<CT/>

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MSc Applied AI • University of Warwick

Hi, I'm Charbel AI & LLM Engineer

Building production-grade intelligent systems and agentic workflows. Specializing in

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from langchain import OpenAI, AgentExecutor
from tools import WebSearch, PythonREPL

class AIEngineerAgent:
    def __init__(self):
        self.name = "Charbel Toumieh"
        self.role = "AI & LLM Engineer"
        self.tools = [WebSearch(), PythonREPL()]

    def solve_complex_task(self, prompt):
        agent = self.init_llm_chain()
        return agent.run(prompt)

# Instantiating professional intelligence
ct = AIEngineerAgent()
ct.solve_complex_task("Build production-grade AI")

# Initializing agent shell console...

>>> Initializing LangChain agent runtime

Connecting to local pinecone vector database index... [OK]

About Me

Bridging Advanced AI Research & Production Systems

I am an AI & LLM Engineer specializing in building production-grade intelligent systems and agentic workflows. Currently pursuing my MSc in Applied Artificial Intelligence at the University of Warwick, I bridge research methodologies with production deployment. My background includes **Meta-funded AI collaboration** on multi-modal neural systems and deploying **production LLM chatbots** that achieved 25% efficiency gains at Gabriel & Co. I focus on RAG pipelines, multi-agent frameworks, and scalable backend microservices.

Agentic Systems

Designing multi-agent tool loops & self-correction

Scalable MLOps

Deploying robust, low-latency container APIs

Global Footprint

Hands-on engineering across US, UK, and Europe

Journey

Professional Experience

AI and LLM Engineer

Gabriel & Co

Jun 2024 – Present New York, US (Remote)

+25% Boosted LLM chatbot performance through advanced prompt engineering and A/B testing
10+ Built production APIs in PHP and Node.js connecting chatbot with backend services
24+ Developed multimodal intelligent agent using n8n with self-verification workflows

LLMs Prompt Engineering n8n Node.js PHP

Data Strategy and Engineering

CMA CGM

Jan 2025 – Oct 2025 Marseille, FR (Remote)

100K+ Managed data products including Loyalty Program with 100K+ users
+25% Enhanced clustering models increasing targeting accuracy
-40% Built ETL pipelines and dashboards reducing reporting time

Data Strategy ETL ML Clustering Dashboards

AI and LLM Researcher

Meta (Research Collaboration)

Jan 2024 – Jan 2025 California, US (Remote)

META Key member of 7-researcher team on Meta-funded ECG analysis project
+20% Improved AI ECG reading accuracy using visual context analysis
30+ Reviewed research papers for pediatric ECG AI solutions

Multimodal AI Research Healthcare AI Computer Vision

Software Engineering Intern

BMB Group × PepsiCo

Nov 2023 – Feb 2024 Baabda, LB

-30% Developed .NET MAUI Blazor app reducing package size by 30%
Implemented offline SQLite database for Android with security enhancements

.NET MAUI Blazor SQLite Android

AI Engineering Intern

Intalio

Jul 2023 – Oct 2023 Naqqache, LB

97% Achieved text extraction accuracy with YOLOv8 + OpenCV + Tesseract
100+ Engineered Flask API handling 100+ daily image processing requests

YOLOv8 OpenCV Tesseract OCR Flask

Software Engineering Intern

eMcREY

Mar 2023 – Jun 2023 Dbayeh, LB

-20% Streamlined three core business processes, reducing processing time through automation
Developed XML, Java, and MySQL applications on Oracle platforms as part of a 4-member team

Java MySQL Oracle XML

Education

Academic Background

Currently Pursuing

MSc Applied Artificial Intelligence

University of Warwick

Sep 2025 – Sep 2026 Coventry, UK

BE Computer & Communications Engineering

American University of Beirut

Beirut, LB

Extracurricular Leadership

AIcademy

Developed curriculum and lectured a foundational AI course at AUB

May 2024 – Sep 2025

IEEE

Guided activities and initiatives, fostering professional development

Feb 2022 – May 2023

PythonDojo

Actively facilitated daily coding meetings, contributing to Python codebase

Sep 2021 – Jun 2022

Technical Arsenal

Skills & Expertise

AI & Generative Systems

LLMs & APIs

Prompt Engineering

RAG (VectorDBs)

Multi-Agent Loops

n8n Workflows

Programming & Backends

Python (Flask)

Node.js

Java

PHP

C# / C++

Data & MLOps Infrastructure

RESTful APIs

SQL / SQLite

ETL Pipelines

AWS / Azure

Docker Containers

Deep Learning & CV

PyTorch

Computer Vision

YOLOv8 & OpenCV

Tesseract OCR

ML Clustering

Languages

English

Professional

French

Professional

Arabic

Native

Portfolio

Projects Grid

DermSense Classifier Mockup

View Repository

AI & Deep Learning

DermSense Classifier

A medical imaging neural pipeline contrasting an SVM-HOG baseline with a PyTorch EfficientNet-B0 CNN. Integrates Grad-CAM visual heatmaps for diagnostic transparency.

PyTorch Grad-CAM OpenCV SVM

OULAD Analytics Pipeline Mockup

View Repository

ML Engineering

OULAD Analytics Pipeline

Student retention pipeline following CRISP-DM. Modularized into feature selection (XGBoost RFECV), classifiers/regressors, and unsupervised clustering.

XGBoost DBSCAN GMM Python CLI

Network Cell Analyzer Dashboard

View Repository

Full Stack App

Network Cell Analyzer

A network metrics reporter capturing LTE/5G/Wi-Fi telephony parameters. Transmits telemetry data via Flask APIs to a local database system.

Python Flask API Android SDK SQLite

Maui App Interface Mockup

View Repository

Mobile / Desktop

.NET MAUI Application

Cross-platform mobile and desktop application targeting multiple OS configurations, powered by .NET MAUI Blazor and offline SQLite storage.

C# .NET MAUI Blazor Hybrid SQLite

E-commerce Microservices Mockup

View Repository

MLOps & Architecture

E-commerce Microservices

FastAPI backend microservices architecture. Features segregated customer/order databases, HAProxy load balancing, and Prometheus execution scraping.

FastAPI Docker HAProxy Prometheus

Signal Processing MATLAB Mockup

View Repository

Data & Modeling

Signal Processing MATLAB

Mathematical modeling simulations representing Discrete Fourier Transforms, Nyquist sampling limits, Uniform/Selective quantization noise, and coherent BPSK/QPSK modulation.

MATLAB DSP Math Modulation

DSA Supermarket Analysis Mockup

View Repository

Data Structures

DSA Supermarket Analysis

A path-finding logistics simulator modeling layouts as weighted graphs. Implements graph algorithms (DFS/BFS) for routing, quicksort, and transaction rule analytics.

Algorithms Graph Theory Unit Testing

Public Health Dashboard Mockup

View Repository

Data Engineering

Public Health Dashboard

Interactive dashboard for visualizing and analyzing public health data with dynamic charts and data-driven insights representing global COVID telemetry.

Python Pandas Data Viz Dashboards

Student Wellbeing Insights Mockup

View Repository

AI & Analytics

Student Wellbeing Insights

A feedback aggregation tool rendering statistical distributions and predicting wellbeing patterns via relational SQL.

Flask SQL Analytics HTML/CSS

CDC Clinical Classifier Mockup

View Repository

ML Pipeline

CDC Clinical Classifier

Machine learning pipeline utilizing CDC telemetry statistics to classify and cluster diabetes indicators.

Python Scikit-Learn Clustering

Cipher Web Application Mockup

View Repository

Cryptography Site

Cipher Web Application

End-to-end cryptographic web application implementing classical ciphers (Affine, Vigenere, Hill) deployed on Azure.

Flask Cryptography Azure

Interactive Chart Generator Mockup

View Repository

Data Visuals

Interactive Chart Generator

Python module utilizing Matplotlib and Seaborn for dynamic plotting of customized datastreams.

Python Matplotlib Seaborn

Careology Marketplace Mockup

View Repository

Web Portal

Careology Marketplace

A web system containing custom administrative tools, integrated messaging systems, and OpenAI Chatbot configurations.

Python Flask OpenAI API

Mini Library System Mockup

View Repository

OOP Design

Mini Library System

A library management system implementing core functionality for book and member management via OOP.

Python OOP CLI

Jenkins Automation Pipeline Mockup

View Repository

DevOps & CI/CD

Jenkins Automation Pipeline

Python test-coverage assertions integrated with a Jenkinsfile pipeline automating container deployment and quality validation.

Python Jenkins CI/CD Automation

Contact List Manager Mockup

View Repository

CRUD App

Contact List Manager

Contact management application with CRUD operations, search functionality, and data persistence.

Python Django CRUD

Weighted Graph manipulation Mockup

View Repository

C++ Backend

Weighted Graph manipulation

Low-level C++ console implementation of graph traversal algorithms (Dijkstra, MST) and weighted adjacency matrix alterations.

C++ Graph Theory Algorithms

8-bit Arithmetic Logic Unit Mockup

View Repository

Hardware & VHDL

8-bit Arithmetic Logic Unit

VHDL design modeling hardware arithmetic logic gates, control selectors, and execution testbenches.

VHDL Digital Logic Hardware Simulator

TCP Proxy Server-Client Mockup

View Repository

Network Sockets

TCP Proxy Server-Client

Low-level socket programming representing a multi-client HTTP proxy server with connection routing, data parsing, and caching logic.

Python Sockets API Proxy Routing

Multiplayer Game with Delay Mockup

View Repository

Distributed Systems

Multiplayer Game with Delay

Multiplayer game implementation with network delay simulation and synchronization mechanisms.

Python Sockets Game Logic

Employee Registry System Mockup

View Repository

Web Registry

Employee Registry System

Flask-based enterprise employee registry and task scheduler backed by local SQLite storage.

HTML Flask SQLite

PyQt Desktop Application Mockup

View Repository

Desktop GUI

PyQt Desktop Application

Desktop GUI application built with PyQt framework demonstrating modern UI/UX patterns.

Python PyQt GUI

Flask User Registry API Mockup

View Repository

Secure Micro API

Flask User Registry API

RESTful user registry API served via Flask with cross-origin resource sharing (CORS) security.

Flask CORS API

Let's Connect

Get In Touch

Connect With Me

I am available for AI development opportunities, consulting on LLM agents/pipelines, or technical collaborations. Let's discuss your next breakthrough project.

Direct Email [email protected]

Primary Locations Coventry, UK • Beirut, LB