Over a two-month period, Truelove contributed targeted engineering work to the crossoverJie/starrocks and potiuk/airflow repositories. In starrocks, Truelove enhanced documentation by clarifying the configuration and behavior of the iceberg.catalog.view-endpoints-supported parameter, improving maintainability and easing onboarding for operators working with Iceberg REST backward-compatibility. In airflow, Truelove implemented hashability for Asset objects in Python, ensuring that assets with identical URIs are correctly deduplicated in sets and dictionaries. This work included object-oriented programming and unit testing to validate consistent identity and prevent regressions. The contributions addressed specific integration and data integrity challenges with a focused, maintainable approach.