味觉是仅存的一切
Taste Is All That's Left

原始链接: https://notashelf.dev/posts/taste-is-all-thats-left

在人工智能驱动软件开发的时代,生产的“壁垒”——即曾作为质量过滤器发挥作用的技术难度——已经崩塌。由于生成看似合理的代码如今近乎瞬时完成,只求“足够好”的经济激励已经消除了平庸的自然门槛。 作者认为,在这一新环境中,“品味”是唯一剩下的核心技能。品味被定义为一种无法言喻的直觉判断,用以区分“尚可”的作品与“正确”的作品。从历史上看,开发者通过自身失败的磨砺来培养这种品味;而消除了这种磨砺,我们便面临着培养出一代程序员的风险——他们什么都能构建,却无法辨别什么值得构建。 尽管市场目前推崇速度与数量,导致“貌似合理却毫无意义”的内容泛滥成灾,但真正的匠心已从“创造”转向了“抉择”。策划与判断力已成为最终的稀缺资源。机器可以自动化生产,但无法复制人类拒绝平庸的信念。在一个针对无限且平庸产出进行优化的领域,拒绝交付仅仅“尚可”的作品,是人类真正意图仅存的证明。

关于文章《品味是仅存的一切》(*Taste Is All That's Left*)的 Hacker News 讨论,凸显了在人工智能生成内容时代,关于人类判断力作用的两极分化辩论。 该文章认为,得益于大语言模型(LLM),生产成本不断下降,传统的“阻力”不再限制产出,这使得人类的品味成为主要的差异化因素。然而,社区对此持极大的怀疑态度,批评该文本身就是“AI 垃圾”,因为其行文风格模糊,带有明显的大模型痕迹。 讨论中的关键主题包括: * **品味的本质:** 支持者将品味视为一种“感性的逻辑”——即一种能够对平庸产出说“不”的直觉化、非系统的能力。 * **AI 争议:** 批评者认为该文章缺乏真正的洞察力,恰恰代表了它所批评的那种空洞内容。 * **工程与美学的博弈:** 许多参与者反驳了“软件开发仅仅关乎品味”的观点,指出复杂的系统需要严谨的工程实践和问题解决能力,而这些是 AI 无法完全自动化的。 * **工艺的未来:** 一些人提出,市场正转向“匠人式”软件,在充斥着大宗商品化 AI 代码的市场中,人类的意图和源头成为了新的价值主张。
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原文

For most of the time I have been writing software, the hard part was making the thing exist at all.

You had an idea, and between the idea and the working program stood hours— sometimes weeks—of typing, of reading manuals, of misunderstanding an API and slowly grinding the wrong version into a slightly less wrong one. Production was the wall. Everyone hit it. It was the thing that separated the people who could from the people who could only talk about it.

That wall is gone. Or rather, it has been rented out. 1 You can describe a thing now and receive a plausible version of it faster than you could have typed the first function by hand. The idea-to-artifact distance, the one that defined the entire craft, has collapsed to almost nothing.

Though, you have not been warned about one little thing: the value you built by learning to climb that wall does not disappear. It moves.

The Bar Went Somewhere

We keep asking whether the machines are any good. It is the wrong question. The output is good enough—that is the problem. Good enough is a solvent. It dissolves the reason to do better. For as long as making things was expensive, the expense did quiet work on our behalf. It rationed output. It meant that anything which existed had, at minimum, survived the cost of being made. You know what I mean? Effort was a filter, and like all filters it was invisible until it was removed. Nobody shipped a thousand mediocre variations of a feature, because a thousand mediocre variations cost a thousand times as much as one. The economics enforced a floor.

The floor is now gone. And when the floor goes, the thing that decides what is worth keeping is no longer the cost of making it. It is you. Your judgement. The verdict you reach when you look at three plausible versions of the same function and know, somehow, that two of them are wrong. That verdict has a name we are slightly embarrassed to use in engineering circles, because it sounds soft and unfalsifiable and vaguely aristocratic.

Taste.

What Taste Actually Is

I want to be careful here, because “taste” is doing a lot of work and it is easy to hear it as decoration. A matter of preferences. Whether you like your braces on the same line.

That is not what I mean.

Robert Pirsig spent an entire book circling a word he refused to define, because he had convinced himself that defining it would kill it. He called it Quality. His argument, roughly, was that you recognise Quality before you can explain it— that the recognition comes first and the reasons arrive later, if they arrive at all. A good mechanic knows the engine is wrong before he knows why. A good editor feels the sentence sag before she can name the clause that failed. 2

Taste is that. It is the compressed, wordless verdict you reach faster than you can justify. It is the “no, again” you say to yourself with total conviction and no available argument. And it is not soft at all. It is the hardest thing in the work, because it is the only part that was never mechanical to begin with.

Everything downstream of the verdict—the typing, the syntax, the wiring of one library to another—was always, in principle, automatable. We just had not gotten around to it. The verdict was the thing the machine could not do for you.

It still cannot. It can only make the absence of it cheaper to ignore.

Taste Is Downstream of Friction

Here is the uncomfortable mechanism, the part I would rather not think about.

Where did your taste come from?

No really. Where did it come from, was it genetic? Were you abducted by aliens one day that forcefully injected your sense of taste into your mind and wiped your memory?

I’ll tell you this much: it’s not from consuming good work. You cannot read a hundred excellent programs and absorb the judgement by osmosis, any more than you can become a chef by eating in good restaurants. Taste is built the slow, stupid, humiliating way: you make something bad, you are forced to live with it, it fails in front of you, and some part of you files the failure away. Then you do it again. The palate is an accretion of your own mistakes, sat with long enough to sting.

The friction was not an obstacle to developing taste. The friction was the curriculum. Every wall I cursed while climbing it was, without my noticing, teaching me which walls were worth climbing. The cost that rationed my output also educated my judgement, because paying the cost over and over is how you learn what is worth paying for.

So watch what happens when you remove the friction for the next person.

They can generate fluently from the first day. They will never ship the bad version and be forced to sit in it, because the tool offers them a competent version for free. They will climb no wall, and so they will learn nothing from the climb. They will arrive at fluency having skipped the entire apprenticeship that fluency used to require—and they will be more productive than I was at their stage, by every metric anyone bothers to measure.

They will be able to make anything, and unable to tell (or stop to think) whether they should. Not necessarily through any fault of their own. We removed the part of the process that would have taught them, and we called it progress, and by most definitions it was.

The Economics Are Against You

Suppose you have taste. Suppose you paid the full price and you can feel the sag in the sentence and the wrongness in the function.

Congratulations! You now ship at exactly the same speed as the person who cannot.

This is the quiet cruelty of the situation and I do not have a comforting way to phrase it. Taste is slow. It says “no, again.” It sends the plausible thing back because plausible is not the same as right, and while it is doing that, the person without it has already shipped, closed the ticket, and moved on. The market timed you both with the same stopwatch and it did not see the difference. It cannot see the difference. Taste does not show up in the diff.

It is unmeasurable, uncreditable, and invisible on a dashboard. You cannot point to the disasters it prevented, because prevented disasters leave no trace. You carry a cost—the extra hours, the returned work, the refusal to ship the fine thing when the right thing is still reachable—and you carry it alone, against an incentive gradient that runs the other way.

Harry Frankfurt once drew a careful line between the liar and the bullshitter. The liar at least respects the truth enough to work against it. The bullshitter does not care about the truth in either direction; he is simply indifferent to it. 3 Slop is the bullshit of engineering. It is not wrong, exactly. It is indifferent. It works, it passes, it is fine. And fine, produced without friction and shipped without judgement, is now the most abundant substance in the field.

The Flood

Sturgeon said it decades ago, defending science fiction from a critic: ninety percent of everything is crap. He meant it as consolation. Ninety percent of every field is bad, so do not judge the field by its bulk. But the ratio was never the danger. It held steady for centuries. What held the flood back was that producing the crap cost something. Bad novels still took a year to write. Bad software still took a month to build. The ninety percent was throttled at the source by the sheer inconvenience of making it.

We have now removed the throttle and left the ratio intact. Ninety percent of an infinite output is still infinite. The signal did not get worse. The noise became free, and free noise rises without limit, and every real thing you make now arrives into a sea of plausible nothing that looks, at a glance, exactly like it.

Which means the scarce act is no longer making. It is choosing. Deciding what, out of the endless generated plausible, deserves to exist and be kept. Curation was a minor virtue when things were expensive to make. It is the whole game when they are free.

What Deserves to Exist

There is a rhyme here, if you go back far enough.

When the factories came, they could suddenly make everything—cheaply, uniformly, by the thousand. And a handful of people, Morris and Ruskin among them, looked at the flood of cheap identical goods and asked a question that sounded, at the time, sentimental and doomed: not can we make this, but should this be made, and made this way, by no one, for no reason but that the machine could.

They lost the economic argument. They were always going to. But they were right about the thing that mattered, which is that when the making becomes free, the choosing becomes the craft. The human question stops being “can I build it” and becomes “does this deserve to exist”—and that question was always the more serious one. We just could not afford to ask it while we were busy climbing walls.

I keep coming back to this turn. It is not consolation but a correction.

The tools did not devalue the skill. They stripped away everything that was not the skill. All those years I thought the work was the production—the typing, the wiring, the wall—and production turns out to have been the toll. The tax you paid for the privilege of exercising judgement. Now the tax is close to zero, and what is left standing, exposed, with nowhere to hide, is the judgement itself. The part that was always the point.

Taste did not become less valuable. It became the only thing that was ever scarce. We just could not see it, because it was buried under all the labour it used to take to get to it.

A Defense, Then

So here is the defense, such as it is.

Anyone can generate now. That race is over and it was never worth winning. The discipline that remains—the one the machine cannot rent you and the dashboard cannot see—is in the deletion. In the “no, again.” In caring about the difference between fine and right when nothing external will ever reward you for caring, when the market has timed you and shrugged, when the plausible version sits there working and passing and asking only to be let through.

Refuse it anyway. Not out of nostalgia for the friction—I do not miss the wall, and I will not pretend to. Refuse it because the verdict is the last part of this that is actually yours. It is unmeasurable, which means no one can take it from you by measuring it. It is unautomatable, which means no one can sell it back to you. It is slow, which in a field optimising for infinite speed is starting to look less like a handicap and more like the only remaining evidence that a human was here and gave a damn.

Everyone can make anything. Almost no one can tell you what is worth making.

That was always the harder skill. It is now the only one left.

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