I am the co-founder of Emergent Methods, where I spearhead research projects revolving around transparency and data+model diversity. Some examples include news narrative identification and tracking, enforcement and reporting of source diversity in AskNews journalism, as well as entity linking for knowledge graphs. I draw on my extensive experience with designing interdisciplinary research projects and my talents at communicating research findings.Emergent Methods is actively building high-throughput LLM enrichment for real-time news indexing at production scale -> AskNews (https://asknews.app). The AskNews data source powers thousands of real-time LLM applications, as well as our in-house applications such as our state of the art forecasting model -> Voir (https://voir.news).