10Psychosocial harmBelow the top 20
Homework as a stool sample for the next model
CapabilityDomain knowledgeImpact domainBoth
Statement (NASA form)
Given that schools already require AI-assisted platforms, there is a possibility of student work used to train a product the family never agreed to resulting in a child’s voice becoming a vendor asset.
Likelihood
4Likely
Consequence
2Minor
Urgency
2Planned
Personal slice · family. Experimental household card. Not a certified finding.
Composite 10 = 4×2 + 2
Applicable mitigations
Controls · Default-on crisis routing for under-18 accounts · Hard age-gating on companion products · Ban retention optimisation during crisis sessions · Capability thresholds that cannot be open-released · Know-your-customer on high-end fine-tune clusters · Pair open release with synthesis and exploit screening upgrades · A real off-ramp that still functions