About

A bit about me.

I'm a Generative AI engineer who spent the last year building production systems for a Dutch insurer — not prototypes, not demos. Systems that handle real customer conversations, get measured against a KPI dashboard every day, and have to keep working when nobody is watching.

What I care about is the gap between a model that looks good in a notebook and one that survives production traffic. That gap is evaluation, guardrails, and a clear line for when the system should say "I don't know" instead of guessing confidently.

Education

Engineering Degree, Data Engineering & Data Science

National School of Applied Sciences · Morocco · 2020 – 2025

Skills

Generative AI

RAG pipelines · Agent orchestration · Prompt engineering · LLM evaluation · Intent classification · Guardrails

LLM & retrieval

OpenAI API · LangChain · ChromaDB · Vector embeddings · Document ingestion

Observability

W&B Weave · Sentry · Production KPI dashboards

Backend & data

Python · FastAPI · Pydantic · MongoDB · Redis · SQL · pandas

Data engineering

Apache Airflow · PySpark · dbt · DuckDB · HDFS · HBase

Cloud & deployment

Azure · Docker · CI/CD · Streamlit · Hugging Face · Power BI