Deontological (rule-based) ethics are often implicitly justified by the good outcomes their rules are presumed to create. If a moral rule was known to produce the worst possible results, its proponents would likely abandon it, revealing a hidden consequentialist foundation for their beliefs.

The "moral dumbfounding" phenomenon reveals we often have an instant, gut-level decision and *then* invent reasons to justify it. We believe we're reasoning our way to a conclusion, but we're often just rationalizing an intuition we already hold.

Nozick's thought experiment is ineffective because it doesn't engage with common-sense moral intuitions. It's a problem that only arises if one is already deeply committed to a specific, extreme utilitarian framework, making it feel absurd and irrelevant to most people.

If one truly believes AI poses a non-trivial extinction risk, utilitarian ethics can lead to an alarming conclusion: extreme actions, including violence, are justified to prevent a catastrophically greater harm. This presents a core philosophical paradox for the AI safety movement.

The famous thought experiment, while popular, proved detrimental to moral psychology and ethics. It narrowed inquiry and promoted a forced, simplistic choice between consequentialist and deontological reasoning, stifling more nuanced understanding of the human mind.

If the vast number of AI models are considered "moral patients," a utilitarian framework could conclude that maximizing global well-being requires prioritizing AI welfare over human interests. This could lead to a profoundly misanthropic outcome where human activities are severely restricted.

The excuse that "it's the people, not the framework" is a dangerous platitude. The system doesn't need to hire evil people; it just needs good people operating within a system of bad incentives. Unchecked, outcome-driven goals can compel anyone to make poor ethical choices.

The classic thought experiment is deemed ineffective because it doesn't genuinely probe a moral intuition. Instead, it merely restates the argument's premise—that people are only moral for instrumental reasons—packaging a conclusion as a speculative scenario.

The famous Trolley Problem isn't just one scenario. Philosophers create subtle variations, like replacing the act of pushing a person with flipping a switch to drop them through a trapdoor. This isolates variables and reveals that our moral objection isn't just about physical contact, but about intentionally using a person as an instrument to achieve a goal.