Experience: a bilingual knowledge chatbot built from scratch in Python (Rasa, FAISS, source citations, feedback loop) as an internal proof of concept at an ERP group, and a two-agent sales assistant in Microsoft Copilot Studio evaluated against a knowledge base of 2,600+ pages for my 2026 bachelor thesis.