This matters most for people already made vulnerable by existing systems. I’m thinking of Indigenous communities, migrant workers, people with disabilities, children, seniors, racialized communities and those underrepresented in labour and skills data. AI must not become a new way to extract knowledge without consent, or to score people without context, or to make exclusion more efficient.