video1.0<iframe src="https://www.loom.com/embed/bf19084106064101a984bf4645830a2e" frameborder="0" width="1920" height="1440" webkitallowfullscreen mozallowfullscreen allowfullscreen></iframe>14401920Loomhttps://www.loom.com14401920https://cdn.loom.com/sessions/thumbnails/bf19084106064101a984bf4645830a2e-fff2f1bb7eddd4bb.gif219.427I added a user profile generator to my music recommender. Using a Streamlit front end, users click through a list of songs and mark which they like or dislike, and the system generates a profile using heuristics like pop, high energy, and happy, then produces top recommendations based on that. I also demonstrated terminal guardrails to sanity check the backend outputs, like making sure recommendations are in descending order and genre constraints are respected. Next, I want to build a time gated profile using your last seven weeks of listens, and weight recent activity at about 60 percent. No action is requested from viewers.