Conspirador Norteño Profile picture
Aug 15, 2021 22 tweets 12 min read Read on X
Here's a thread about bots: what bots are and (some of) what bots do, and also things that aren't bots but frequently get mistaken for them.

cc: @ZellaQuixote
First, what is a bot? The Oxford English Dictionary defines "bot" as "an autonomous program on the internet... that can interact with systems or users". A Twitter bot is simply an automated Twitter account (operated by a piece of computer software rather than a human). Image
Although much public discussion of "bots" centers on malicious or spammy accounts, there are plenty of legitimate uses of automation. Many news outlets use automation tools to automatically share their articles and videos on Twitter, for example. ImageImageImageImage
There are a variety of fun and useful Twitter bots that freely disclose that they're automated. Some examples:

@everycolorbot - tweets hex values of random colors
@archillect - tweets images
@earthquakeBot - tweets earthquake info
@BidenInsultBot - insults you if you tag it ImageImageImageImage
Although forbidden by Twitter's automation rules (help.twitter.com/en/rules-and-p…), spam networks (large groups of accounts operated by a single entity tweeting the same stuff) are a frequent use of automation. Image
What do spambots spam? Cryptocurrency has been a hot topic for automated spam networks in recent months, with networks ranging in size from a few dozen accounts to tens of thousands. Some examples:


Spammy retweet botnets are also sometimes used to astroturf political topics. A few examples:

Xinjiang human rights abuse denialism:
2021 Ecuador election:
Random US Congressional tweets:
Sometimes automated spam exists alongside organic activity on same group of accounts. An example of this is the now-defunct Power10 automation tool, which caused its users to automatically retweet large numbers of pro-Trump tweets.
businessinsider.com/power10-activi…
Services that sell retweets, likes, and follows (all of which are TOS violations) frequently use botnets to provide the aforementions retweets, likes, and follows. A couple examples:

The above is by no means a comprehensive survey of every bot or every type of bot on Twitter, but is a decent rough overview of common uses of automation, both legitimate and illicit.

Onward to the next topic: types of accounts that people think are bots, but aren't.
Folks who participate in retweet rooms (where everyone retweets every tweet shared in the room) often get mistaken for bots due to their high tweet volume, as users who are in multiple rooms often retweet hundreds of tweets a day.
politico.eu/article/twitte…
Copypastas (cases where real humans copy and paste the same of text with few or no alterations) frequently get mistaken for bot activity, as identical tweets appear on multiple accounts.

In a similar vein, accounts that share a lot of news articles or YouTube videos by using the "Share" buttons on the respective sites get mistaken for bots because the article/video title is generally used as the tweet text, resulting in identical (but not automated) tweets.
Impostor accounts and fake personas also frequently get erroneously referred to as "bots", although many of these are human-operated rather than automated.
buzzfeednews.com/article/craigs…

How does one know if a given account is a bot? Unfortunately, there's no quick way to tell, and in many cases without finding a large number of accounts that belong to the same network, it may be impossible to be certain. Here are a couple of things that sometimes work...
Every tweet is labeled with the software it was tweeted with, which can be used to identify automated tweets. Most human tweets are sent with Twitter Web App, Twitter for iPhone/iPad/Android, or TweetDeck and most tweets sent with other apps are automated. Image
Anomalies in timing can sometimes indicate automation as well: constant activity without breaks for sleep, for example. The accounts described in the linked thread are examples (and have other timing anomalies as well).
Every rule has exceptions, of course:

• some 24/7 accounts are run by multiple people rather than being automated
• web browsers and phones can be automated, so some accounts that post via web/smartphone are actually bots
• etc
(just to clarify - the articles linked in this tweet aren't erroneously claiming that things that the fake accounts described are bots, they're accurate articles about fake/impostor accounts that sometimes have been mistaken for bots.)
Also, be wary of overly simplistic checklists that purport to be advice on "bot detection". Most of the stuff on this list has nothing to do with automation, and will be of little to no use in determining whether or not a given account is a bot. Image
Recent Twitter blog post that covers various misconceptions regarding bots:
blog.twitter.com/common-thread/…

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More from @conspirator0

Dec 31, 2023
It's New Year's Eve, and a bunch of politics enthusiasts with GAN-generated faces are enthusiastically replying to a variety of posts with similarly-worded replies. #NewYearShenaniGANs

cc: @ZellaQuixote collage of 10 replies containing variations on "politics enthusiast" from accounts that use GAN-generated faces as avatars
The politics enthusiasts are part of a spam network consisting of (at least) 575 accounts created between May and December 2023 with GAN-generated faces. Many of their handles, such as @Maairiuieinaaa and @eJooeiaAoneueer, contain long strings of vowels.
histogram of account creation dates
table of example accounts from the network
@Maairiuieinaaa @eJooeiaAoneueer All 575 of these accounts use StyleGAN-generated faces as profile images. Some of these, such as @MauMoiagaia's profile image, contain a tiny "StyleGAN 2 (Karras et al.)" watermark in the lower right corner. collage of the GAN-generated faces that the accounts in the network use as profile images
Read 11 tweets
Dec 7, 2023
It's a great day to look at a network of inauthentic accounts that post identical AI art images (with a side of good old fashioned T-shirt spam).

cc: @ZellaQuixote


3 posts containing the same AI-generated image
3 posts containing the same AI-generated image
3 posts containing the same AI-generated image
3 posts containing the same AI-generated image
This network consists of 24 X accounts. 12 of these accounts were created in the latter half of 2023 and have female avatars, while the other 12 were created in 2013 or earlier and have male avatars.

table of the 24 accounts in the network
screenshots of the profiles of the 12 female-presenting accounts in the network, all created in 2023
screenshots of the profiles of the 12 male-presenting accounts in the network, all created in 2013 or earlier
The 12 accounts with female avatars and 2023 creation dates regularly post AI-generated art images, and these image posts are quickly reposted by other accounts in the network (both female and male). The AI-generated images are often duplicated across accounts.


examples of AI art images posted by the network, and screenshots of the reposts
3 posts containing the same AI-generated image
3 posts containing the same AI-generated image
3 posts containing the same AI-generated image
Read 8 tweets
Sep 1, 2023
Meet @ImJamesMiller (permanent ID 1371651462153994242), an account with a GAN-generated face, 172K followers, and no tweets prior to two days ago. What's up with that?

cc: @ZellaQuixote screenshot of @ImJamesMiller's profile, screenshot of tweeterid.com lookup showing @ImJamesMiller's permanent ID, and closeup of @ImJamesMiller's profile image, a GAN-generated face
As it turns out, @ImJamesMiller wasn't always named @ImJamesMiller. In June, the account was named @/IamJimCaviezel in an apparent attempt to impersonate Sound of Freedom actor Jim Caviezel.

web.archive.org/web/2023062319…
screenshot of wayback machine archive
@ImJamesMiller Multiple prominent users appear to have accepted the fake Jim Caviezel account as legitimate, including Texas Congressman Brian Babin, right-wing influencer/ex-Game of Thrones blogger Jack Posobiec, and recently indicted ex-Assistant Attorney General Jeff Clark. screenshots of tweets from large accounts tagging the fake Jim Caviezel account
Read 9 tweets
Aug 27, 2023
It's a great day to look at a network of Bluesky spam accounts with randomized names. #SundaySpam

cc: @ZellaQuixote collage of 16 bluesky accounts with random adjective + noun names
This spam network consists of (at least) 401 accounts, all of which were created (or added to the Bluesky app view) in August 2023. These accounts do not follow each other; rather, each one follows a small number of popular Bluesky accounts. histogram of account creation dates for the 401 accounts in the network, all created in August 2023
The accounts in this network cycle rhythmically between posting three types of content:

• reposts
• posts containing links to news articles
• posts containing links to news articles accompanied by images hourly post volume by post type bar chart
Read 6 tweets
Jun 18, 2023
This #FathersDay2023 tweet from @PaulFox50854324 has gone somewhat viral, but both @PaulFox50854324's profile image and the alleged image of the neighbor's son are GAN-generated faces.

cc: @ZellaQuixote Image
More on GAN-generated faces and their use on Twitter here:

Tips on recognizing GAN-generated faces here:
Today's #FathersDay2023 tweet is not the first time @PaulFox50854324 engaged in image shenanigans.

This glass of grape Kool-Aid that @PaulFox50854324's son supposedly made in 2021 somehow traveled back in time to 2019 and became alcoholic kombucha. Image
Read 7 tweets
Jun 4, 2023
Meet @thisisorange, a Twitter account created in February 2022 with a gold "verified organization" badge, thousands of batch-created fake followers, and a couple other interesting traits.

cc: @ZellaQuixote screenshots of @thisisorang...follow order by creation da...
Verified organizations on Twitter can verify affiliated accounts (employees, teams, brand names, etc), which receive blue checkmarks as well as an organization badge (help.twitter.com/en/using-twitt…). The @thisisorange account has thousands of affiliates, mostly cryptocurrency accounts.
How did this come about? The website linked on @thisisorange's profile (orange dot associates) apparently allows one to become an affiliate simply by providing a Twitter account and a cryptocurrency wallet. screenshot of orange . asso...
Read 5 tweets

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