Experience

Four years of building AI in production, in Paris, Luxembourg, Beirut and Dubai.

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Track record

Senior AI Consultant (Contract) · GlobeMed Group

Mar 2025 - Present · Beirut, Lebanon · Remote

• Lead AI initiatives in Bahrain and Saudi Arabia: intelligent document parsing and claims case summaries.
• Built the LLM evaluation framework; structured the department's codebase, architecture and standards.
• Mentor two junior engineers, hands-on in solution design and implementation review.

AI Engineer · Zaka.ai / MadeBy

Dec 2025 - Jul 2026 · Beirut, Lebanon · Remote

• Shipped customer-facing LLM features in a commercial SaaS (React, FastAPI, AWS, OpenAI), used by hundreds.
• Designed a 100-participant Certified AI Consultant curriculum; mentored 20 interns and capstone students.

AI Engineer (Contract) · Inheaden, for a UAE Federal Ministry

Mar 2025 - Dec 2025 · Dubai, UAE · Hybrid

• Architected and owned a text-to-SQL chatbot over the national workforce database (7 million individuals): 80 to 90% accuracy on 1,000+ evaluated queries, in English and Arabic, with milestones presented to the ministry's leadership.
• Rebuilt a failed forecasting platform in two weeks, about 70% faster, keeping row-level data out of the LLM.

Machine Learning Engineer · GlobeMed Group

Sep 2024 - Mar 2025 · Beirut, Lebanon · On-Site

• Co-founded the AI/ML department: pitched a working translation model to the CEO; full funding secured in six weeks.
• Fine-tuned MarianMT for Arabic-English medical translation; grew training data from 1K to 15K records.

AI Engineer · Augment Digital Facilities Services

Sep 2023 - Sep 2024 · Luxembourg · On-Site

• Built a LangGraph RAG assistant over equipment manuals and a text-to-SQL chatbot for a BIM platform.

Machine Learning Engineer, Intern · Quantmetry (Capgemini Invent)

Sep 2022 - May 2023 · Paris, France · On-Site

• Built the internal MLOps platform on AWS and Kubernetes (Terraform, Ansible, Kubeflow, Seldon Core).

Education

MSc, Artificial Intelligence Systems EPITA - École pour l'informatique et les Techniques Avancées · Paris, France · 2023

BSc, Management Information Systems USJ - Université Saint Joseph de Beirut · Beirut, Lebanon · 2020

Certifications

• Microsoft Azure AI certification · 2026
• Anthropic Claude certification · 2026

Languages

• French · Native
• Arabic · Native
• English · Fluent

Tech stack

AI & ML

NLP RAG Agents & tool calling Fine-tuning LLM evaluation

Frameworks

PyTorch Hugging Face LangGraph LlamaIndex OpenAI Anthropic Claude

Web & App

Python TypeScript FastAPI React

Data & Infra

PostgreSQL Vector databases Docker Kubernetes AWS Azure System design MLOps