III. Chronicle

The record, in order

2024 — Present

Two roles · Two degrees

Both worked alongside study

June 2025 — Present

Project Manager & AI Engineer

devUP · Remote · Alongside the MSc

Delivery across two teams and more than ten client projects websites, platforms, mobile applications and SaaS products, for clients with almost nothing in common. The role has since grown to cover the AI work as well: agents written by hand and orchestrated in n8n, retrieval pipelines, fine-tuning, and machine learning models put in front of real users.

Outcome needed one delivery you are proudest of, with a number if you have one.

Agile Scoping Stakeholders Python RAG Agents n8n

July — December 2024

Sales Agent

Tingis · On site · Alongside the final BSc year

Sold energy and insurance contracts into the French market, in French, to people who had not asked to hear from me. Moved from a new agent to one of the strongest performers on the floor inside six months.

The habit that outlasted the job: a request is rarely the thing the person actually wants, and finding the difference before you propose anything is most of the work.

B2C Sales French Market Objection Handling Discovery

Alongside

Schooling

2025 — 2027

MSc, Data Science & Artificial Intelligence

Faculty of Sciences & Technologies, Tangier · In progress

Second and final year. The programme is where the engineering work started I began building agents and models during the first year rather than waiting for the degree to end.

Machine Learning Deep Learning Statistics

2022 — 2025

BSc, Mathematics & Computer Science

Faculty of Sciences, Tétouan

Three years of mathematics alongside the computing the half that makes machine learning legible rather than a black box.

Mathematics Algorithms

Next

The instruments behind all of it.