PB

Pierre-Emmanuel Brian

AI Engineer — NLP/LLM in Production

Download my résumé

AI Engineer, 10 years of experience including 4 on NLP/LLM systems in production. After several years on assignment (Airbus, Safran, CVG Medical, KPAM) designing and industrializing end-to-end AI pipelines, I'm now looking to settle into a long-term role within a large organization, carrying AI projects from design through to production. BERT/LLM fine-tuning, RAG architectures, LangGraph/MCP agents — a Deep Learning foundation alongside classic ML methods; since April 2026, specializing in agentic architectures and local LLM deployment, an edge computing approach mindful of AI ethics.

0 years

of experience

0k

Peak verbatims analyzed per study (KPAM)

0 → 600 reviews/s

Classification throughput after optimization (KPAM)

0h → 30min

Online form filling time, per case (CVG Medical)

Goals

Skills

Core AI

LLMRAGFine-tuningBERTNERLangGraphMCPOllamaCoding agents

Engineering

PythonSQLDocker DeploymentFastAPICI/CDPySparkPolarsPlaywrightAWSScaleway

Professional experience

  1. Apr. 2026 — Present (5 months)

    AI Portfolio

    Personal projects

    A 4-month dedicated period focused on deepening my Generative AI engineering skills through hands-on projects. Developed Legitifier, a tool to analyze GitHub repositories and detect potential AI-generated scam projects. Built pebrian.fr, my professional website featuring a technical blog, portfolio, and résumé. Developed Claudeus, a Dockerized Claude Code environment with controlled permissions and an egress firewall for secure AI-assisted development workflows. Developed Mjolnir Agent, an autonomous web agent running 100% locally on a consumer-grade GPU — a demonstration of hardware-constrained optimization (edge computing) — with human approval tiers and a performance benchmark.

    PythonLangGraphPyTorchCUDARAGLLMAI Agents
  2. Mar. 2025 — Mar. 2026 (1 year)

    AI Engineer (Freelance)

    KPAM

    Designed & built the Athena software suite to replace 15 legacy Excel/VBA tools in customer experience analytics. Pipeline handling up to 60k verbatims per study. Industrialized and optimized inference in production: ×200 on BERT classification (multilingual batching, GPU activation), ×55 on LLM inference (async processing). Deployment, monitoring and operational maintenance for 11 business users.

    PythonNLPBig dataLLMBERTOpenAI APIGitHubFine-tuningNERReverse engineeringCoding agentsTestingFreelancingTechnology watch
  3. Jul. 2024 — Jan. 2025 (6 months)

    Business Analyst (Temporary)

    Airbus

    Quality interface between the offshore team and the client: test-based validation of the FlowMetrics project, built a supply chain POC.

    TestingBusiness AnalysisBig dataSupply ChainAWS
  4. Jan. 2024 — Mar. 2025 (1 year 2 months)

    Software Engineer (Freelance)

    CVG médical (part-time mission, concurrent)

    Designed & built SmartCry (RPA) to automate responses to public hospital tenders in France. Online form filling time per case cut from 15h to 30min.

    PythonPlaywrightRPAAutomationMonitoringFreelancing
  5. Jul. 2022 — Nov. 2023 (1 year 4 months)

    Product Management Business Partner (Freelance)

    Airbus

    Managed digital projects and data development in aeronautical industrial production (A350/A330 programs).

    PythonPySparkProduct ManagementBig dataAerospaceFreelancingReportingBudget forecastingTime seriesLead time
  6. Jun. 2022 — Jul. 2022 (1 month)

    DevOps Engineer (Freelance)

    Digitcuto

    Short mission: built continuous integration tooling for a client in medical robotics.

    PythonCI/CDJamaGitlabRoboticsMedicalFreelancing
  7. Oct. 2021 — Jul. 2022 (9 months)

    Mentor (Freelance)

    OpenClassrooms

    Mentored more than 40 students on the "Python App Developer" track & assessed final project defenses.

    PythonMentoringTeachingAssessment
  8. Feb. 2018 — Mar. 2021 (4 years)

    Consulting Software Engineer (Permanent)

    Inetum, Néo-Soft

    Versatile developer on multi-client missions in aerospace and industry — Safran, Spherea, SCLE/SFE, TBS — growing into a technical lead role (overseeing 2 developers).

    PythonDjangoDjango Rest FrameworkAgileTechnical Lead
  9. Oct. 2017 — Jan. 2018 (4 months)

    Developer (Internship)

    DECASOFT

    Designed & built a database migration solution for the Paris Chamber of Commerce (CCI) & maintenance (TMA) on the Ecoscope search platform.

    PostgreSQLElasticsearch
  10. Jun. 2016 — Mar. 2017 (10 months)

    Developer (Freelance)

    Sématique SARL, Labège

    Built an application to search for alternative medicine practitioners in France.

    PythonMongoDB

Education

  1. Jun. 2026

    Engineering degree in Computer Science and Information Systems (ISI)

    Université de Technologie de Troyes (UTT)

    Obtained through VAE while working full-time — an academic validation of 10 years of practice.

    VAEInformation Systems
  2. Jan. 2018

    Professional certification as software designer / developer

    AFPA (Balma)

    Java / JEE.

    JavaJEE
  3. 2006

    Scientific Baccalaureate, Physics specialization

    Lycée Bagatelle (Toulouse)

    Science-focused track.