Romain Sebire
Data & AI Engineer
Experience
Final Year Internship: AI Agent-Based Cybersecurity Dataset Construction & SAST LLM Fine-Tuning – Orange SA
- Vulnerability extraction using an agentic pipeline integrated with Serena MCP and syntax trees
- Noise filtering and knowledge distillation from Claude Sonnet 4.6 to generate exploit and remediation Chain-of-Thought (CoT) reasoning
- Fine-tuning of Qwen 3.6 27B using QLoRA with an NVIDIA H100 GPU on GCP based on the constructed dataset
- Model evaluation on benchmarks and real-world audit testing of an application pre-audited by team pentesters to assess detection capabilities
FinetuningQLoRACybersecurityAgentic pipelinesLangchainMCP ToolsGCPvLLMPyTorchHugging Face
Data Mining & Machine Learning Projects – Federal University of Rio de Janeiro
- Development of regression, classification and clustering models for data analysis
- ETL pipeline creation: extraction, transformation and data loading
- SQL database creation and querying via Python
- Sending analysis results through a RESTful API endpoint
PythonSQLScikit-learnMachine LearningXGBoostLightGBMOptunaAPI
Internship: Quality wall process digitalization – NTN-SNR
- User audit, field immersion and requirements analysis
- Functional specification writing
- Functional mockup creation on Figma
- Specification structuring for developers via Azure DevOps
FigmaJavaAzure DevOpsFunctional specifications
Internship: Experimental data acquisition and analysis – Géochanvre
- Thermal conductivity laboratory testing for new products
- Experimental data collection, structuring and statistical analysis
PythonLaboratory testingThermal conductivityStatistical analysis
Education
IMT Mines Alès: Engineering degree
- Specialisation: Artificial Intelligence & Data Science
- Option: Advanced Deep Learning and Reinforcement Learning
- Additional track: International and Responsible Business Developer (IRBD)
Federal University of Rio de Janeiro: Academic exchange M1
- Program: Engenharia de Computação e Informação
- Multicultural teamwork
- Adaptation to an international academic environment
Lycée Malherbe: Classes Préparatoires (MPSI, MP)
Lycée Jean Rostand: Scientific Baccalauréat (Mathematics)
Skills
Languages & Tools
PythonJavaLinuxSQLGitDocker
Deep Learning & AI
LLMsReinforcement LearningComputer VisionTransformers
Agentic AI & Local LLMs
AgentsSkillsServeurs MCPClaude CodeCopilot CLIGoogle AntigravityOllamaLMstudioOpenCodevLLM
Languages
French (native)English C1 (TOEIC)Spanish B1Portuguese A2/B1