Understand the need
I start with the people and the process: what it costs today, and what would change if it worked. Requirements, KPIs and business cases come before code.
Clinetta requirements, solar market studyAI Engineer who takes systems from business need to production.
Claude CodeLangGraphn8nRAGMCPPyTorchTensorFlowSparkReactNode.jsFastAPIFirebaseDockerPower BI
How I work
The same three steps, whether the project is an agent, a pipeline or a product.
Build the system
Agents, pipelines and interfaces, with a clear line between what AI judges and what fixed rules calculate. Every claim should trace back to a source.
Ops Agent, CH Lead GeneratorTake it to production
Deployment, monitoring, guardrails and real measurement, so the system keeps working after it ships and the results can be checked.
Atlas, B2B Lead Scoring AgentSelected work
Ops Agent
A harness I developed that turns an AI coding runtime into an autonomous operational agent, run entirely from plain-language files.
70–80%lower instruction-loading token cost
~42%less run time with parallel sub-agents (estimated)
Claude Code · MCP · Markdown skills · CLI wrappers · Lifecycle hooks
Read case study
CH Lead Generator
Pick an area on a map and get a ranked list of real buildings, each with a draft proposal.
10automated steps per site
9scoring factors, weights editable
Claude Haiku · Claude Sonnet · Google Places · OpenStreetMap · Microsoft footprints
Read case study
Clinetta
One shared clinic system that replaces a paper agenda and Word patient files.
1,064automated tests
74documented API operations
React · Vite · Tailwind · FullCalendar · Fastify
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Atlas
A competitor analysis agent and AI strategic analysis platform. Type a competitor's name and get a sourced battlecard, threat alerts and ranked strategic gaps.
12research steps per competitor
6web app modules
Claude · MCP · React · Firebase · Firestore
Read case study Notion card Enrich Score with AI Brief in Notion
B2B Lead Scoring Agent
Turns a company name in Notion into an enriched, scored partner candidate with a ready-to-read brief.
216prospects enriched and scored in production
1–100fit score with persona and written brief
Claude · Claude Cowork · Python · Notion API · Pappers
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SOIA Multimodal RAG
A course assistant that answers from slides and diagrams, shows the figure, and cites the exact page.
2modalities retrieved: text and images
6nodes in the agent graph
LangGraph · LangChain · Gemini 2.5 Flash · Pinecone · FastAPI
Read case study
MVTE Recurrence Prediction
An explainable model that helps doctors estimate whether a patient's blood clot disease will come back.
0.93weighted F1 on the test set
37 / 46recurrence cases detected in the test set
Python · XGBoost · scikit-learn · SMOTENC · SHAP
Read case studyAll projects
16 projects across work and university. Filter by what interests you.
Ops Agent
A harness I developed that turns an AI coding runtime into an autonomous operational agent, run entirely from plain-language files.
70–80% lower instruction-loading token cost Production Read
CH Lead Generator
Pick an area on a map and get a ranked list of real buildings, each with a draft proposal.
10 automated steps per site Production Read
Clinetta
One shared clinic system that replaces a paper agenda and Word patient files.
1,064 automated tests Production Read
Atlas
A competitor analysis agent and AI strategic analysis platform. Type a competitor's name and get a sourced battlecard, threat alerts and ranked strategic gaps.
12 research steps per competitor Production Read
Notion card Enrich Score with AI Brief in Notion
B2B Lead Scoring Agent
Turns a company name in Notion into an enriched, scored partner candidate with a ready-to-read brief.
216 prospects enriched and scored in production Production Read
SOIA Multimodal RAG
A course assistant that answers from slides and diagrams, shows the figure, and cites the exact page.
2 modalities retrieved: text and images Academic Read
MVTE Recurrence Prediction
An explainable model that helps doctors estimate whether a patient's blood clot disease will come back.
0.93 weighted F1 on the test set Academic Read
Solar Analytics & Upsell Agent
Turns raw solar monitoring data into reports and justified product recommendations for each client.
80+ solar installations in the pipeline Production Read
Supplier Price Sync
Keeps negotiated prices current across suppliers and accounts, and shows exactly what failed to update.
4 suppliers on 4 different platforms Production Read
Odoo Dev Kit
A Claude Code plugin that lets developers build on Odoo without the AI inventing APIs.
13 durable concepts in the guide Internal tool Read
French Solar Market Study
The Power BI business case that won me the internship, turning 23,368 installations into a two-speed marketing strategy.
23,368 installations analysed Business case Read
PDF report Text extraction LLM with strict prompt Validated JSON
Accident Report LLM Extractor
Turns free-form accident reports into structured JSON, and benchmarks three LLMs on the task.
3 models compared Academic Read
Spark Fraud Detection
A distributed ML pipeline that hunts rare fraud in 284,807 transactions, where only 0.17% are fraudulent.
284,807 transactions processed Academic Read
CNN Compression
Makes a ResNet-18 about 4× smaller and 2× faster, with almost no loss of accuracy.
44.9 → 11.4 MB model size after quantization Academic Read
Image Denoising Autoencoder
A convolutional autoencoder trained on real camera sensor noise, then tested on a different sensor.
32.4 dB mean PSNR on the test images Academic Read
Optical Flow Motion Tracker
A real-time webcam demonstrator that detects and tracks moving objects, built on the classic Horn–Schunck method.
Real time on a live webcam feed Academic Read
Also explored: Grover's quantum search algorithm in Qiskit, with single-solution, multi-solution and subset-sum applications.
Experience
AI & Data Engineer, Solarock
Final-year engineering internship at a French solar company
- Designed and deployed a multi-agent architecture to automate high-repetition business processes.
- Built data pipelines on solar monitoring APIs, with cleaning and normalisation across 80+ installations.
- Turned complex energy data into decision tools for non-technical teams, and took prototypes through to production.
AI Agent Developer Intern, Webspot
Agents and automation on n8n
- Built and deployed multi-channel agents on WhatsApp, Telegram and web landing pages, connected to dashboards.
- Handled data scraping, cleaning, prompt engineering and workflow design, linking agents to external APIs.
Training & speaking
Workshops and talks, including with the AI Club at the Lebanese University.
Agentic AI in Action: RAG and n8n Workshop
A hands-on session that takes students from AI agent theory to a working retrieval agent on Telegram.
Insurance AI Super-App
Research and a live proposal for one AI app covering the whole insurance journey, presented at the Phoenicia Hotel in Beirut.
Ordinary user Frustration Reads the docs Engineer's result
Beyond the Black Box: Engineers in the AI Era
A proposed 40-minute talk teaching students to use AI tools the way engineers use any other system.
Skills
AI & Agents
Claude / Anthropic · n8n · LangGraph · LangChain · Prompt engineering · Agent architecture · MCP · RAG · LLMs · NLP · Hugging Face
See it in Ops Agent →Deep Learning & ML
PyTorch · TensorFlow · Computer vision · Machine learning · Spark / PySpark · XGBoost · SHAP & LIME
See it in MVTE Prediction →Data & Analytics
Python · Power BI · Power Query · Data pipelines · REST / GraphQL APIs · Data scraping · Excel
See it in Solar Analytics →Software
React · Node.js · Firebase / Firestore · FastAPI · Docker · C# · Java · Matlab · Git
See it in Clinetta →Product & Management
Product strategy · Requirements & MoSCoW · UX/UI design · Market research · Agile / Scrum · Roadmapping · Go-to-market · Notion
See it in Clinetta →Business & Ops
Workflow automation · B2B lead generation · Competitive intelligence · Business analysis · KPI design · HubSpot · Odoo
See it in Market Study →Education & certificates
Degrees
Engineering Degree in Observation Systems & Artificial Intelligence ENSTA (Brest Campus) · Aug 2024 – Sept 2026 Final-year project: Ops Agent, defended September 2026.
Engineering Degree in Electrical and Electronic Engineering Lebanese University, Faculty of Engineering (ULFG1) · Sept 2021 – Sept 2026 Specialization in telecommunications and information technology.
Certificates and awards
Microsoft AI Product Manager, Professional Certificate Microsoft / Coursera · Jul 2026 Enterprise product management · Market research and competitive analysis · Product strategy and roadmapping · Product design and UX/UI · Product launch and post-launch management
MOOC Project Management (GDP) Centrale Lille · 2024 Project management, Agile with Scrum, and web tools for project execution
Hult Prize, 2nd place 2021–2022 Green Cycle: reusing food waste to create sustainable products, reducing toxic waste and generating jobs