






We built an advanced chatbot using the ChatGPT API, integrating curated research papers and the Finnish Meteorological Institute’s API for weather data. Its multi-layered architecture combined intent and sentiment analysis, information retrieval, and a personality layer for natural, context-aware responses.




We built a Slack bot to support Mob AI tutoring workshops where participants has to program a robot to navigate a maze. Aimed at helping beginner programmers, it assisted with general problem solving and used the robot provider’s API reference to generate functional code snippets.