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Surface: Youth Apprentice Thread

Context
Skill transfer and maintenance apprenticeship evidence.

surface api dataflow api open dataflow canvas return dossier

Trace Dataflow

Inputs

Apprentice logs
Mentor feedback

Transforms

Competency trajectory inference

Outputs

Apprenticeship impact thread

Observability

Skill progression score