That Funny Feeling
January 10, 2022
Brent Donnelly is a senior risk-taker and FX market maker, and has been trading foreign exchange since 1995. His latest book, Alpha Trader, was published last summer to great acclaim (by me, among others!) and can be found at your favorite bookseller. I think it’s an outstanding read, and not just for professional traders.
You can contact Brent at his new gig at bdonnelly@spectramarkets.com and on Twitter at @donnelly_brent.
As with all of our guest contributors, Brent’s post may not represent the views of Epsilon Theory or Second Foundation Partners, and should not be construed as advice to purchase or sell any security.
I was a pale, scrawny eight-year-old with long platinum hair, an Iron Maiden concert shirt and bad eczema. He was a chunky ten-year-old brick house named Dean Saunders. One lunch hour in 1980-something, out on the frozen tundra of my Ottawa elementary schoolyard, I made a foolish and daring offer.
“This whole, entire Crown Royal bag of marbles for your crystal beauty bonk. Yes or no?”

I knew I was better than him at marbles and I knew he was overconfident. He was also a large and scary kid. Like, a very small man.
I easily won the game of marbles (yay!), and when I stuck out my hand for the crystal beauty bonk, Dean Saunders slapped my hand away and said: “Fuck off.”
I immediately ran inside to Ms. Gillespie to appeal the violation, and she responded tersely:
“You should not be gambling at school, Brent.”
Oof.
Everyone has had that sinking “I am powerless here” feeling. Sure, the stakes were low, but the principle of the incident dug at me viscerally to the point where it still pops into my head at least once every five years or so.
Last week, I had that “I am powerless here” feeling again.
I was locked in my basement with symptomatic COVID, obediently following the CDC’s 10-day isolation guidelines. I had headaches and chills, but nothing serious. I was bored, so I filmed a YouTube video. The clip was a lofi, nerdcore rap recap of the year in US financial markets. It was jokey and harmless. It opened with:
“I’m locked in my basement with COVID, so I made this video for you.”
The rest of the content is light parody. It’s high rhyme density Seuss-meets-Eminem rap about 2021 financial events like Archegos, GameStop, and the boom in NFTs. The video got 1,400 views in two days and the feedback was friendly. You can view it here on Dropbox if you like, but you don’t really need to.
Then yesterday, I got this:

Wut? There was a bit more detail:
How your content violated the policy: YouTube doesn't allow content that explicitly disputes the efficacy of local health authorities' or World Health Organization (WHO) guidance on social distancing and self isolation that may lead people to act against that guidance.
Like Dean failing to pay off the marble bet, this is low stakes stuff. Who cares if the video has been disappeared by the corporate AI? Nobody, really. But like the marble bet, it gave me that sense of “This is very wrong, in an important but hard to explain kinda way.”
There is absolutely nothing nefarious going on in my video. But when computer says no… Computer says no. I clicked on the appeal link and got a reply a few hours later…
Computer says no.
Meanwhile, on Twitter someone has copied my profile (picture included) to impersonate me and DM people with a variety of crypto scams. I reported the scammer three weeks ago and he/she has been reported by dozens of my followers. A simple picture and word matching algorithm would conclude that the scammer is using my exact profile pic and has 5% of the followers. Simple, objective pattern recognition is the easiest task for an AI. But for whatever reason (minimize cost? maximize “active users”), Twitter can’t be bothered.
I am not a believer in complex conspiracies because I don’t believe complex organizations like government have the coordination or skill to execute elaborate ploys to control the public.
What I do believe is that artificial intelligence algorithms are making decisions all around us that are partially random, impossible to explain ex-post, sometimes wrong, and often dangerous.
What are the implications here? For me, in this case, zero. This is super low-stakes stuff. It does, however, give me a peek into how it might feel if this video was important to me or communicated something meaningful. This particular anecdote is meaningless on the surface but deeper down it gives me that creeping Bo Burnham Funny Feeling that things are not quite right.
If there is no human on the other end of the machine, what is the censored creator supposed to do? Three strikes and you’re out… Off YouTube forever. Cancelled. The stakes are high for businesses, streamers, and content creators. I’m at Strike One. At Strike Two, you are playing with your YouTube life. YouTube says 95% of those that get to Strike One never get to Strike Two. That makes sense because aggressive self-censorship obviously kicks in.
The issue of course is to find the impossible tradeoffs between:
- Online free speech absolutism where disinformation, intentional deception and lies, racism, pornography, copyright violation, antisemitism, foreign government interference and other types of fraud, bigotry, manipulation, and deception are rampant; or
- A marketplace of ideas that features only one idea. All content is filtered, censored, and boiled down to homogeneous “purity” where government information is correct, competing viewpoints on important subjects are verboten, and there is no practical avenue for public dissent.
Why don’t I just suck it up and “vote with my feet”? If you don’t like YouTube, just switch to Vimeo or Dailymotion! YouTube/Google has competitors, right? Not really. I tried to leave Google once and go to Duck, Duck, Go. The search results were spotty and unreliable and I was back kneeling in front of Google a few days later. People tried it with Parler in 2020 and they’re trying it with Gettr now. But network effects are powerful.
Here is how network effects look in the video-sharing industry:
Monthly active users, YouTube vs. Vimeo

Network effects have dropped us into an era of winner-take-all tech capitalism where the unspoken (or sometimes spoken) goal of technology companies is to build a monopoly and then dance with (or capture) the regulator. It’s not like in the old media landscape where you could say “I don’t like NBC, I’m switching to CBS.” Old economy products, technology, and media had fewer or no network effects, so they were less likely to capture their customers and become near-monopolies along specific product lines. In many specific branches of tech and social media, there is now a singular best place to be. Nowhere else will do.
Society has inadvertently delegated ethical and moral decisions to these corporations and corporate algorithms even as those companies’ incentives are opaque or aligned toward shareholders, not the greater good. Poorly understood AI is filtering public discourse and selecting or rejecting via parameters that even its creators don’t fully understand.
This is a two-level problem. The level one problem is: Who decides what content, or which creators will be censored? The much more important, level two problem is: Who should oversee AI? Its for-profit designers? Or elected lawmakers? China chose the government. So far, the US has made no choice at all and thus the corporations have been left in charge.
Two immensely important issues in our society
More important than crypto and Web3!

The tiny dot inside the intersection is me
What is the solution?
1) Leaders need to strongly and clearly assert that corporations do not write the laws of public discourse and censorship (explicitly or implicitly). Large technology companies do not own the debate. They should be allowed to participate with the understanding that they have technical skill but also massive conflicts of interest. Section 230 has given them all the power to amplify and censor for maximum profit, but almost none of the downside.
Even if you are anti-government, understand that someone has to make decisions on how AI and censorship exist in our society. Those decisions can be made by the Chief Revenue Officers of a few tech firms, by computer scientists, and by Joe Rogan. Or they can be made by democratically elected lawmakers. The choice to do nothing is in fact the choice to leave these important decisions almost entirely to the tech gatekeepers. Section 230 and the First Amendment are not working.
2) Content verification and censorship systems should be AI-enabled, not autonomous or pure AI. It should also be regulated. Even if it’s slower and more expensive, important corporate AI decisions should have cross-validation from humans. Much as one would not launch a rocket at a foreign city using only AI, seemingly low stakes decisions also need to have human validation or a human appeal process. Both content regulation and AI are enormously important and essentially infrastructure now, and should be regulated as such.
Any human would quickly see that my YouTube video does not contradict YouTube’s medical misinformation policy. An AI-driven decision backed by an AI-driven appeal process is not good. It is cheap to execute and thus optimal for the corporation, but it really sucks for society. I don’t truly care if YouTube needs to hire 40,000 people to do this job properly. And neither should you. Humans can’t do the job perfectly either, of course, but they look at the world and process information differently than AI. Humans are likely to make different and less-correlated errors compared to an AI checking the work of another AI. I don’t know if my appeal was seen by a human or an AI. YouTube doesn’t say.
3) More competition. This is an obvious solution but seems nearly impossible to achieve. If there was an analogy like CBS:ABC as YouTube:X… I could just go try X. But there isn’t. Maybe there is a competition law solution here but with network effects so dominant, I doubt it.
4) We need to take some small fraction of all the time we spend learning about and debating blockchain, crypto, and Web3, and re-allocate it to learning about and debating a much more important topic: Artificial Intelligence. That’s what I’m going to do. I’m starting with “The Age of AI” by Eric Schmidt, “Complexity” by Mitchell Waldrop, and “The Square and the Tower” by Niall Ferguson. Other recommendations are appreciated (but of course I have already seen “The Social Dilemma”).
This isn’t a low stakes question about some cool new technology like crypto or Web3. These are the highest possible stakes. The ultimate and potentially terminal fate of society could be determined by badly-designed or poorly-supervised algorithms. Profit-maximizing algorithms could turn us all against each other, turning up the temperature until the whole thing bursts into flame. You don’t just let AI run amok with no guard rails because you’re worried China might master it before you.
As social media simultaneously amplifies the loudest and most obnoxious voices, silences dissent, and feeds the roaring fires of political polarization and confirmation bias, the US is so fractured that serious commentators are now talking about once ludicrously far-fetched scenarios like US civil war and dissolution of the union. More AI oversight and regulation and better laws around content moderation and censorship are important and necessary.
As you see, my low stakes run-in with the YouTube robots has got me thinking about the critical importance of AI policy and regulation, especially as it relates to content moderation and censorship. And yes, I know these issues have been around for a long time and this essay could read a bit like me saying: “I just realized racism is bad! Let’s fix it!”
Hey, we don’t all wake up at the same time.
As I learn more about AI, its extreme complexity, and the difficult choices and tradeoffs that need to be made, I’m not optimistic. We can’t even find a way to efficiently distribute $2 plastic COVID tests to Americans, 24 months into a pandemic. Meanwhile, First Amendment absolutism is rampant, censorship is a cuss word, misinformation is literally killing people, and nobody fully understands what social media AI is doing to our society, not even the coders of the AI itself.
We can either let a few corporations make all the decisions on content and news dissemination as they optimize for low cost or maximum revenue (which means mollification of government or max outrage), or we can pass laws to make those decisions. There is no third option.
I’m not an expert on this topic and I’m eager to learn more so please send me links or other learning recommendations. Thanks for reading.
Brent
For more on this topic, this National Security Commission on Artificial Intelligence Report is a useful read.



