Completion is not readiness
A submitted plan is not the same as a plan a student can explain.
Short notes on readiness and evidence.
This page keeps working ideas short. Formal research belongs in the Research Hub.
Evidence helps trust
Students, families, and schools need to see why a plan makes sense.
AI needs boundaries
AI can help draft or sort, but it should not make official student decisions.