Surveillance-for-Performance Schooling

Updated: 2025.10.04 17D ago 1 sources
Alpha’s model reportedly uses vision monitoring and personal data capture alongside AI tutors to drive mastery-level performance in two hours, then frees students for interest-driven workshops. A major tech investor plans to scale this globally via sub-$1,000 tablets, potentially minting 'education billionaires.' The core tradeoff is extraordinary gains versus pervasive classroom surveillance. — It forces a public decision on whether dramatic learning gains justify embedding surveillance architectures in K‑12 schooling and privatizing the stack that runs it.

Sources

The School That Replaces Teachers With AI
EditorDavid 2025.10.04 100% relevant
Collosus/Slashdot report that Alpha’s 'surveillance architecture' (vision monitoring and data capture) is part of the system that delivers top test performance; Joe Liemandt’s $1B pledge to scale it worldwide.
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