Dall-E Mini, the AI-powered text-to-image generator has taken over the internet. With its ability to render nearly anything your meme-loving heart desires, anyone can make their dreams come true.
DALL-E 2, a portmanteau of Salvador Dali, the surrealist and Wall-E, the Pixar robot, was created by OpenAI and is not widely available; it creates far cleaner imagery and was recently used to launch Cosmpolitan’s first AI-generated cover. The art world has been one of the first industries to truly embrace AI.
The open-sourced miniature version is what’s responsible for the memes. Programmer Boris Dayma wants to make AI more accessible; he built the Dall-E Mini program as part of a competition held by Google and an AI community called Hugging Face.
And with great technology, comes great memes. Typing a short phrase into Dall-E Mini will manifest 9 different amalgamations, theoretically shaping into reality the strange images you’ve conjured. Its popularity leads to too much traffic, often resulting in an error that can be fixed by refreshing the page or trying again later.
If you want to be a part of the creation of AI-powered engines, it all starts with code. CodeAcademy explains that Dall-E Mini is a seq2seq model, “typically used in natural language processing (NLP) for things like translation and conversational modeling.” CodeAcademy’s Text Generation course will teach you how to utilize seq2seq, but they also offer opportunities to learn 14+ coding languages at your own pace.
You can choose the Machine Learning Specialist career path if you want to become a Data Scientist who develops these types of programs, but you can also choose courses by language, subject (what is cybersecurity?) or even skill - build a website with HTML, CSS, and more.
CodeAcademy offers many classes for free as well as a free trial; it’s an invaluable resource for giving people of all experience levels the fundamentals they need to build the world they want to see.
As for Dall-E Mini, while some have opted to create beauty, most have opted for memes. Here are some of the internet’s favorites:
no fuck every other dall-e image ive made this one is the best yet pic.twitter.com/iuFNm4UTUM
— bri (@takoyamas) June 10, 2022
There’s no looking back now, not once you’ve seen Pugachu; artificial intelligence is here to stay.
Statistical anomalies in previous elections point to frightening vulnerabilities in how votes are tallied
In 2012, Mitt Romney was declared the winner of the GOP's Iowa caucus by a margin of just eight votes.
That result was announced at 1:30 AM on Caucus night, but two weeks later there was a different result. The Republican Party of Iowa had performed a recount of the votes and Rick Santorum—a candidate broadly considered too far outside the mainstream to stand a chance in the general election—was revealed as the actual winner. By that point of course it was far too late. Romney had already gotten the media attention that comes with winning, and had capitalized on that sense of momentum to achieve a solid victory in the New Hampshire primary.
If that sounds familiar, that's because there is currently a "recanvassing" under way in Iowa to reassess the results of a contest that will once again be decided by a very slim margin. Though Bernie Sanders managed a clear victory in the popular vote, Iowa's elaborate system for awarding "State Delegate Equivalents" at each caucus location (to then be converted to the actual delegate count that determines the Democratic party's nominee), has resulted in a near-tie between Senator Sanders and former South Bend Mayor Pete Buttigieg.
The official winner may not be announced for days or weeks—or it may never be known at all. In the mean time, Pete Buttigieg declared himself the winner on Caucus night, and has been treated as such by much of the media. With Sanders looking more and more like the frontrunner, Buttigieg is seen as much more palatable to moderate general election voters, and many powerful donors and party insiders would much rather he get the nomination. With that in mind, the chaos in Iowa—particularly the faulty app and the release of partial results that seemed to favor Buttigieg—has already sparked speculation of party corruption and election rigging for Sanders voters holding on to memories of the DNC's favoritism toward Hillary Clinton in 2016, but it may be more instructive to consider the model of the 2012 Republican primaries.
2012 was not a simple year for Republicans in the way 2016 was for Democrats. Much like the 2020 field of Democratic candidates, there was not a presumptive nominee, but rather a wide field of contenders with centrists—Mitt Romney and Jon Huntsman—struggling against the enthusiastic support for more extreme candidates like Rick Santorum, Newt Gingrich, and Ron Paul. Polling seemed to swing wildly, from one candidate to the next until—according to some accounts—the RNC tipped the scales toward the man considered the most electable (read: bland and inoffensive) candidate.
The case of bias for Romney is as elaborate and detailed as every budding conspiracy theory about Acronym, Shadow Inc., and the new "Voter Protection Director" for the Nevada State Democratic Party—especially considering the contentious events of the Nevada Democratic Party state convention in 2016. Likewise, the overwhelming variety of those details is evidence—depending on your perspective—of either how insidious the whole plot was, or of the depths of its adherents' delusion.
For a start, there were a variety of issues in that year involving states attempting to increase their influence on the process by ignoring the traditional schedule for primaries and caucuses, skipping ahead of other states. The RNC was conflicted about how to handle that tactic, but many voters felt that the resulting schedule favored Romney's candidacy by allowing states where he polled well to vote earlier, further emphasizing the sense of building momentum. That much was acknowledged as a problem even at the time, but there are other issues that remain murkier. Was the miscount in Iowa intentional? Did the RNC combine fundraising with Romney's campaign too early? Did they pad Romney's delegate count to prevent a brokered convention? Most worryingly of all, were votes flipped to Romney in state primaries that lacked a paper trail?
Whatever the confusion in Iowa, the caucus system is at least public and relatively easy to monitor. But primaries that are carried out with all electronic voting machines are a black box, and the state parties run the show with little oversight. Unlike a federal election, primaries are fundamentally under the purview of political parties. They can choose their nominees however they like. They have chosen a roughly democratic system for a variety of reasons (to build enthusiasm, test candidates' campaign skills, and avoid voter alienation) but if they wanted to undermine the integrity of that process in order to ordain the candidate they see as standing the best chance in the general election, there would be little to stop them. According to two statisticians, Francois Choquette and James Johnson, that is exactly what happened in 2012.
Choquette and Johnson, 2012
When Choquette and Johnson analyzed vote totals out of hundreds of precincts, they discovered a strong tendency for voters in larger precincts to favor Mitt Romney more than did voters in smaller precincts. These results have been criticized as attributable to demographic differences between precincts, but when researchers looked at results out of precincts that kept paper records of voting, that tendency disappeared. Likewise in Utah—where Romney was always expected to win by a wide margin—the results showed no shift in preference toward Romney based on the size of the precinct. The trend was so distinct in competitive precincts with no paper trail that Choquette and Johnson were unable to account for it as a result of chance or any factor other than deliberate fraud. According to their work, Romney received approximately a 7% bump in the most populous precincts in multiple states as a result of votes flipped from other candidates—allowing him to secure the nomination handily.
Choquette and Johnson's evidence was brought to court in a lawsuit filed by a third statistician at Witchita State University. Beth Clarkson works in the university's National Center for Advanced Materials Performance, and was inspired by Choquette and Johnson's research to investigate similar anomalies in Kansas's 2014 general election—larger precincts trending toward Republican candidates. She sued to gain access to more detailed records in order to build a statistical model that could shed light on the question of fraudulent vote flipping. Unfortunately Clarkson's efforts were stymied by Kansas Secretary of State Kris Kobach, who argued that releasing the time-stamped records could somehow violate voter anonymity.
Kris Kobach with Donald Trump
You may recognize Kris Kobach as perhaps the greatest enemy of unbiased elections in recent American history. Kobach is the man whose voter fraud commission pushed the false narrative of millions of fake voters in support of discriminatory voter ID laws, and whose apparent political and white-supremacist motivation for adding a citizenship question to the national census resulted in the Supreme Court rejecting the change—which would have led to dramatic under-counts of immigrant populations, and a shift in congressional districts that would disproportionately benefit the Republican party. While he was able to halt Clarkson investigation, many have credited her lawsuit as being instrumental in the push for recently enacted legislation which now requires post-election audits in Kansas. Reached for Comment, Clarkson admitted that this was a step in the right direction, though she was "not impressed" with the audit techniques being utilized.
Overall, Clarkson seems pessimistic about the fidelity and security of our elections, saying that there is still a lot of potential for fraudulent vote counts, "anytime there's no way to check a paper record." This does include several races in the Democratic primaries, though the New Hampshire primary taking place today is utilizing paper ballots, which leave less room for tampering. Nationally, there has been a push to move toward that model, but for those of us who will be casting votes on electronic machines, Clarkson advocated that, where possible, voters check their electronic vote against the paper record to ensure their vote was recorded correctly. And for all voters, Clarkson had a reminder to check your voter registration online in advance of every election. With recent voter purges Clarkson says there have been many cases "of people being surprised when they arrive at the polls to vote and find out, 'Oh, they don't have me down as a registered voter.'"
Beyond that, electronic voting remains so opaque and vulnerable, all we can do is continue pushing for paper-based voting systems and remind our nation's political institutions—as the primary process continues through New Hampshire and beyond—that we are watching them; that we will not take any irregularities lightly.
The revolution will not be Tweeted, but its agenda can be.
Can a tweet save the world? No. Is it a public record of your intolerance of unjust systems in the world? Sure, if anybody reads it among the white noise of Twitter rage. Protest movements in the digital age are tricky; hacktivism, or hashtag activism, has been critiqued as an ineffective and tokenizing way to virtue signal in the name of social justice while actually being armchair activists. Meanwhile, nonviolent protests like marches, boycotts, and strikes are critiqued for being too passive to ever enact real change. On the other end of the spectrum are volatile reactionaries who want to tear down the system and begin from scratch–even if they have no actionable plans to create a viable replacement.
So what are we supposed to do? More to the point, what are we supposed to believe? A patient and open-minded look at both sides of any issue is guaranteed to point out one commonality: Everybody has the wrong idea about the opposing side. When it comes to social movements that create a better future, there are some basic, prevailing myths that only distract people from the real problems at hand. Ask activists, historians, and political science analysts, and they agree that you shouldn't fall for the following misconceptions when fighting for a better world:
1. Myth: Nonviolence Is Ineffective
Historically speaking, this simply isn't true. When two researchers from the United States Institute of Peace conducted a study of nearly 330 major violent and nonviolent campaigns "targeting incumbent regimes and foreign military occupations," they concluded that "nonviolent efforts were twice as likely to achieve their goals." They wrote, "The majority succeeded against authoritarian governments, when even peaceful protests could have fatal consequences. The ousters of Augusto Pinochet in Chile, Ferdinand Marcos in the Philippines, Zine el-Abidine Ben Ali in Tunisia, Yahya Jammeh in Gambia, Bashir in Sudan and Abdelaziz Bouteflika in Algeria are only a handful of cases in which mass nonviolent force stripped power from despots." Furthermore, another study in 2011 looked at 323 civil resistance campaigns around the world between 1900 and 2006, concluding that nonviolent campaigns were successful in 53% of cases, compared to violent ones' success rate of 26%. Additionally, only 4% of violent revolutions ended up in a "functioning democracy," compared to 42% of non-violent regime changes.
So radical violent action, whether that be in the form of paramilitary groups or self-appointed vigilantes who want to burn down the Establishment, is statistically not as likely to produce change as collective nonviolent protest.
2. Social Media Makes Protests More Effective
With that being said, there is a degree of truth to the allegation that social media creates lazy activists. More specifically, however, social media encourages engagement in social issues (i.e. sharing an article, liking a tweet, and maybe hurling insults at the opposing side), which is different from collective action. While Facebook, Twitter, and Instagram allow people to express their displeasure at existing policies, the most social media can do is mobilize people to agree on a unified agenda and a set of actions.
The problem, of course, is that many online participants don't end up following through with in-person plans, thus there's no unity where it counts: on the ground, at the march, or holding up signs. Furthermore, analysts Maria J. Stephan and Adam Gallagher emphasize the importance of "durable organizations" and "long-term planning," and in the fast-paced, immediate gratification of social media platforms like Twitter, responses can often be reactionary and short-term, which doesn't even begin the work of effective protest.
3. Myth: You Need to Have a Massive Amount of People
This is half-true, but it's mostly misunderstood. Effective nonviolent protests gain traction and grow into massive movements when their tactics get them noticed–even if that doesn't involve a large amount of people. As evidenced by the progression of the Egyptian occupation of Tahrir Square and the Serbian student protest group, Otpor (translated as "Resistance!"), a large following of people don't mark the beginning of a movement but rather it's a sign that a movement's worked. Srdja Popovic, leader of Otpor, reflected on the overthrow of war criminal Slobodan Milošević, "All successful movements come with a very low entry bar. You need to offer people the chance to do something meaningful, and – crucially – to get away with it. In Chile, against Pinochet, they drove at half speed: not illegal, very low risk, pretty funny, nothing the cops can do. It's about doing something neat, and living to tell everyone." He added, "We had to go out and listen. Get the real people, rural people, not so clever-clever people, behind us. Build a movement. We did, but it took us five years." Resistance from within a system is more effective to create change than external opposition.
4. Myth: It's a Business
Popovic coins one of their best tactics "laughtivism." Making people laugh not only gets attention, but it alleviates tension from living within fraught social realities. From graffitiing pictures of the corrupt men in charge to spreading the movement's message through public pranks, nonviolent movements have gained global traction through being human and showing a sense of humor.
Can the Democratic establishment get it right this time?
With the first Democratic primary still about eight months away, the Democratic party establishment appears prepared to throw all of their weight behind Joe Biden.
To hear MSNBC or CNN tell the story, Joe Biden has been the Democratic party's frontrunner since before he even declared his candidacy. Whether or not this is entirely true, however, is debatable. Misleading polls are being conducted and then misrepresented by many liberal news outlets as a means of solidifying Uncle Joe's frontrunner status early on in hopes of swaying voters toward the "more electable" candidate in the primaries. If Joe Biden can be made to look like he actually has the best chance of clinching the nomination or winning against Trump in a general election, then, voters will be more likely to vote for him as the safe bet.
IVN, or the Independent Voters Network, self-described as "a platform for unfiltered political news and policy analysis from independent-minded authors," has highlighted the biased nature of many political polls. IVN writer, Rudolpho Cortes Barragan reports:
"FiveThirtyEight, which is owned by ABC/Disney, functions as a sort of gatekeeper for polling, and polls are extremely important for candidacies. The public is told that polls judged as A+ by FiveThirtyEight are to be seen as real bellwethers of popular opinion. In reality, 'the polls' are manufactured to produce the results that the pollsters (and their corporate funders) want to see."
Barragan goes on to cite a recent Mammoth University poll as evidence. "The results showed Biden 9 percentage points ahead of Sanders," he writes, "but if you look closely you will see that more than 70% of the people polled are over the age of 50. Any honest person would be able to tell you that the 2020 electorate will be far younger than 50." The data is seldom presented within its full context on mainstream news outlets like MSNBC or CNN, and instills in voters a false sense of Biden's electability and props him up as the "safe" vote.
If this sounds eerily familiar, it's because the same thing happened in 2016. Hillary Clinton, like Biden, was prematurely propped up as the most electable candidate, even though an anti-establishment candidate like Bernie Sanders may have stood a better chance against Trump's "outsider" persona, which resonated with many voters (particularly across the midwest). This was proven in the wake of Trump's victory when analyses showed that many Bernie supporters either did not vote in the general election or jumped on the Trump ticket, preferring the radical change suggested by Trump's "drain the swamp" narrative over Clinton's years of experience as a politician.
Joe Biden, like Clinton, is firmly rooted in the Democratic establishment. While Trump's approval rating has wavered over the last few years, hitting its low at 35% in 2017, it has remained around 40 to 45% — a number that should be alarming for Democrats going into 2020, as there have been only three single-term presidents since World War II.
Either way, the Democratic party and its voters must avoid making the same mistakes if there is any hope of preventing a Trump reelection. Poll manipulation was not the only issue in the 2016 election. The Democratic National Committee (DNC) was also exposed for unfairly tipping the scales toward Clinton in 2016, effectively rigging the primary against Bernie Sanders.
Donna Brazile, former interim chair of the DNC, revealed in her book, Hacks: The Inside Story of the Break-ins and Breakdowns that Put Donald Trump in the White House, the nefarious– although not technically illegal, according to US District Judge William J. Zloch, who dismissed a class action lawsuit against the DNC – actions of the Committee.
"Hillary would control the party's finances, strategy, and all the money raised," writes Brazile. "Her campaign had the right of refusal of who would be the party communications director, and it would make final decisions on all the other staff. The DNC also was required to consult with the campaign about all other staffing, budgeting, data, analytics, and mailings."
It's unclear whether the DNC's current chair, Tom Perez, will run an honest and fair ship as we approach the 2020 election cycle. Perez held the position of labor secretary during the Obama administration, and Biden publicly threw his support behind Perez during his campaign for DNC chair; whereas Sanders preferred Keith Ellison, who lost by a narrow margin. Only time will tell if Perez will tip the scales in Biden's favor due to their favorable history together, but the Democratic party is no stranger to nepotism, so Perez – especially in light of 2016 – should be watched carefully in the months to come.
Even if the DNC does run a fair election this time around, electing Joe Biden would be a grave mistake. A mistake that the party already made last time around in the form of gifting the primary to Hillary Clinton. This election will not be one for tepid, center-of-the-road policies. We've already seen how an establishment centrist performs against Donald Trump. The Democratic party must embrace and adopt the progressive push to the left provided by candidates like Sanders and others if they have any hope of winning in 2020. Playing politics as usual will cost the Democratic party, and the nation, another four years of a Donald Trump White House.