At Outlier, I completed Arabic and multilingual AI evaluation tasks, assessing factual accuracy, instruction following, and content quality. I applied structured criteria to compare AI-generated responses.
At University Abbas Laghrour, I teach medieval history and research methodology and supervise undergraduate and Master's research projects. I evaluate academic work for factual accuracy, sourcing, logical consistency, and methodological soundness.
As Quality Assurance Officer in the Faculty Quality Cell, I lead faculty quality-assurance reviews and evaluation reporting, and oversee monitoring of the institutional development project.
My historical research draws on primary and secondary sources in Arabic and French. I also review multilingual material across Arabic, French, and English for accuracy and contextual relevance.

