About Arnault
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- beta.gouv.frAI Engineer - Legal RAGLEGALSeptember 2025 - Today (9 months)Londres, United KingdomLegal RAG, LLM Agents & Production AI SystemsI participated in the design and deployment of an AI legal assistant platform for the Conseil d'État (Beta.gouv), combining LLM, retrieval augmented, and language model fine-tuning technologies.Key achievements of the Jacepair project:• Hybrid RAG Architecture — Search system combining BM25 sparse and dense embeddings with Reciprocal Rank Fusion, on a corpus of 1.6M+ legal articles and 110K+ court decisions• Multi-source ingestion pipeline — Automated integration of LEGIFRANCE (codes, laws, decrees), ArianeWeb (administrative case law), and ConsiliaWeb (advisory opinions), with versioning and change tracking• Intelligent extraction of legal references — LLM + regex system to automatically identify and structure citations of articles, laws, ordinances, and decisions in legal documents• Multi-LLM provider abstraction — Flexible architecture supporting OpenAI, Mistral AI, and Albert (French sovereign LLM) via LiteLLM, with Pydantic validation for structured outputs• Production-ready infrastructure — Docker Compose deployment with PostgreSQL/pgvector, Qdrant, async FastAPI, Streamlit, and optimized connection management (AsyncPG, pooling up to 50 connections)
- kwarto
On Malt
AI Engineer - Technical Document ExtractionMECHANICAL ENGINEERINGSeptember 2025 - September 2025Londres, United KingdomI carried out a mission as a Data Scientist / ML / NLP Engineer. The project aimed to implement a solution for extracting technical entities from PDF documents related to telecommunication installations.- Extraction of technical information from PDFs- Deployment of open-source LLMs on OVH- Implementation of an automatic extraction evaluation system (via MLFlow)- Development of the fine-tuning system- Development of the annotation/correction platform - LaReserve.techAI Engineer (Volunteering)PUBLIC SECTORMarch 2025 - Today (1 year and 3 months)Londres, United KingdomRAG Fact-Checking, Multi-Source Search & Adversarial EvaluationDescription: Development of production-ready RAG fact-checking systems.I participated in the design and deployment of a comprehensive automated fact-checking platform combining multi-source search, structured generation, relevance evaluation, and iterative red teaming.Key achievements of the Vera project:• Multi-Source RAG Architecture — Dual search pipeline (fact-checking + generic sources) with Google CSE, priority system, automatic fallback, and configurable temporal filtering• Structured Query Generation via LLM — Tool-calling architecture designed to maximize recall, multilingual support• Retriever Metrics System — LLM evaluation of source relevance, baseline comparison, and tracking over time• Source Analysis with Embeddings — Detection of unknown sources (hallucination indicator), measurement of recall and precision• Iterative Red Teaming — Orchestration of adversarial attacks in 4 phases (generation → execution → analysis → improvement), automatic refinement over N iterations• TypeScript/Python Bridge
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Education
- Engineer in Statistics and EconomicsENSAE ParisTech2016Cours (Spécialisation) : • Machine Learning • Apprentissage par agrégation • Gestion de données massives • Programmation • Compressed Sensing • Méthodes séquentielles et chaînes de markov cachées • Méthodes statistiques pour l'économétrie • Econométrie Avancée pour les données qualitatives • Soundings • Modèles statistiques dynamiques avec variables cachées • Bootstrap & statistiques asymptotiques • Statistiques Bayesiennes • Machines Learning Avancée • Data Visualization. Cours (Deux premières années) : • Probability Theory • Advanced Statistics • Non-parametric Statistics • Time Series • Game Theory • Econometrics • Data Analysis • Monte-Carlo methods • Dynamic Optimization • Stochastic Calculus • Macroeconomics
- Master II - Quantitative Economics, specialization in decision theoryUniversité Paris-Saclay2016Cours : • Advances Econometrics for Qualitative Data • Semi Parametric and Non-Parametric Econometrics • Advanced Game Theory • Decision Theory • Monetary Economics • MacroFinance • Information, Transmissions and Communications in Games.