The practical idea
A learning profile can record interests, work samples and questions. Calling it a “digital twin” does not make it a complete or reliable model of a child. Keep the record limited to what the family actually needs.
Start without a new service
Use a small private notebook or folder. Let the learner help choose what belongs in it. Avoid collecting sensitive information simply because a tool offers a field for it.
Separate observations from interpretations
Record an example of work before making a claim about ability or progress. If AI suggests an interpretation, label it as a suggestion and check it with the learner and a knowledgeable adult.
Review access and usefulness
Decide who can see the record and when to remove old material. Keep it only while it serves a clear purpose. A profile should support learning, not become a permanent ranking or a promise about future performance.
