Open to a PFE internship · Feb 2027

Amine EL MAHI

AI & Software Engineering Student·ENSA Oujda

I build software where AI solves a real problem — from design to backend, frontend, data and deployment.

Oujda, Morocco

const amine = { role: "Engineering student · AI & software", school: "ENSA Oujda · class of 2027", focus: [ "LLM agents", "RAG", "MCP", "Spring Boot", "Angular", "React", ], seeking: "PFE · February 2027", } satisfies Engineer;

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01About

From idea to deployment.

Final-year (5th-year) engineering student in Computer Engineering, Software Engineering & AI track, at ENSA Oujda. Trained across the whole field — machine learning, deep learning and computer vision, NLP, generative AI — and interested in any project where AI solves a real problem, whatever the model family.

Able to take an idea all the way to a deployed application: design, backend, frontend, data and deployment. Looking for an end-of-studies internship (PFE) in AI engineering starting February 2027.

End-to-end builder

Every internship and project covers backend, frontend, data and deployment — not just the model.
Applied GenAI

AI agents, an MCP server, RAG over pgvector, semantic search and LLM structured extraction.
Healthcare domain

Neonatology at Mohammed VI University Hospital, a medical database at MIA, Moroccan medical law.
Secure Java backends

Spring Boot, Spring Security, Cloud Gateway, Spring AI; Keycloak (OIDC), JWT, RBAC, microservices.

02Experience

Three internships, AI to full-stack.

Aug – Sep 2026
AI Engineering Intern

Web4Jobs

Improved NextCourse, an AI-powered search engine for learning resources.
- Rebuilt the scraper to be safer (robots.txt, rate limits) and richer: it extracts each course’s full metadata (syllabus, prerequisites, level, language, duration…).
- AI layer: each course becomes multilingual embeddings; the assistant (Gemini) finds the closest courses to the request and recommends only courses from the catalogue.
- Improved the data layer (Prisma) and the interface; added email-verified authentication with roles.
- Containerised the application (Docker Compose) for reproducible deployments.
- Node.js
- Express
- Prisma
- MariaDB
- Redis
- Docker
- Gemini
- bge-m3
- Headless Chromium
See the project
Jul 2026
AI & Full-stack Engineering Intern

Maison de l’Intelligence Artificielle (MIA), UMP Oujda

Designed and built Intelligent Database, a multi-tenant database for the medical domain, driven by an AI assistant.
- Flexible data model: each medical service defines its own records without a predefined schema; the schema grows with use and stays versioned and validated.
- AI assistant (Mastra agent + Gemini): infers the schema from a plain-language description, enters and searches records, and proposes a new field instead of inventing.
- Human in the loop: every proposed change is simulated on the server, then accepted or rejected by the user.
- Secure multi-tenant architecture: one database per service, OIDC (Keycloak) through a BFF gateway with roles, Docker Compose.
- Spring Boot
- Spring Cloud Gateway
- Angular
- Node.js
- TypeScript
- Mastra
- Gemini
- Keycloak
- Redis
- Docker
- nginx
See the project
Jun – Aug 2025
Full-stack Developer Intern

Afriq’IA Institute

Developed the institute’s website end to end, from backend to frontend, in an agile team.
- Designed and maintained a Spring Boot REST API, with a React / TypeScript frontend.
- Worked on securing the application (JWT).
- Implemented full frontend internationalisation (i18n), supporting several languages.
- Actively reviewed teammates’ contributions, keeping a global view of the architecture.
- Spring Boot
- React
- TypeScript
- JWT
- Tailwind CSS
- i18n
- REST

03Skills

An end-to-end toolbox.

Generative AI & LLMs

AI agents
RAG
MCP servers & clients
Spring AI
Mastra
LangChain
Embeddings & vector search
Gemini & Claude APIs (tool calling)
Human-in-the-loop
Prompt engineering
Semantic search
llama.cpp · bge-m3
n8n

Used in Intelligent Database · CHU (MCP, RAG) · NextCourse · Qanoun’IA

NLP & data

Python
spaCy (NER)
Health-data anonymisation
LLM structured extraction
Arabic OCR (Tesseract) · PyMuPDF
Web scraping
Pandas · NumPy · scikit-learn
Keras / TensorFlow · NLTK
Matplotlib · Seaborn · Tableau
pytest

Used in CHU scanner · Qanoun’IA · NextCourse · coursework

Backend

Java · Spring Boot
Spring Security · Data JPA
Spring Cloud Gateway (BFF)
Node.js · Express
Prisma
REST APIs
Microservices
Multi-tenancy
SSE
Symfony

Used in Intelligent Database · CHU · NextCourse · Afriq’IA

Frontend & desktop

TypeScript
Angular
React
Vite
Tailwind CSS
i18n
Browser extensions
Electron

Used in Intelligent Database (Angular) · CHU (React) · Afriq’IA

Databases

PostgreSQL
pgvector
MariaDB / MySQL
Redis
MinIO
SQL · PL/SQL
Oracle administration
Merise · UML

Used in CHU (pgvector) · NextCourse (MariaDB) · coursework

DevOps & systems

Docker · Compose
GitHub Actions
GitLab CI (SAST, secrets)
nginx
Linux · Bash
Kubernetes
Terraform
Vagrant
Git · Maven
TCP/IP networking · Cisco

Used in CHU (CI/CD → VPS) · Intelligent Database (GitLab CI, nginx) · DevOps labs

Security

Keycloak
OAuth2 / OIDC
JWT
RBAC
XSS, CSRF, SQL injection, IDOR

Used in Intelligent Database (Keycloak, BFF) · CHU · Afriq’IA

Foundations (coursework)

Algorithmics · ML (regression, Naive Bayes, SVM, random forest, k-means) · deep learning (MLP, CNN, RNN) · computer vision · NLP (TF-IDF, Word2Vec, n-gram models) · multi-agent systems (BDI, FIPA) · operations research (simplex, Dijkstra, A*)

04Projects

Selected work.

Internship · Maison de l’Intelligence Artificielle (MIA), UMP Oujda July 2026

Intelligent Database

A multi-tenant database for the medical domain, driven by an AI assistant — it proposes, a human approves.

Spring Boot
Spring Cloud Gateway
Angular
Node.js
TypeScript
Mastra
Gemini
+4

End-of-year project (PFA) · team of 3 Apr – Jun 2026

Mohammed VI University Hospital — Neonatology

Rebuilt the department’s application as microservices, with an AI assistant connected to patient records through an MCP server.

Spring Boot
Spring AI (MCP)
Mastra
Gemini
Python
spaCy
React
+8

Internship · Web4Jobs Aug – Sep 2026

NextCourse improvements

An AI-powered search engine for learning resources — rebuilt scraper, semantic layer and recommendations grounded in the catalogue.

Node.js
Express
Prisma
MariaDB
+6

Part of the CHU project · individual work 2026

Medical document scanner

Turns unstructured Word medical reports into structured patient records, anonymising patients before anything reaches the LLM.

Python
spaCy
LLM
RAG
+4

MIATHON'03 hackathon (MIA, UMP Oujda) · team of 6 May 2026

Qanoun'IA

An AI legal assistant to make Moroccan medical law accessible — solution design and a RAG chatbot prototype.

Python
LangChain
RAG
LLM
+3

Hotel management on microservices

A hotel management application built as microservices, behind a central API Gateway secured with OAuth2 (Keycloak).

Spring Boot
Spring Cloud Gateway
Keycloak
OAuth2
+2

Inventory management

An MVC web application with dashboards and low-stock alerts, on a data model designed with Merise.

Symfony 6
Twig
PostgreSQL
Doctrine ORM
+2

05Education

Software engineering & AI.

2024 – 2027

Engineering degree — Computer Engineering, Software Engineering & AI track

ENSA Oujda (National School of Applied Sciences), Mohammed First University

In 5th year — the PFE completes the state engineering degree.

Key courses Machine learning, deep learning, NLP, multi-agent systems, operations research, databases, DevOps, networks, Linux system administration
2022 – 2024

Integrated preparatory classes

ENSA Oujda
2022

Baccalaureate, Mathematical Sciences A

Lycée Sijilmassa, Errachidia

06Contact

Let’s build something together.

I’m looking for an end-of-studies internship (PFE) in AI, data or software engineering from February 2027. An offer, a question, a project? Write to me.

Email [email protected]

Write

Amine EL MAHI

End-to-end builder

Applied GenAI

Healthcare domain

Secure Java backends