity
At a glance
Now
AI Engineer @ 1MT
Leading AI delivery across the 1MT B2B portfolio: Gulf and MEA. I set the direction, push RAG and LLM systems into production, and mentor the team on MLOps. Based in Tunis, working remote.
Education
Esprit Engineering
National Engineer Degree · Data Science · 2025
Certified
4× NVIDIA DLI
Deep Learning · NLP · Computer Vision · Anomaly Detection
Sport
Club Africain · Real Madrid
Tactics nerd. Also watches NBA; short but loves basketball.
Music
Mood-driven
Arabic pop · Algerian raï · whatever fits the task
Off-hours
Astronomy & rockets
Anything that leaves the atmosphere.
Services
What I get hired for
01
RAG in production
Retrieval that survives real users and real documents: chunking, hybrid search, re-ranking, evaluation. Including Arabic and dialect, which breaks most off-the-shelf pipelines.
02
LLM agents & MCP
Agents that call your systems instead of guessing. Spring AI and Model Context Protocol in Java, or Python where that fits your stack better.
03
Edge computer vision
NVIDIA Jetson, DeepStream, TensorRT. On-device inference for cases where the video cannot leave the building — retail floors, sites, facilities.
04
Data science
The unglamorous half that still pays: classification, forecasting, anomaly detection, and the data engineering underneath it.
05
MLOps & deployment
AWS SageMaker, Docker, Kubernetes. Getting a model out of a notebook and into something with logs, versions, and a rollback path.
06
Training your team
I teach the AI Full Pack at three academies, in English, French, and Tunisian. The same works in-house: Python through Transformers, hands-on.
Principles
How I work
01
Ship first
The real feedback loop starts when a real user touches it, not in a doc.
02
Build for users
A demo that works 95% doesn't ship. Edge cases aren't edge cases in production.
03
Teach to sharpen
Running bootcamps in 3 languages forces clarity on what I actually know.
04
Stay curious
Spring AI, MCP, Arabic NLP: I chased them early. They keep becoming the work.
"Ship first, learn in production. The feedback loop only starts when something real is in someone's hands."