Jeremy Chrysler Profile picture
Dec 6 13 tweets 4 min read Read on X
🧵 1/ AI may break the internet because it reduces the effort to produce good content, and therefore EFFORT no longer acts as a reliable signal of quality. There's an interesting economics back story if anyone is interested below.

wired.com/story/ai-slop-…
2/ First, the Internet is an information "Market for Lemons."

When used car lots were new in the 50s-60s, there was no way to tell whether you were buying a bad car (a lemon), or a good one (a peach). There was no Carfax or even standardized VINs.

sfu.ca/~wainwrig/Econ…
3/ Because buyers didn't know a good car from a bad, they would only pay the *average* price between them.

Since they paid the "same price," for a peach or al lemon, buyers underpaid for good cars and overpaid for bad.

Car dealers might not have started out bad, but.. Image
4/ Over time, since dealers couldn't get the true value of a good car, and were overpaid for a bad car, used car dealers just made more money selling lemons

This is why bad information persists - it's much easier to produce than good information...
5/ And low quality has a Gresham's law effect. Bad money drives out all good. Bad info can price good info out of business. People get tired of fact checking and engaging and just quit.

But there is still good, real, content out there despite these forces... Image
6/ And that is in large part because the very effort that someone took to produce good content - a long form essay, a video, a photograph, etc - is PROOF of its quality.

Which brings us to Spence's work on Signaling. sfu.ca/~allen/Spence.…
7/ Spence looked at the job market, but when a user interacts with online content, they are making an investment of their attention. They only have so much of it so they want to judge its quality and move on.... Image
8/ If a market has a quality gradient, people can tell good from bad by looking for a signal that only a good player can send but a bad player can't. For employers, education worked well..

For info, a good argument has citations, proper grammar, etc, and a bad one might not. Image
9/ With AI, the effort to produce "lemon" content that presents as a "peach" is much lower than in the past. AI can slop out articles or videos or images that look good but aren't.

So we are losing this Spencian "signal" of quality.
10/ What may thus happen is that since it's harder for good content to signal its quality, its value may get dragged down by lemon content.

The price to produce good content may exceed the value anyone expects from it, so they stop producing it.

And bad content is "overpaid"
11/ Because of this dynamic, I think we'll see an absolute flood of garbage content. We have already seen people in developing countries arbitraging political discontent in rich countries with fake twitter personas. This is going to get worse.
12/ So a big question will be how purveyors of quality content figure out how to signal they are actually good so that the market can reward them for it.

Side the Bladerunner opening credits look like they were written by GPT - the em-dashes AND the dramatic dichotomy. Image
6/ As it relates to AI

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More from @jeremychrysler

Jan 16, 2022
🧵I wanted to contribute to the incredible Corsi-Rosenthal Box community, and I figured out how to do 2 things:

1. Getting more granular speed control
2. Making it smart - having it adjust speed based on high CO2 or PM levels. Full post for sharing:

theair.substack.com/p/how-to-make-…
2/ CR Boxes just work so well - in recent research they can be 2-4x better than some HEPA filters at less than half the cost.
3/ But they could be better, so I wanted to try to get something like the control that @milacaresquad offers plus make it automated like they do in response to the environment.
Read 8 tweets
Dec 19, 2021
1/ An article and 🧵 about lead and why cleaning the air saves $$$.

New research involving NASCAR races puts the external cost of a *single gram* of airborne lead at $1,100.

Whole piece is linked, but highlights are here. Sharing is much appreciated!

theair.substack.com/p/nascar-leade…
2/ To understand the story of lead, it helps to understand just how useful it is. It melts at low heat and doesn't corrode, so you can work it with little technology. As such it was used by virtually every ancient society.
3/ But lead is unequivocally poison. And no amount of exposure to it is "safe."

Your body thinks lead is calcium.

Calcium is essential, so when the body replaces an ion of Calcium with lead, and nothing happens, it disrupts essential biochemistry.
Read 16 tweets
Dec 14, 2021
"People do what other people do."

People take cues from those around them as to what is safe / acceptable.

Covid is deadly, but deaths are still rare and time-delayed such that the direct consequences of behavior are abstracted, especially if you are in a conservative bubble.
I find it personally infuriating, because I have close family who aren't vaccinated and who genuinely believe that the mRNA vaccines are dangerous, but since the effects of high covid load are hidden behind hospital doors, it perversely allows people to "move on."
The societal consequences of this are very bad - the virus continues to circulate at high levels and put both those who care and those who don't at risk, and it strains the hospital system when waves come.
Read 4 tweets
Dec 5, 2021
Endemic flu is (a lot) worse than you think, and that suggests that we are significantly underinvesting in *long-term* solutions like healthier buildings and rapid testing.

A🧵and article exploring what flu says about endemic Covid 1/

Read here: theair.substack.com/p/what-if-the-…
2/ The sense that Covid is just going to go away at some point is rampant, but it's also counterproductive, because it encourages short term thinking. "Endemic" Covid is going to take investment to manage, and this doesn't appear to have set in. Image
3/ To get a sense of what what Covid might look like I dug deeper into endemic flu deaths. I didn't think a lot about flu before, but it's really quite bad. Image
Read 20 tweets
Nov 5, 2021
Adding a little lithium to municipal water supplies might reduce violent crime and suicide.

There are several studies that look at naturally occurring levels of lithium. This study from Japan shows detectably lower crime in areas with more Li.

cambridge.org/core/journals/… ImageImage
Another study from Texas showed a reduction in criminal behavior and hard drug use, but no effect on things like marijuana or DUI. pubmed.ncbi.nlm.nih.gov/1699579/ Image
This study of 3000+ lithium water samples in 226 Texas counties showed a reduction in suicide rates in counties with higher lithium concentrations in water. gwern.net/docs/lithium/2… Image
Read 5 tweets
Sep 6, 2021
Why admitting Covid is Airborne is hard. A 🧵 and 6k word piece on the curious history of airborne transmission.

Evidence that Covid spreads through the air is strong but airborne protections are lacking. I wanted to understand why, and was surprised...
theair.substack.com/p/why-covid-is…
It turns out that the default advice for most diseases is the same as we got for Covid - wash hands, keep distance, cough into your arm. That's because fomites and close contact are believed to be responsible for most transmission. But why is this so if airborne evidence exists?
Yes, as @linseymarr, @Poppendieck and @jljcolorado among others have pointed out, "droplets" have been very misunderstood, but the anti-airborne bias goes back further. All the way to the cholera pandemic.
Read 23 tweets

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