Integration
Asynchronous Python, browser APIs, real-time media, and external AI services connected through explicit interfaces.
About A mathematical route into software
Engineering informed by structure, not spectacle.
I work at the intersection of Python backend systems, API integration, AI automation, and applied mathematics. That path is an extension of how I have worked for years: make the assumptions visible, reason carefully, and communicate the result clearly.
01 Background
From mathematics education to dependable software systems.
I hold a Licence d’Études Fondamentales in Sciences Mathématiques et Applications from Université Ibn Zohr. I am currently in the second year of the Master’s program in Modélisation, Mathématiques Appliquées et Apprentissage at Abdelmalek Essaâdi University.
Alongside that academic path, I bring more than a decade of experience teaching mathematics in Moroccan upper-secondary education.
My current technical work focuses on Python and AI systems, LLM integration, backend services, AI automation, and reliable AI applications. I am also developing deeper practical experience with retrieval-augmented generation, MCP-based tool integration, and AI agent architectures.
02 Coordinates
A concise timeline.
Only public, verifiable milestones are included here.
- Current · Year 2
Graduate study
Master — Modélisation, Mathématiques Appliquées et Apprentissage, Abdelmalek Essaâdi University.
- 2015
Mathematics degree
Licence d’Études Fondamentales — Sciences Mathématiques et Applications, Université Ibn Zohr.
- 10+ years
Mathematics education
Teaching mathematics in Moroccan upper-secondary education.
- Now
Software direction
Python backend services, API integration, AI automation, and dependable AI applications.
03 Practice
What the published work emphasizes.
Structure
Versioned rule definitions, schemas, fact models, and validation around domain logic.
Traceability
Project documentation that distinguishes current behavior, limitations, and planned work.
04 Verified profiles