AI in Science fellows Nathan Fox and James Boyko hosted a four-day workshop focused on integrating multimodal and crowd-sourced data for biodiversity monitoring and conservation. In addition to research talks, participants engaged in hand-on data challenges designed to tackle a diverse range of real-world data complexities, from exploring bird species identification, comparing human versus AI labels, to navigating the intricacies of crowd-sourced data from platforms such as iNaturalist, Flickr, and Twitter.