Nada Hammami.
From prototype to production, end to end.
Based inParis, France
FocusGenerative AI · LLM agents · MCP · LLMOps
I work on generative and agentic AI. At Supervizor I build Xplore, a conversational AI agent, and the MCP server that gives AI assistants natural-language access to 350+ financial controls. I design LLM solutions, ship them to production, and keep them running.
01Where I’ve worked
Aug 2025 –
Present
Paris, France
- Building Xplore, Supervizor’s conversational AI agent, in Go and React on Vertex AI: MCP business tools, RAG over clients’ internal reference documents with sourced answers, client-customizable business skills, LLM-as-a-judge quality scoring and multi-tenant isolation.
- Designed the MCP server on Supervizor’s REST API and BigQuery views, giving AI assistants natural-language access to 350+ financial controls and their audit data.
- Supported client calls, answering technical questions and helping customers see how the product fits their needs.
- Delivered internal demos of new AI features, presenting the AI team’s latest work and helping other teams understand how to use it.
Go · Python · React · TypeScript · PostgreSQL · Vertex AI · MCP · RAG · LLM-as-a-judge · BigQuery · Cloud Run · Auth0 · Git
Feb 2025 –
Jul 2025
Data Scientist Intern at Supervizor
Paris, France
- Designed and built an LLM-powered system that automates compliance testing, from OCR document analysis to Text-to-SQL query generation.
- Built two audit controls: obsolete account detection, to clean up accounting data, and detection of fixed assets hidden in expenses, to tighten compliance and asset tracking.
- Deployed the LLM server and set up Datadog monitoring.
- Benchmarked LLMs on Confident AI with built-in and custom evaluation metrics to select the best-performing model for the pipeline.
Python · SQL · LLM · Vertex AI · Docker · Datadog · Confident AI · Git
Jul 2024 –
Sep 2024
Data Analyst Intern at WaterSec
Tunis, Tunisia
- Analyzed water consumption data: cleaned the datasets, identified correlations and detected anomalies that revealed user behavior patterns.
- Turned results into clear visualizations and strategic recommendations to optimize water resource management.
Python · Pandas · Matplotlib · Seaborn · Jupyter Notebook
Jul 2024 –
Aug 2024
Data Engineer Intern at Sofiatech
Tunis, Tunisia
- Designed and implemented a cost-optimized data analytics pipeline on AWS to analyze clickstream data.
- Built the data pipelines end to end: ingestion and transformation of raw clickstream events, with a focus on data integration, processing and management.
- Queried the processed logs to extract meaningful insights and turned them into visualizations that gave actionable insights into user behavior.
AWS · AWS Cloud9 · CloudWatch Logs Insights · ETL
02Things I’ve built
2025—PresentAgents · RAG
Supervizor’s conversational AI agent: MCP business tools, RAG over clients’ internal reference documents with sourced answers, client-customizable business skills, LLM-as-a-judge quality scoring and multi-tenant isolation.
go · react · typescript · postgresql · vertex ai · mcp · rag · llm-as-a-judge · cloud run · auth0
2025MCP · Data access
MCP server on Supervizor’s REST API and BigQuery views, giving AI assistants natural-language access to 350+ financial controls and their audit data.
python · mcp · rest api · bigquery · cloud run
2025LLM · Automation
OCR to Text-to-SQL compliance pipeline
LLM-powered system that automates compliance testing on expense reports: documents are read with OCR, then turned into SQL queries that run the checks.
python · sql · llm · vertex ai
2024NLP · Search
E-commerce search & recommendation engine
Content-based recommender combining TF-IDF, word embeddings, PyTerrier, Sentence-BERT and Deep Text Search: personalized recommendations from user behavior and product attributes, plus accurate multilingual search.
tf-idf · embeddings · pyterrier · sentence-bert · deep text search
2024Computer vision
Tennis match video analysis
Video analysis system that tracks the players and the ball in match footage to measure player speed, ball speed and shot count, using fine-tuned detection models and court keypoint extraction.
python · yolo · cnn · pytorch · opencv · pandas · numpy
2023NLP · Classification
Tweet sentiment classification
Sentiment classifier for tweets that benchmarks several recurrent and transformer models on the same dataset, then fine-tunes the best one to reach an F1 score of 83.6%.
python · pytorch · transformers · bertweet · roberta · convbert · bert · lstm
03Stack
GenAI & agents
LLM · Agents · MCP · RAG · Prompt engineering · Embeddings · Anthropic & OpenAI SDKs
LLMOps & eval
Vertex AI · LiteLLM · LLM-as-a-judge · Confident AI · LM Studio
Machine learning
PyTorch · TensorFlow · Scikit-learn · Hugging Face Transformers · YOLO · OpenCV
Data
SQL · BigQuery · PostgreSQL · Pandas · NumPy · Matplotlib · Seaborn
Programming languages
Python · Go · TypeScript · Java · R
Cloud & tools
GCP · Cloud Run · AWS · Docker · Auth0 · Git · Datadog
Certifications
Google Cloud Professional Machine Learning Engineer · Google Cloud Generative AI Leader · Supervised Machine Learning (DeepLearning.AI & Stanford)
Spoken languages
French C1 · English C2 · Arabic native · German A2
04Education
2022 –
2025
Engineering degree, Intelligent & Complex Systems
National Institute of Applied Science and Technology (INSAT)
Tunis, Tunisia
2020 –
2022
Integrated preparatory cycle, Maths-Physics-CS
National Institute of Applied Science and Technology (INSAT)
Tunis, Tunisia
2020
Scientific Baccalaureate
Highest honors · Top 3% nationally
Tunis, Tunisia