Operational logs are not a causal experiment ledger
Operational logs can support policy-funnel observability, but they should not be the causal ledger for a canary experiment. Repeated evaluations, retention gaps, dropped logs, and configuration changes can inflate or reclassify observations. Create an immutable enrollment record …