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{
"lesson": "10-ai-control-subversion",
"title": "AI Control - Safety Despite Subversion",
"questions": [
{
"stage": "pre",
"question": "Which best captures the difference between alignment and AI control?",
"options": [
"Alignment asks whether U is trustworthy; control asks whether we can safely use U without trusting it",
"Control replaces the loss function while alignment changes the optimizer",
"They are synonyms",
"Control is about hardware; alignment is about software"
],
"correct": 0,
"explanation": ""
},
{
"stage": "check",
"question": "What does the AI Control threat model assume?",
"options": [
"U is untrusted strong, T is trusted weak, H is bounded trusted human labor",
"U and T are both adversarial",
"All three resources (U, T, H) are trusted",
"Only U exists"
],
"correct": 0,
"explanation": ""
},
{
"stage": "check",
"question": "What is the key risk in Untrusted Monitoring that Trusted Editing avoids?",
"options": [
"Two instances of U can collude or share priors, so the protocol must spend budget on collusion-resistance",
"Humans cannot be audited",
"Hardware contention",
"T cannot edit text"
],
"correct": 0,
"explanation": ""
},
{
"stage": "check",
"question": "On the Greenblatt et al. (ICML 2024) code-backdoor task, what does Trusted Editing achieve relative to Untrusted Monitoring?",
"options": [
"It is strictly worse",
"It only wins at zero human budget",
"They are exactly equivalent",
"It strictly Pareto-dominates: higher usefulness at every safety level"
],
"correct": 3,
"explanation": ""
},
{
"stage": "post",
"question": "Which of the following is NOT one of the lesson's three fundamental limits of control?",
"options": [
"Trusted weak models eventually lag U",
"Control produces aligned models as a byproduct",
"Humans do not scale",
"Control may fail at higher capability levels if U can manipulate T or reason about H's audit distribution"
],
"correct": 1,
"explanation": ""
},
{
"stage": "post",
"question": "What does a Control Safety Case argue?",
"options": [
"That T is more capable than U",
"That under worst-case assumptions about U, the deployment protocol bounds the probability of an unacceptable outcome",
"That U is trustworthy",
"That the model passed a manual jailbreak test"
],
"correct": 1,
"explanation": ""
}
]
}