Tom Escudié

Development of a code assistant for automatic generation of Python Docstrings and unit tests locally via Ollama & open-source LLM to preserve code confidentiality. Led a prompt engineering approach (iterations + few-shot, "no code change" constraints, filtering reasoning traces) and explored RAG with LangChain + FAISS + CodeBERT embeddings. Built a quantitative evaluation protocol on an internal dataset with metrics (semantic cosine via SBERT, AST similarity, compilation, etc.); authored an IEEE-formatted paper documenting methods and results.

Development of a full-stack web platform for simulating IoT home automation environments (Next.js + Python Flask with REST API (~33 endpoints), JWT authentication, and complete management (creation/editing/deletion). Designed the SQLAlchemy data model from scratch and JSON export of a complete environment. Prototyped a real-time simulation engine (Pub/Sub event-driven architecture + per-user threads): verifying requests against system constraints and detecting violations.

Development of an interactive webGIS within the TRANSITION-VÉLO project to allow researchers to explore and compare mobility data (Toulouse/Lyon) via R Shiny + Leaflet. Automation of the cleaning/formatting pipeline + insertion into heterogeneous and large databases (>100 GB) replacing a manual process under Excel, and evolved the schema for future exploitation. Implemented R ETL scripts and developed a "no-code" Shiny interface for non-IT professionals to load data with a ready-to-use database and documentation delivery.