Sociuu Before and After

Compare numeric behavior on deliberate real-client shapes alongside synthetic tests. Sampling can expose missed cases; it does not prove every possible input. Read-only access follows the repository's Production authority. Local verification must remain runnable with synthetic data when that access is unavailable.

Decide whether it applies

This is not a stage every task runs. Judge it from the change itself, not from the task's label, and say which way you decided and why.

Run it when the change can move a number a person or another system relies on: statistics and dashboard figures, engagement or adoption metrics, counts and rates, aggregation or scoreboard logic, a backfill, a data migration, or a fix to how existing rows are interpreted. Retroactive changes are the strongest signal — anything that alters what historical data means needs both readings.