Luis Dehlwes

Legacy AI is an AI-powered knowledge-preservation platform that captures the knowledge an organization actually runs on. A multi-tenant SaaS with role-based access, it combines AI voice interviews, automated knowledge extraction and semantic search to turn tacit expertise into a searchable, living knowledge base — so critical know-how isn't lost when key people leave.

Analyzed a real-world robotics demonstration dataset for connector insertion in cable assembly. Performed time-series preprocessing, value estimation (discounted returns) and visual analytics of human search strategies. Trained a Behavioural Cloning model (Keras) to imitate expert actions from state signals (pose, wrench, twist) for safer, faster policy initialization.

Companion platform to the ceramic-thruster research: a documentation and research tool for material- and process-data management — data collection, organisation and visualisation — built on a React/Supabase frontend with a structured database. An ML-based recommendation pipeline is in development, currently on hold pending larger datasets.