Afifah is an undergraduate student in Data Science at Universiti Brunei Darussalam and is currently completing an internship as an AI developer at Borneo Futures, working on the building and deployment of Google’s PERCH v2 model for bird species detection systems. Her role involves supporting the implementation of AI-based tools for automated bird identification using bioacoustics data as part of biodiversity monitoring efforts. Within this, she develops Python scripts for audio dataset preparation and filtering, evaluates, tests and conducts performance analyses of models, and helps with API testing and development. Additionally, she supports internal documentation and reporting, and collaborates with the biodiversity team.