QA testing ground: a realistic insurance integration platform (.NET 10, ASP.NET Core, Blazor UI, EF Core, NUnit) used as a system under test. Normalises source messages to canonical contracts with CQRS read models, domain event log, and transactional outbox. 257 tests. Built AI-assisted, human-directed.