Why capability
Because expiry should be a signal, not a surprise.
Training often lives in a spreadsheet and expires quietly.
EMERGE already treats a missing or expired requirement as a signal that becomes an action with an owner. Education is designed so that what it produces, evidence of learning and capability with a date and provenance, is the kind of record that loop can use.
Education prepares the person. The Workforce module now in development is designed to use that capability evidence, with consent, alongside work-related compliance and site requirements before deployment. EMERGE would connect organisational needs and resources to the service. These product integrations are planned, not live.