Deliberate information seeking and manipulative push-based amplification are different governance problems.
QAEDA uses this distinction to protect developing autonomy while allowing stronger safeguards against exploitative recommender design.
Provenance at the point of reading
Passage annotations
Consequential statements can be traced directly to the public claim ledger and preserved source identifiers—without publishing protected dossier bodies or pretending every sentence has the same evidentiary status.
30 annotations21 annotated essaysClaims own confidence, annotations own passage context
Age-threshold checks need not always disclose a complete real-world identity to the relying service.
This does not imply one credential design works for every jurisdiction or risk level.
What an annotation does not mean
A marker does not certify the sentence. It records why the passage is consequential, which claim status governs it, which preserved dossiers inform it, and what qualification should travel with the prose.