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Applied AI·August 30, 2026·1 min read

MIT report says AI can complete almost any undergraduate assignment it sets

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If AI can credibly complete almost any MIT undergrad assignment, your internal training, certification, and hiring screens are already compromised. Treat assessment and proctoring as a design problem, not a plug-in purchase—especially with EU rules classifying student-monitoring systems as high-risk.

Applied AI

AI agents that pass authentication can still drift, expose data, or get memory-poisoned

Agent gateways are being treated like API keys when they actually sit on top of half-built identity, attribution, and policy stacks—so teams are overestimating how much risk they’re burning down. If you’re piloting agents, treat gateway deployment as a security program, not a feature flag: log every action, tie it to a human owner, and assume memory and tool access are active attack surfaces.