Autonomy, speed and scale, and opacity together, so harms: Which characteristics most justify a comprehensive,

Autonomy, speed and scale, and opacity together mean harms can occur fast and without traceable reasoning, exceeding ordinary controls.

The question

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1. Data dependency and complexity alone, since the system's many components simply require more thorough software testing

   Plausible but wrong: more testing does not address autonomous, fast, non-interpretable decisioning that traditional controls miss.
2. Probabilistic outputs only, since non-deterministic behavior is the sole feature distinguishing AI from ordinary software

   Plausible but wrong: probabilistic behavior is one factor, but the scenario's key drivers are autonomy, speed, and opacity.
3. Autonomy, speed and scale, and opacity together, so harms can occur rapidly and without traceable, reviewable reasoning ✓

   Correct: autonomous, high-speed decisions with non-interpretable logic exceed traditional controls and warrant AI-specific governance.
4. Potential for misuse in isolation, since the governance concern reduces entirely to preventing intentional bad actors

   Plausible but wrong: the concern is intrinsic system behavior, not solely deliberate misuse by adversaries.

How to remember it

Autonomy, speed and scale, and opacity together mean harms can occur fast and without traceable reasoning, exceeding ordinary controls.

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