Mohamad Elouzeir.

AI & SOFTWARE DEVELOPMENT

Mohamad
Elouzeir.

Building useful software.
Exploring what AI can do.

Head-and-shoulders portrait of Mohamad Elouzeir
MY WORK CONNECTS

Artificial intelligenceSoftware developmentKnowledge graphsRAGMachine learningAutomation

CURRENT · SEP 2026 — PRESENTFIKRA Systems In collaboration with SysDICEAI Engineer Intern

Built and evaluated incremental ingestion for semantic search over SysML data.

  • Built an ingestion and semantic search pipeline for company-provided SysML data using two embedding models and Qdrant.
  • Implemented change-aware updates that detect data changes and re-embed only affected content, avoiding redundant computation.
  • Evaluated the system through five evaluations and repeated benchmark runs, comparing update speedups, semantic correctness, and interruption recovery.
PythonQdrantSentence TransformersMLflow
JUN — JUL 2026maids.ccAI Business Analyst Intern

Used conversation reviews and operational data to guide chatbot and workflow improvements.

  • Reviewed chatbot conversations and operational data to identify response-quality issues and opportunities to improve customer experience.
  • Refined prompts and tested n8n workflows, documenting issues and improvement recommendations.
  • Built Streamlit dashboards using Python and SQL to surface performance patterns and operational insights.
AI EvaluationAutomationn8nStreamlitSQL

Work you can
explore.

The context, my contribution, and what was delivered.
Mobile apps, websites, and published work.

MOBILE APPLICATION / FREELANCE

Taqa Fitness icon

Taqa Fitness

Personalized fitness,
connected to everyday life.

Developed collaboratively with a colleague. My work spans Flutter implementation, backend services, authentication, wearable data integrations, and AI-powered personalization.

FlutterFastAPIPostgreSQLAI IntegrationRailwayGoogle Cloud Storage
Taqa dashboard with daily activity and personalized outlookTaqa Fitness application screenshot
ACTUAL APP SCREENS / TAQA FITNESS
CONTEXT
A fitness application combining activity data, smartwatch connections, and personalized workout and nutrition guidance.
MY CONTRIBUTION
Working with a colleague, I implemented the Flutter app from a provided visual design and handled backend services, database models, authentication, application features, and external integrations.
IMPLEMENTATION
FastAPI and PostgreSQL support application logic and user data, with Railway for hosting and Google Cloud Storage for file storage. Smartwatch integrations collect activity data, while an integrated AI service generates routines and diet/calorie guidance based on user information.
DELIVERY
The app is publicly available on iOS and Android. I also contributed to the security work required to pass its CASA assessment.

Developed collaboratively · Visual design provided separately · AI-assisted development with Codex and Claude

3D-SR.COM MANUFACTURING / AUTOMATION

3D Solutions & Robotics

01
CONTEXT
A company presenting services across 3D printing, robotics, and automation.
MY WORK
Independently developed the company website, organizing its offerings into a public web presence.
DELIVERY
A live website where visitors can explore the business and its services.
Visit website
HOUMANI.INFO Construction equipment featured on the Houmani Construction Equipment websiteEQUIPMENT / SERVICES

Houmani Construction Equipment

02
CONTEXT
A construction-equipment business presenting its products, services, and company information online.
MY WORK
Independently developed and maintained the responsive company website, translating business requirements into working pages.
DELIVERY
A live company website with direct access to equipment and service information.
Visit website

PUBLISHED PAPER / JIDMIS · 2026

LLMs &
knowledge graphs.

Elouzeir et al. · JIDMIS · 2026

ResearchRDFOWLProtégéSPARQL
MY CONTRIBUTION
As first author, contributed a domain ontology and knowledge graph, and evaluated graph-grounded GPT and Rasa chatbot approaches.
Read publication ↗

What I can
help you build.

01

AI systems

Chatbots, AI agents, RAG systems, and workflow automation that work with your documents, data, and existing tools.

02

Knowledge graphs

Ontologies and connected data models to organize your information and support structured queries.

03

Mobile applications

Flutter apps for iOS and Android, including backend services, authentication, databases, and integrations.

04

Websites

Responsive business websites, from page structure and development to deployment and ongoing updates.

Discuss your project ↗

2021 — 2024

B.Sc. in Computer Science

Beirut Arab University

2024 — Present

M.Sc. in Computer Science

American University of Beirut

Focus on AI & Information Retrieval, with an ongoing thesis on generating SPARQL queries from natural language using LLMs and retrieval-augmented methods.

IN PROGRESS

AMERICAN UNIVERSITY OF BEIRUT · COMPLETED

Graduate Assistant

Teaching Assistant

Introductory Programming (Java) · AI Ethics

  • Led introductory Java programming labs across three semesters, explaining concepts and guiding students through exercises.
  • Prepared exercises, assessed lab work, and provided feedback.
  • Supported the AI Ethics course through assignment grading and student guidance.

IT Support

  • Prepared and imaged laptops for a university-wide Windows upgrade.
  • Tracked device allocation and resolved technical issues for faculty and staff.

Certifications

Fundamentals of Deep LearningNVIDIA

AI-Assisted CodingAmerican University of Beirut

HAVE A PROJECT OR OPPORTUNITY IN MIND?

Let’s connect.