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jbouniol/README.md

πŸ‘‹ Hey there! I'm Jonathan

EMEA Agentic Workspace Transformation Customer Engineer @ Google
MSc Data & AI for Business @ Mines Paris PSL Γ— Albert School

Solutions Architecture Β |Β  AI Agents & LLMs Β |Β  Data Science

I design and deploy end-to-end AI architectures, from hybrid RAG pipelines and multi-agent workflows
to production ML systems, turning complex enterprise data into measurable operational impact.

🌐 jonathanbouniol.com Β Β·Β  πŸ’Ό LinkedIn Β Β·Β  βœ‰οΈ Contact


πŸ—οΈ Agentic Systems & End-to-End Architectures

System Architecture & Impact Stack
βš–οΈ Alter-Ego Local-first hybrid Legal RAG & tool-calling agent on the French Code du travail with BGE-M3, BM25, cross-encoder reranking & temporal versioning. Python, Hybrid RAG, BM25
πŸ›‘οΈ Sentinel Privacy-first multi-agent behavioral safety architecture detecting online risks strictly from metadata without inspecting private messages. LangGraph, Pydantic, Streamlit
πŸ“ˆ Finovera End-to-end AI stock portfolio advisor combining financial news sentiment NLP, a REST recommendation backend, and a native iOS client. FastAPI, SwiftUI, NLP
πŸ“± SnackMaxx Connected retail companion iOS app and enterprise digital transformation blueprint bridging telemetry, loyalty workflows, and mobile UX. SwiftUI, iOS, System Design

🧠 Data Science, Deep Learning & Quantitative Modeling

Project Methodology & Key Outcomes Stack
πŸ“œ LEDGAR Legal NLP Pre-registered benchmark across 80,000 SEC contract clauses (100 classes) comparing TF-IDF, BiLSTM, DistilBERT & LoRA with ECE calibration. PyTorch, Transformers, LoRA
🏦 Treasury Curve Rotation 23-year zero-look-ahead fixed-income strategy rotating TLT, IEF & SHY via the 2s10s spread (+3.51%/yr CAPM alpha, +982 bps 2022 protection). Python, Quant Finance
🎬 Oscar Nominations ML Leakage-free ensemble pipeline across 25+ years of IMDb & TMDb data predicting Academy Award nominations 6 months ahead (up to Γ—77 lift). XGBoost, LightGBM, Scikit-learn
🌿 Pollen & HPI Forecasting Multi-city statistical forecasting of pollen and a composite Heat-Pollution Index across 4 French cities, corroborated by Ameli health data. Python, ARIMA, Fourier

πŸ† Hackathons & Enterprise AI Mandates

12 distinctions across 14 competitive corporate mandates (86% award rate Β· 4Γ— 1st Place Β· Dean's List Top 10%) Β· Full archive β†’

Event / Partner Outcome & Solution Delivered Focus
πŸ₯‡ Generali (1st Place) IT portfolio optimization & AI tracking assistant engineered across 15,000+ internal initiatives. Enterprise AI
❀️ L'Γ‰tudiant Β· Alberthon (Coup de CΕ“ur) ORI 2.0: Mistral-powered voice & visual decision-tree AI companion for student orientation. Mistral AI, Voice
πŸ₯ˆ BNP Paribas (2nd Place) SLA recalibration, complexity detection & AI triage front-end across 3M+ annual client requests. NLP, FinServices
πŸ₯‡ Henkel (1st Place) Retail demand forecasting & commercial resource reallocation engine across national DIY chains. Forecasting, ML
πŸ₯‡ La French Tech (1st Place) Automated web-scraping data pipeline & ecosystem growth strategy pitched to executive leadership. Data Eng, Scraping
πŸ₯‡ Linkpick (1st Place) ML-driven platform growth & matching architecture across students, schools, and corporate partners. ML, SaaS Strategy
πŸ… MinistΓ¨re des ArmΓ©es (Finalist) 72-hour defense AI hackathon: ResNet18 computer-vision pipeline for military vehicle recognition. PyTorch, CV

Additional Finalist distinctions with Louis Vuitton, SNCF, Carrefour & Asmodee, and Honorable Mention with Capgemini.


βš™οΈ Tech Stack

Cloud, Agentic AI & LLMs

Google Cloud Gemini Gemini Enterprise Agent Platform BigQuery Google Workspace LangGraph Hugging Face Mistral AI

Data Science, ML & Deep Learning

Python PyTorch Scikit-learn Pandas NumPy SQL Plotly

Architecture, Apps & Analytics

FastAPI Pydantic SwiftUI Docker Streamlit Looker Git

Pinned Loading

  1. french-data-rag french-data-rag Public

    Hybrid RAG & tool-calling legal assistant on the French Labor Code (Code du travail β€” Apprentissage) with temporal article versioning.

    Python 1

  2. albert-genai-agent albert-genai-agent Public

    Sentinel β€” Multi-agent behavioral analysis & digital safety system powered by LangGraph, Pydantic & Streamlit.

    Python

  3. finovera finovera Public

    Forked from gquercini/albert-ml-project

    AI-powered financial news sentiment analysis, stock recommendation API (FastAPI), and native iOS client (SwiftUI).

    Swift 1

  4. nlp-project nlp-project Public

    Legal clause classification on the LEDGAR benchmark (100 categories): TF-IDF, BiLSTM, Attention & Transformer baselines.

    Jupyter Notebook

  5. treasury-etf-curve-rotation treasury-etf-curve-rotation Public

    Quantitative Treasury ETF curve-rotation strategy (TLT / IEF / SHY) driven by the 10Y-2Y yield curve spread.

    Jupyter Notebook 1

  6. ml-oscar-predictions ml-oscar-predictions Public

    End-to-end Machine Learning pipeline predicting Academy Award (Oscar) nominations and winners (2000–2026).

    Jupyter Notebook