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.
We have his public explanation, but it's worth considering his underlying motivation
On Wednesday afternoon Mitt Romney announced that he would be voting to convict President Donald Trump in the Senate's impeachment trial.
Romney became the only Republican to join in the Democrats vote to convict Donald Trump for abuses of power and remove him from office—a vote that failed, 48-52, resulting in President Trump's acquittal. The move also immediately inspired mass calls to remove Romney from the senate with #RecallRomney trending across Twitter almost immediately after the announcement was made public. Romney explained his reasoning in a statement on the senate floor, saying of Trump's crimes that "Corrupting an election to keep oneself in office is perhaps the most abusive and destructive violation of one's oath of office that I can imagine." But that only tells us what he wants us to know. There remains a question of his underlying motivation, and there are four basic theories that cover the full gamut of possibilities.
Theory 1: He Did it Because He's Brave
According to this theory, Romney is essentially telling the truth. He believed Trump was guilty, and he was too principled to vote for acquittal for reasons of political expediency. Trump and his fellow Republicans would not be jumping down his throat if he had gone along with the rest of the party, but it would also have given Donald Trump a stronger case to claim that the whole impeachment was a sham. Romney's vote wasn't enough to secure a conviction, but if every Republican had voted in lockstep against conviction, then the whole enterprise would could easily have been written off by Trump and his allies as a witch hunt by the wacky Democrats, and Trump would have leapt immediately to claiming exoneration. Romney basically sacrificed himself for the cause of democracy and justice. This is the theory behind another trending hashtag #MittRomneyIsMyHero.
Theory 2: He Did it Because He's Stupid
Did he really think a nice speech and a surprise vote was going to turn the tides? Trump and his loyalists (i.e. most of the Republican party) have no problem abandoning a former ally and throwing him under the bus. They've turned against John Bolton, Steve Bannon, Jim Mattis, Michael Cohen and countless others from Trump's inner circle. They feel no qualms about declaring a Trump-critic like Romney a traitor—which is why #RomneyIsADemocrat is also trending. But it's not as though the Democrats will actually welcome Romney to their side. They still disagree with him on basically everything. All he managed to do, according to this theory, is to isolate himself and doom his political future.
Theory 3: He Did it Because He's Jealous
Mitt Romney ran for president against Barack Obama in 2012. When he was pressured to release his tax returns he gave in, and it likely contributed to him losing the election. Donald Trump has never given in to any sense of duty, dignity, or decorum, and that's why he was elected president in 2016. Mitt Romney was a vocal critic at the time and has remained a critic because, according to a tweet from Donald Trump Jr., "Mitt Romney is forever bitter that he will never be POTUS."
Mitt Romney is forever bitter that he will never be POTUS. He was too weak to beat the Democrats then so he’s joini… https://t.co/IA9GnnQ2zi— Donald Trump Jr. (@Donald Trump Jr.) 1580931158.0
Theory 4: He Did it Because He Can
This is the theory that takes all the other theories into consideration, and adds some more logistics. Romney may be brave, stupid, and jealous, but the major reason he felt free to vote for Trump's removal is that he had no reason not to. Romney serves as Senator for the state of Utah, where the Mormon church and Mormon values still reign. Unlike many other Christian groups in America, the Church of Latter Day Saints has had a hard time getting behind a crass, philandering, biblically illiterate man. In 2016 Utah gave Evan McMullin more than 21% of the vote—the highest proportion a third-party candidate received in any state—largely on the basis of his #NeverTrump campaign. Utah is the one Republican stronghold where that tactic plays reasonably well. On top of that, Romney won't be up for reelection until 2024. He may be playing a long game, hoping that Trump will have lost popularity by then.
Regardless of your opinion, it's worth checking out Romney's statement before jumping on one of these hashtag trends.