If a failure can be detected deterministically, make a tool detect it before asking an agent to remember it.
The method has failed when the same issue is handled by repeated reminders, reviewer taste, or long prompt text even though a local check could have caught it earlier.
This is a compact public method card, not a claim that every workflow needs automation or that tools can judge all product quality. MIT licensed as part of Dayan Agent Skills.