During December 2024, Starketh focused on enhancing data reliability for the DefiLlama/dimension-adapters repository by updating the Fenix Finance adapters to utilize the latest subgraph deployments. Working primarily in TypeScript, Starketh implemented targeted changes in the index.ts file for both V2 and V3 adapters, ensuring that data sources remained current and reducing the risk of stale information for downstream dashboards. This full stack development effort addressed the need for up-to-date data integration, reinforcing data integrity across the platform. The work demonstrated a clear end-to-end approach, from code modification to validated data alignment, though it was limited in scope and duration.