“Andorsand Interrobang”

It’s been a year or two since I thought about the Andorsand, a silly glyph I concocted for “and/or”, but today I found a song called “Andorsand Interrobang” by Bob Bralove, Henry Kaiser and Chris Muir. It’s a spacey synthy driven instrumental that really slaps:

The andorsand has also made appearances in this 99% Invisible article and a recent episode of the Secretly Incredibly Fascinating podcast.

Why does AI think that the yo-yo emoji looks so beautiful?

Emoji are not displaying correctly in this post. For a better experience, read this article on https://doctorpopular.com/why-does-midjourney-create-beautiful-art-when-i-use-the-yo-yo-emoji/

Y’all know me, right? So you know, when I got access to generative art tools like Dalle 2 and Midjourney, the first thing I tried using as a prompt was the word “yo-yo”. That’s a no-brainer, and you may have already seen my video about it.

Using AI to reimagine yo-yo tricks

While making that video, I had a strange realization that anytime I used the ? (yo-yo emoji), I’d get a beautiful fantasy landscape that was filled with gorgeous pink and blue colors. Like this:

Midjourney prompt: “? –aspect 16:9”
Midjourney prompt: “? –aspect 16:9” (one yo-yo emoji)

You see what I mean, right? Every time I use the prompt “?” (yo-yo emoji), I get images that feel like these beautiful science fiction landscapes. I wanted to test this out a little more, so here’s what happens when you try adding an extra ? (yo-yo emoji) to the prompt:

Midjourney prompt: “?? –aspect 16:9” (two yo-yo emojis)

Can you see it this time? Very distinct colors, outdoors, clouds… To me, it has the vibes of dawn in an N.K. Jemisin novel. Did you notice that several of these images have a figure facing away from the viewer, wearing a robe and a red hat? There’s one like that in the first batch of photos too. Hmmm…

Alright, let’s try three yo-yos:

Midjourney prompt: “??? –aspect 16:9” (three yo-yo emojis)

I should mention that the ? (yo-yo emoji) is one of the few emojis that has landed on a single default color yet. Depending on what browser you are using, you may see green, purple, red, or many other colors. I talk about that in this video:

Let’s add one more ? (yo-yo emoji):

Let’s go crazy:

Midjourney prompt: “???????????? –aspect 16:9” (12 yo-yo emojis)
Midjourney prompt: “???????????? –aspect 16:9” (12 yo-yo emojis)

Still seeing towers and clouds, though it looks like the colors get slightly oranger when I add more yo-yos. Let’s try something completely different:

Midjourney prompt: “? –aspect 16:9”

Okay, this is useful. I tried using ? (nerd face emoji) as a prompt, and I felt like what I got was similar to the yo-yo emoji generated. What happens when we try the ? (shrug emoji) emoji?

That’s interesting. Maybe this style of art is what happens anytime you input a single emoji as a prompt on Midjourney? Let’s try a different emoji to be sure:

Okay, that’s REALLY interesting! When I use the ? (yo-yo emoji) or ? (nerd glasses emoji), I don’t see anything in the AI generated images that looks like it understands the emojis, but when I use a ? (pretzel emoji) I see a lot of pastries. There are still clouds and pastel colors, but there are also cookies, scones, danishes, eggs, whipped cream, and other delights. This is the first emoji that the AI seems to “understand”. Huge air-quotes on the word “understand”.

I thought this might be because the AI has seen more examples of the ? (pretzel emoji) in its training, so it has a better time pulling up relevant results. Considering the ? (yo-yo emoji) isn’t extremely widely used, that could explain why I’m not seeing images with yo-yos in them, but looking at the statistics on emoji usage I see that the ? (nerd glasses emoji) is used far more frequently than the ? (pretzel emoji), but I’m not seeing images of people wearing glasses when I use that one… so why is ? (pretzel emoji) the only emoji so far that’s giving me results similar to the emoji?

What happens when we use ?? (coffee cup emoji)?

Okay, those both give me coffee vibes. It is worth pointing out that ?? (coffee cup emoji) and ? (pretzel emoji) are used far less frequently than ? (nerd glasses emoji), but they might get used in ways that are more consistent for the AI to generate images from. Let’s change things up. Let’s try using letters:

Midjourney prompt: “M –aspect 16:9”
Midjourney prompt: “C –aspect 16:9”

Oh wow, those “C” images look great! Did you notice the hooded figure again? They appear in the ? (yo-yo emoji) prompts and in letters. A figure facing away from the viewer, wearing a long robe in a fantasy landscape setting. It’s almost like a ghost in the algorithm. I’m going to name them Aileen.

And what happens when we double the letters?

So what have we learned? Not much.

  • When we use a ? (yo-yo emoji) as the singular prompt in Midjourney, we get a beautiful pink and blue image with clouds and spires that have nothing to do with the prompt.
  • Using other emojis like ? (nerd glasses emoji) or ? (shrug emoji) yields similar results.
  • Some emoji, like ?? (coffee cup emoji) or ? (pretzel emoji) yield images that seem inspired by the emoji.
  • When we increase the number of emoji in the prompt, we tend to get fewer pink and blue colors. To me, the colors seem to have more orange. Adding multiple emoji seems to increase the number of humanoid characters in the AI generated image.
  • A common figure that appears in these images in a person in a robe facing away from the camera. This almost seems like a default character stuck in the AI. I call them Aileen.
  • When we use letters instead of numbers, we tend to see warmer images. There seems to be a fifty chance we’ll see that letter in the final image too. So if we type “Z”, we are likely to see a “Z” appear in the final image about half the time.

Here’s my best guess, Midjourney’s AI was trained on a lot of art that looks the same. When you give the bot very little info to work with, it’s going to default to something that looks a lot like a fantasy landscape image. If you give the bot more to work with (ie add more emojis or use words that it info that is has more data on), then it will give you a more diverse set of results with different color palettes, objects, and landscapes.

In other words, the ? (yo-yo emoji) emoji is the least relevant thing to feed to Midjourney, so it resorts to a default set of images that are already gorgeous to look at. That’s my guess.

Midjourney prompt: “Come on Aileen –aspect 16:9”

Musical Handlebars

One of my “pandemic hobbies” has been learning to play music on an ordinary pair of bicycle handlebars. It’s something I saw Mark Growden do almost 20 years ago, and have wanted to learn ever since.

I’ve been taking musical handlebar lessons from Mr Growden for the past few years and here’s what it is sounding like now:

It’s a bit breathy, but I think I’ve come a long way. I can’t wait to see what it sounds like in another year of practicing.

Here’s footage I shot of Mark talking about this technique at an Obama campaign fundraiser we both performed at.

Using AI to re-imagine classic yo-yo tricks

I’ve been spending a lot of time with Midjourney, a web-based tool that uses AI to generate art based on text prompts. I’ve been using it for silly things, like creating Lego Movie art in the style of Rob Sheridan, but last week I also tried using classic yo-yo trick names as prompts and the results were fantastic. I got so excited about the results that I made a whole video about it:

If you’d like to see all of the high-res AI images, including some that weren’t included in the video, check out this public post on my Patreon page. I’ll also share a few of my favorites below: