Policy Forum

Meta’s settlement changes product design but still measures accounts rather than people Early evidence shows restrictions displace usage into borrowed and fabricated identities Platform risk will depend on enforceable controls, privacy costs and behavioural outcomes

Adaptive systems can widen access to consistent instructional support Evidence of higher test performance does not yet establish transferable understanding Public adoption requires independent evaluation, qualified teachers and safeguards against unequal experimentation