During March 2026, work on the MARS-Group-HAW/model-soh repository focused on establishing foundational analytics and project scaffolding to support data-driven development. Using C# and .NET, a MarketAnalyticsAgent class was developed to centralize the aggregation and export of market metrics, streamlining data tracking and analytics workflows. Additionally, project scaffolding for the SOHAnomalyBox application was introduced, leveraging a new csproj-based structure to enable reproducible build and run processes for future anomaly detection features. Improvements to repository hygiene, including refined .gitignore handling, ensured clean and repeatable commits, laying the groundwork for robust backend development and future machine learning integration.