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Explore a 45-minute conference talk from Strange Loop that delves into Onyx-Native, a new library designed to support stateful, native-code backed Java objects in Onyx Platform workflows. Learn how Onyx's information flow model can address systemic problems in long-lived scientific computing systems, particularly climate-data ingest systems. Discover how this approach can revolutionize the handling of legacy systems that require scientific result accuracy and are often challenging for developers to understand. Examine specific examples of Onyx-Native applied to scientific computing, using the ASOS Ingest System at NCEI as a case study. Gain insights from George Kierstein, an experienced professional in high-performance computing systems with a background in computational neuroscience, as she shares her expertise in functional programming approaches to system architecture.