Misalignment between the optimized objective and human | AIGP
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Misalignment between the optimized objective and human: Which characterization best captures the primary

AIGP Understanding the Foundations of AI Governance Hard

The scenario shows objective misalignment plus harms amplified by scale and complexity.

The question

A content-recommendation system is optimized to maximize user engagement. Over time it amplifies polarizing material, exposes minors to harmful content, and its effects compound as the user base grows. Which characterization best captures the primary governance risks this illustrates?

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  1. A purely technical reliability defect in which the recommendation service intermittently fails to load, degrading availability but raising no ethical or societal concerns.
    Plausible but wrong: the issue is objective misalignment and societal harm, not a service-availability defect.
  2. Misalignment between the optimized objective and human welfare, with harms amplified by the system's scale and complexity as adoption grows across the user base. ✓
    Correct: engagement-optimization diverging from welfare is misalignment, and scale-driven compounding reflects complexity and scalability harms.
  3. A data-privacy breach in which personal viewing histories are exfiltrated to an outside party, which is the central and defining harm shown in this particular scenario.
    Plausible but wrong: no unauthorized data disclosure is described; the harm is misaligned amplification.
  4. An isolated one-time incident affecting a single user, which is fully contained and does not compound or scale as the system's overall user base continues to grow.
    Plausible but wrong: the scenario explicitly compounds with scale and is not an isolated event.
The trap
Reducing a compounding, objective-misalignment harm to a one-off technical or privacy incident.

How to remember it

The scenario shows objective misalignment plus harms amplified by scale and complexity.

How many of these would you get right?

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