Astral Codex Ten Podcast feed 2024年07月17日
Does Reality Drive Straight Lines on Graphs, or Do Straight Lines on Graphs Drive Reality?
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文章探讨了美国空气质量随时间变化的趋势图,并质疑《清洁空气法案》的实际效果。作者通过对摩尔定律的类比分析,提出法律虽然可能不是唯一原因,但仍是控制系统中重要的一部分,对于改善空气质量起到了作用。

📈 空气质量趋势图显示,《清洁空气法案》前后空气质量变化趋势相似,引发了对法案效果的质疑。

🌐 类比摩尔定律的发展,作者指出单一因素对整体趋势的影响可能不易察觉,但并非无关紧要。

🔬 通过摩尔定律的例子,作者解释了技术进步是物理法则和人类承诺的结合,类似于空气质量的控制系统。

🏭 《清洁空气法案》被视为控制系统的一部分,即使没有它,系统也会找到其他方式维持空气质量改善。

🌟 作者强调,虽然法律不是唯一因素,但它仍是重要的,其作用与它可能被替代的方式同等重要。

Here’s a graph of US air pollution over time:

 

During the discussion of 90s environmentalism, some people pointed out that this showed the Clean Air Act didn’t matter. The trend is the same before the Act as after it. This kind of argument is common. For example, here’s the libertarian Mercatus Institute arguing that OSHA didn’t help workplace safety:

 

I’ve always taken these arguments pretty seriously. But recently I’ve gotten more cautious. Here’s a graph of Moore’s Law, the “rule” that transistor counts will always increase by a certain amount per year:

 

The Moore’s Law Wikipedia article lists factors that have helped transistors keep shrinking during that time, for example “the invention of deep UV excimer laser photolithography” in 1980. But if we wanted to be really harsh, we could make a graph like this:

 

But the same argument that disproves the importance of photolithography disproves the importance of anything else. We’d have to retreat to a thousand-coin-flips model where each factor is so small that it happening or not happening at any given time doesn’t change the graph in a visible way. The only satisfying counterargument I’ve heard to this is that Moore’s Law comes from a combination of physical law and human commitment. Physical law is consistent with transistors shrinking this quickly. But having noticed this, humans (like the leadership of Intel) commit to achieve it. That commitment functions kind of as a control system. If there’s a big advance in one area, they can relax a little bit in other areas. If there’s a problem in one area, they’ll pour more resources into it until there stops being a problem. One can imagine an event big enough to break the control system – a single unexpected discovery that cuts sizes by a factor of 1000 all on its own, or a quirk of physical law that makes it impossible to fit more transistors on a chip without inventing an entirely new scientific paradigm. But in fact there was no event big enough to break the control system during this period, so the system kept working. But then we have to wonder whether other things like clean air are control systems too. That is, suppose that as the economy improves and stuff, the American people demand cleaner air. They will only be happy if the air is at least 2% cleaner each year than the year before. If one year the air is 10% cleaner than the year before, environmentalist groups get bored and wander off, and there’s no more progress for the next five years. But if one year the air is only 1% cleaner, newly-energized environmentalist voters threaten to vote out all the incumbents who contributed to the problem, and politicians pass some emergency measure to make it go down another 1%. So absent some event strong enough to overwhelm the system, air pollution will always go down 2% per year. But that doesn’t mean the Clean Air Act didn’t change things! The Clean Air Act was part of the toolkit that the control system used to keep the decline at 2%. If the Clean Air Act had never happened, the control system would have figured out some other way to keep air pollution low, but that doesn’t mean the Clean Air Act didn’t matter. Just that it mattered exactly as much as whatever it would have been replaced with.

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清洁空气法案 空气质量 控制系统 摩尔定律
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