DeepLearning.AI
Multi-Agent Systems with LangGraph
Validated proficiency in designing stateful multi-agent graphs, dynamic routing, supervisor models, human-in-the-loop controls, and persistence layers.
Mariem
Kbaier
Data & AI · Final-Year Computer Engineering Student
Final-year Computer Engineering student at ENIS, seeking a 2027 PFE internship in Data & AI. I build and evaluate multi-agent systems (LangGraph, MCP) and quantitative RAG pipelines (RAGAS), with hands-on deployment experience using Docker, Kafka, and AWS.
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Specialties & Expertise
SPECIALTIES & EXPERTISE
Bridging autonomous multi-agent systems, quantitative RAG pipelines, and distributed event microservices
The Journey
I'm a final-year Computer Engineering Student at the National Engineering School of Sfax (ENIS), currently seeking a 2027 PFE internship in Data & AI. My work focuses on building and evaluating multi-agent systems with LangGraph and MCP, and quantitative RAG pipelines benchmarked with RAGAS. I also bring hands-on experience deploying projects with Docker, Kafka, and AWS.
Multi-Agent Systems & LangGraph
Designing stateful agent graphs, dynamic supervisor routing, MCP tools, and self-repairing test pipelines.
LangGraph
MCP (FastMCP)
Supervisor Pattern
Groq LLaMA 3.3
Hybrid RAG & Evaluation
Building reciprocal rank fusion (BM25 + Dense) retrieval with Qdrant/ChromaDB and scientific evaluation via RAGAS.
Hybrid RAG
RAGAS (0.941)
Qdrant
ChromaDB
Mistral AI
Event-Driven & Kafka
Developing asynchronous microservices coordinated via Apache Kafka, parallel consumer groups, and Spring Cloud Gateway.
Apache Kafka
Spring Boot
Consumer Groups
Microservices
Cloud & MLOps Deployment
Architecting serverless AWS telemetry (IoT Core, Lambdas, DynamoDB) and containerized Docker pipelines with CI/CD.
Docker
AWS IoT Core
Lambda
DynamoDB
GitHub Actions
Background
ACADEMIC & PROFESSIONAL JOURNEY
Rigorous preparatory foundation followed by specialized engineering in AI & MLOps
01 · 2021 — 2024
Preparatory Classes (MPI) · IPEIT (Tunis)
IPEIT (Tunis) — Mathematics, Physics & Computer Science.
IPEIT
Advanced Maths
Physics
Algorithms
02 · 2024 — 2027
Computer Engineering Degree · National Engineering School of Sfax (ENIS)
National Engineering School of Sfax (ENIS). Specialization in AI, MLOps & Distributed Systems.
ENIS
AI & MLOps
Distributed Systems
03 · Jun — Aug 2025
Software Engineer Intern · Assistance Plus
Assistance Plus — Built enterprise backend services and automated data validation workflows.
Assistance Plus
Microservices
API Design
Automation
👑 2ND PLACE / 120+ TALAN SUMMER CAMP
04 · Jul — Aug 2026
AI & MLOps Intern @ Talan
Built AgriMent, an agricultural decision-support platform combining multi-agent AI, regulatory RAG, and satellite data.
Talan Summer Camp
LangGraph
Hybrid RAG
9+ Featured Engineering Projects
FEATURED PROJECTS
Selected projects in multi-agent AI, RAG, cloud systems, and machine learning.
👑 2ND PLACE · TALAN SUMMER CAMP (120+ PARTICIPANTS)
Talan & ENIS · AgriGuide / AgriMent
AgriGuide — Multi-Agent Agricultural Decision-Support Platform
A multi-agent agricultural decision platform for parcel analysis, crop recommendations, satellite monitoring, regulatory guidance, and farm business planning.
0.941
Context Precision (RAGAS)
r = 0.980
Human-AI Alignment
80.3%
TempCNN Crop Accuracy
0.0%
Guardrail False Positives
⚡ AUTONOMOUS SELF-REPAIRING PIPELINE
VORTEX · LangGraph Architecture
VORTEX — Multi-Agent Test Automation System with LangGraph
A LangGraph workflow that converts user stories into Gherkin, validates scenarios, generates and runs tests, analyzes coverage, and attempts to repair failures.
Gherkin
Scenario generation
LangGraph
Workflow orchestration
Coverage
Test results analysis
Self-Healing
Attempts to repair failing tests
MCP & Agentic AI
FastMCP
MCP-Powered Agentic Job Matcher
Finds live job postings, scores CV matches using embeddings and required-skill overlap, verifies cited evidence, and generates career guidance and PDF reports.
Details & Metrics
Repository
Serverless Cloud
AWS Stack
FleetPro: Serverless Real-Time Telemetry
A serverless fleet tracker: AWS IoT Core ingests GPS data, Lambda and DynamoDB process locations, WebSockets update the live map, and SNS emails arrival alerts.
Details & Metrics
Repository
Distributed Streaming
Apache Kafka
EventFlow: Asynchronous Microservices
An event-ticketing system with Spring Boot services, Kafka workflows, MySQL persistence, a Spring Cloud Gateway, and a lightweight frontend.
Details & Metrics
Repository
ML Pipeline
XGBoost & Flask
Customer Churn Prediction & Analytics
An end-to-end ML pipeline on 4,372 customer profiles, with XGBoost churn prediction, K-Means and DBSCAN segmentation, and a Flask analytics API.
Project Details
Private RAG
FastAPI & Ollama
AI Knowledge Assistant (Private RAG)
A private conversational RAG assistant for complex PDFs, using ChromaDB and local Ollama inference with optional web retrieval.
Project Details
Business Intelligence
In progress
PerfPulse: KPI Analysis Agent
In development: an AI agent that monitors KPIs, flags notable changes, identifies affected products or regions, and drafts a short conclusion for Power BI review.
Project Details
Repository
Cybersecurity
Distributed IDS
FogWatch: Collaborative Attack Detection
A distributed intrusion-detection setup using Suricata across three sites, connected through Tailscale and deployed with K3s, with nftables response tooling.
Project Details
Repository
Project
In progress
EVA-Guard
Explore the project and its implementation in the repository.
Credentials
CERTIFICATIONS & CREDENTIALS
Official credentials validating competencies in agentic AI, distributed streaming, and software engineering
KodeKloud Credential
Apache Kafka – Architecture & Real-Time Data Streams
Validated expertise in event-driven microservices, Kafka broker configuration, consumer groups, parallel fan-out patterns, and topic partitioning.
Cisco Academy
Cisco C Advanced – Systems & Memory Architecture
Advanced proficiency in manual memory management, pointer arithmetic, dynamic data structures, POSIX system calls, and algorithmic optimization.
SCRUMstudy
Scrum Fundamentals Certified (SFC™)
Certified understanding of Agile software development philosophy, sprint planning, cross-functional team coordination, and backlog grooming.
Get In Touch
Ready to work together? Let's talk.
Feel free to reach out with any questions or opportunities. I’d love to hear about your next project!
Open to questions and opportunities
Prefer email? Write to Mariem
Get in Touch
Send me a message
Fill out the form and I’ll get back to you soon.
LEADERSHIP & ACHIEVEMENTS
Talan Summer Camp 2026
AgriMent: agricultural decision support with multi-agent AI, regulatory RAG, and satellite data.
Non-Technical Challenge
Awarded 1st place representing IEEE PES Chapter ENIS in a national problem-solving challenge.
TEC.Week 2.0 & 3.0
Won 1st place in national congress competition and managed core logistics.
IEEE PES Chapter ENIS
Directed chapter media strategy, digital publishing, and built the chapter's web presence.
PYFAC 11 Innovation
Organized innovation challenges, ideation workshops, and technical mentorship.
PYFAC 10 Design
Created the event's promotional visual identity, posters, and digital collateral.
regenX 1.0
Led the creative design team, orchestrating brand guidelines and motion assets.
Talan Summer Camp 2026
AgriMent: agricultural decision support with multi-agent AI, regulatory RAG, and satellite data.
Non-Technical Challenge
Awarded 1st place representing IEEE PES Chapter ENIS in a national problem-solving challenge.
TEC.Week 2.0 & 3.0
Won 1st place in national congress competition and managed core logistics.
IEEE PES Chapter ENIS
Directed chapter media strategy, digital publishing, and built the chapter's web presence.
PYFAC 11 Innovation
Organized innovation challenges, ideation workshops, and technical mentorship.
PYFAC 10 Design
Created the event's promotional visual identity, posters, and digital collateral.
regenX 1.0
Led the creative design team, orchestrating brand guidelines and motion assets.