Al Is Killing Choice and Chance-Changing What It Means to Be Human

Technology is never a neutral tool

绝对否定词 never no nothing nowhere nobody none neither

作者用 never 这个 absolute term 来 reject「技术中立论」这个 widely held belief，其 implication 是：你不能 treat technology as merely a tool，因为它 inevitably reshapes humanity。这为整篇 argument 建立了 fundamental premise，告诉 readers：AI 对人性的 impact 是 unavoidable 的，不是 whether it affects us，而是 how deeply it transforms us。这个 opening move 直接 serves 主旨：为后续讨论 AI 如何 alter human judgment and identity 提供了 conceptual foundation。

While the term AI conjures up anxieties about killer robots or catastrophic levels of unemployment, there are other, deeper implications.

让步转折类 While while although though even though whereas despite

作者通过 while 这个 concessive marker 来 acknowledge 大众对 AI 的 superficial fears（killer robots、unemployment），但立即 shift focus to 'deeper implications'。这个 implication 是：mainstream anxieties 虽然 understandable，但 miss the point。真正的 concern 应该是 AI 如何 fundamentally alter human nature and moral judgment。这直接 serves 主旨：it steers the discussion away from economic/physical threats toward existential questions about human agency and identity，为后续 detailed analysis 铺路。

We see the emergence of machines as substitute judges in a variety of everyday contexts as a potential threat to people learning how to effectively exercise judgment themselves.

模糊限制语 potential threat potential possible may might could seem

作者用 'potential threat' 这个 hedged expression 来 frame machines replacing human judgment，但紧接着详细 explain 如何威胁 practical judgment 的 development。这个 implication 是：虽然用了 'potential'，但作者 clearly views this as a serious concern，not just a theoretical possibility。这种 cautious framing serves 主旨：它 establishes that AI's replacement of human decision-making is not progress but rather a fundamental threat to humanity's ability to develop moral and practical wisdom，which is central to human identity。

people who might have had the chance to develop practical judgment in these areas no longer will

否定未来时态 no longer will will no longer won't be able to will not can no longer will cease to will lose

作者通过 'no longer will' 来 emphasize 一个 irreversible loss：未来的 managers and professionals 将失去 develop practical judgment 的 opportunity。这个 implication 是：algorithmic replacement 不只是 change，而是 deprivation of developmental opportunities。这直接 supports 主旨：it shows how AI doesn't just assist humans but fundamentally deprives them of the experiences necessary for developing practical wisdom，which is essential to being human。

In one sense, this is helpful. After all, machines can survey a wider range of choices... At the same time, though, this selection is optimizing for what people are likely to prefer based on what they've preferred in the past.

对比转折类 In one sense, this is helpful... At the same time, though in one sense...but on the one hand...on the other hand at the same time however yet nevertheless

作者通过 contrastive structure 先 acknowledge recommendation engines 的 surface benefit，但立即 shift to deeper concern about optimization based on past preferences。这个 implication 是：algorithmic convenience comes with a hidden price—it constrains future choices by locking people into their past patterns。这 serves 主旨：it demonstrates how AI systems，while appearing helpful，actually diminish human autonomy by making choices predictable and predetermined，thus threatening the unpredictability that's part of human identity。

We think there is some risk that people's options will be constrained by their past in a new and unanticipated way.

委婉表达 We think there is some risk we think there is some risk it seems arguably to some extent somewhat

作者用 'we think there is some risk' 这种 understated language 来 present 一个 fundamental concern：algorithms 将以 unprecedented way 限制 people's options。这个 implication 是：虽然措辞 cautious，但作者在 warning about a novel form of determinism—being constrained by one's own past through algorithmic prediction。这 supports 主旨：it shows how AI creates a new type of limitation on human freedom and self-determination，not through force but through predictive optimization，which ultimately threatens human autonomy and identity。

larger parts of everyday life are likely to become utterly predictable. The predictions are going to get better and better, and they will ultimately make common experiences more efficient and pleasant.

肯定预测后的隐含转折 are likely to... will ultimately are likely to will are going to will ultimately are expected to should

作者 describe predictability increasing and experiences becoming more efficient，但在 critical essay 的 context 中，这不是 celebration 而是 setup。这个 implication 是：increasing predictability sounds positive（efficiency、pleasantness），但it sets the stage for discussing what's lost—unpredictability as a core aspect of human identity。这 serves 主旨：by first acknowledging AI's surface-level improvements，作者 prepares to argue that these very improvements（predictability、optimization）are precisely what threatens the essence of humanity。

One day, humans may even find a way for machines to make these decisions without some of the biases that humans typically display.

情态词表推测 One day... may even may might could would may even might even

作者提出 machines 可能 make decisions without human biases 这个 speculative scenario，但在 critical framework 中，这不是 optimistic prediction。这个 implication 是：即使 AI 能做到 perfectly rational and unbiased，这 raises fundamental question：do we want to eliminate human judgment entirely？这 serves 主旨：by presenting even the best-case scenario（bias-free decisions）as problematic，作者 emphasizes that the issue isn't just about AI's limitations but about the existential cost of replacing human agency with algorithmic perfection。

But to the extent that unpredictability is part of how people understand themselves and part of what people like about themselves, humanity is in the process of losing something significant.

条件转折类 But to the extent that but to the extent that insofar as inasmuch as to the degree that to the extent if...then

作者用 'but to the extent that unpredictability is part of...ourselves' 来 finally state explicitly what's been implicit throughout：unpredictability 是 human identity 的 core component，而 AI's increasing predictability 意味着 losing something essential。这个 implication 是：all the previous concerns（judgment replacement、choice constraint、optimization）culminate here—humanity is undergoing fundamental transformation，potentially losing what makes us human。这 directly articulates 主旨：the creatures living in AI-mediated world 'will become less and less like us' because they've lost the capacity for unpredictability，which is inseparable from human autonomy and identity。