Associate Professor of English, University of Michigan-Flint. I research and teach rhetoric and writing.
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Apple Intelligence AI mangles headlines so badly the BBC officially complains

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Apple needs you to buy the new iPhone even though the old models still work just fine. Enter Apple Intelligence, Apple’s wrapper around ChatGPT, to abbreviate your messages for you!

As an LLM, Apple Intelligence also mangles them — because LLMs don’t summarize text, they just shorten it. In one instance, a message chain starting with “That hike almost killed me!” became “Attempted suicide, but recovered and hiked in Redlands and Palm Springs.” [Twitter, archive; Verge]

Apple Intelligence saw a BBC headline about alleged CEO murderer Luigi Mangione being arrested. Apple Intelligence shortened the story to “Luigi Mangione shoots himself.” The BBC complained to Apple, in a bizarre story where BBC News reports on itself complaining about being misrepresented. [BBC]

These types of errors happen even after including prompts like “Do not hallucinate.” [Ars Technica]

Apple is floundering to promote Apple Intelligence as useful. One ad features a man writing a message to his boss with AI on his new iPhone when his computer is right there in front of him. [YouTube]

Ed Zitron is not a fan. “The product is wonky, ugly, feels constantly out of place, gets in the way of you trying to use your phone.” [Bluesky]

But Apple Intelligence has its good points. “I find the best thing about Apple intelligence is that since I haven’t enabled it, my phone optimized for onboard AI has incredible battery life,” responded another Bluesky user. [Bluesky]

 

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Missouri Voters Enshrined Abortion Rights. GOP Lawmakers Are Already Working to Roll Them Back.

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One month after Missouri voters approved a constitutional amendment guaranteeing the right to abortion, Republican lawmakers in the deeply red state are already working to overturn it — or at least undermine it.

One measure would ask voters to amend the state constitution to define life as beginning at conception, declaring that embryos are people with rights to life, liberty and the pursuit of happiness.

The result would be to classify abortion as an unlawful killing.

Another proposal, aimed at repealing the abortion rights amendment, would ask voters to ban gender transition procedures for minors, tying the two issues together, despite the fact that the amendment did not address gender surgery and gender-affirming care for transgender children is already illegal in Missouri.

Other proposed amendments include stricter abortion limits, such as restricting access to cases of rape, incest, medical emergencies and fetal anomalies. These measures would impose additional requirements, such as mandating that rape survivors file police reports to obtain an abortion.

GOP lawmakers have also introduced a measure to raise the threshold for amending the state constitution through voter initiatives, which could make it harder to pass similar measures in the future.

The legislative moves follow the Nov. 5 election, in which the amendment to put abortion rights in the state constitution won by a 51.6%-48.4% margin. Starting Thursday, the right to abortion will be constitutionally guaranteed up to the point of fetal viability, while restrictions on post-viability abortions will remain in place.

In other states where voters approved abortion rights measures last month, there were no signs yet that lawmakers would also try to counter those measures.

Even before votes in Missouri had been counted, proponents of Amendment 3, as the measure was called, had anticipated that a victory would be met with efforts to somehow undercut abortion rights.

“These people will continue to rail against abortion,” said state Rep. Deb Lavender, a Democrat from the St. Louis suburbs.

Although Missouri already has a law recognizing life as beginning at conception, stating that unborn children have “protectable interests in life, health, and well-being,” the proposed constitutional amendment would go further. It would effectively elevate this principle to the state constitution and potentially complicate not only abortion rights but the legality of in vitro fertilization and the handling of embryos.

Several states have laws recognizing fetal personhood, but Missouri would be the second — after Alabama — to enshrine it in its constitution. That could create legal and ideological confusion or even conflicts, experts say.

“You could see voters saying, ‘I support a right to abortion,’ but also saying, ‘Life begins at conception,’ without understanding that you can’t have both of those things at the same time,” said Jamille Fields Allsbrook, a professor at St. Louis University School of Law and a former policy analyst for Planned Parenthood Federation of America.

The author of one of the personhood measures, Rep. Justin Sparks, a Republican from the St. Louis suburbs, said he was emboldened by the narrow margin of the abortion rights vote.

“A clear mandate has not been achieved,” he said. While the amendment had strong support in metro St. Louis and Kansas City and in the county that’s home to the University of Missouri, “the vast majority of the rest of the state voted in a different direction,” he added. “So I think it’s fair to again bring the question up.”

But state Sen. Tracy McCreery, a Democrat also from the St. Louis suburbs, noted that Sparks was going against the will of voters in the St. Louis area. “I find that even more disrespectful of the voters,” she said. “It wasn’t just voters that tend to vote Democratic that voted yes on Amendment 3. It was also Republican voters and independent voters, and I think that’s getting lost in this discussion.”

The measure to link abortion and transgender rights reflects the campaign before the election, when abortion opponents conflated these topics. Critics said this strategy seeks to distract from abortion rights, which had strong voter support, by capitalizing on voter discomfort with transgender issues.

While GOP lawmakers push these measures, the legal landscape around abortion in Missouri is already shifting. On Wednesday, a Jackson County Circuit Court heard arguments in a lawsuit brought by Planned Parenthood and the American Civil Liberties Union of Missouri that seeks to strike down Missouri’s near-total abortion ban and other laws that regulate abortion. The lawsuit followed the passage of Amendment 3. Planned Parenthood said if it wins in court it plans to resume abortion services in St. Louis, Kansas City and Columbia on Friday.

Missouri Attorney General Andrew Bailey has acknowledged that the amendment will legalize most abortions when it goes into effect, but he has said he intends to enforce remaining restrictions, such as a ban on abortions after fetal viability, a 72-hour waiting period and parental consent for minors.

Lawmakers are also pushing to raise the bar for passing constitutional amendments. Now, a simple majority is enough; that has allowed Missouri voters to bypass the legislature and pass progressive amendments that lawmakers oppose. A new bill would ask voters to pass a constitutional amendment requiring not just a statewide majority but also a majority of voters in five of the state’s eight congressional districts — a change critics argued would give disproportionate power to rural areas over urban voters. It would then be harder for voters to approve measures that don’t align with the priorities of the conservative politicians they tend to elect.

Earlier this year, a similar effort to make it harder to amend the constitution failed after Democrats in the Senate filibustered it.

Sparks criticized the Republican leadership in the General Assembly for allowing the failure, pointing to a Republican supermajority in both houses that could have passed the measure.

“We hold all the power,” Sparks said. “We hold all the procedural levers of power, and we can shut down debate in both houses any time, any day, for any bill we choose to.”

Florida shows how a higher threshold for voter initiatives might play out. In 2006, the state raised the bar for constitutional amendments to 60%. This year, a majority of voters — 57% — supported an abortion rights amendment, an even bigger margin than in Missouri, but not sufficient in Florida.

It’s not clear yet, though, whether any of the measures have enough support in Missouri’s General Assembly.

Lavender said that the campaign supporting abortion rights significantly outraised its opposition during the election. “It’s going to be difficult to overturn,” she said. “You’ll have the same money that supported it now going up against you.”

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Is Apple Intelligence (and AI) For Dumb and Lazy People?

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And the challenges of an AI world where everyone is above average

I’ve been an Apple fanboy since the early 1980s. I owned one Windoze computer years ago that was mostly for games my kid wanted to play. Otherwise, I’ve been all Apple for around 40 years. But what the heck is the deal with these ads for Apple Intelligence?

In this ad (the most annoying of the group, IMO), we see a schlub of a guy, Warren, emailing his boss in idiotic/bro-based prose. He pushes the Apple Intelligence feature and boom, his email is transformed into appropriate office prose. The boss reads the prose, is obviously impressed, and the tagline at the end is “write smarter.” Ugh.

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Then there’s this one:

This guy, Lance, is in a board meeting and he’s selected to present about “the Prospectus,” which he obviously has not read. He slowly wheels his office chair and his laptop into the hallway, asks Apple’s AI to summarize the key points in this long thing he didn’t read. Then he slowly wheels back into the conference room and delivers a successful presentation. The tagline on this one? “Catch up quick.” Ugh again.

But in a way, these ads might not be too far from wrong. These probably are the kind of “less than average” office workers who could benefit the most from AI— well, up to a point, in theory.

Among many other things, my advanced writing students and I read Ethan Mollick’s Co-Intelligence, and in several different places in that book, he argues that in experiments when knowledge workers (consultants, people completing a writing task, programmers) use AI to complete tasks, they are much more productive. Further, while AI does not make already excellent workers that much better, it does help less than excellent workers improve. There’s S. Noy and W. Zhang’s Science paper “Experimental evidence on the productivity effects of generative artificial intelligence;” here’s a quote from the editor’s summary:

Will generative artificial intelligence (AI) tools such as ChatGPT disrupt the labor market by making educated professionals obsolete, or will these tools complement their skills and enhance productivity? Noy and Zhang examined this issue in an experiment that recruited college-educated professionals to complete incentivized writing tasks. Participants assigned to use ChatGPT were more productive, efficient, and enjoyed the tasks more. Participants with weaker skills benefited the most from ChatGPT, which carries policy implications for efforts to reduce productivity inequality through AI.

Then there’s S. Peng et al and their paper “The Impact of AI on Developer Productivity: Evidence from GitHub Copilot.” This was an experiment with a programming AI on Github, and the programmers who used AI completed tasks 55.8% faster. And Mollick talks a fair amount about a project he was a co-writer on, “Navigating the Jagged Technological Frontier: Field Experimental Evidence of the Effects of AI on Knowledge Worker Productivity and Quality,” which found that consultants in an experiment were more productive when allowed to use AI— except when faced with a “jagged technology frontier” problem, which in the study was a technical problem beyond the AI’s abilities. However, one of the problems Mollick and his colleagues observed is that a lot of the subjects in their study often copied and pasted content from the AI with minimal editing, and the AI-using subjects had a much harder time with that jagged frontier problem. I’ll come back to this in a couple more paragraphs.

Now, Mollick is looking at AI as a business professor, so he sees this as a good thing because it improves the quality of the workforce, and maybe it’ll enable employers to hire fewer people to complete the same tasks. More productivity with less labor equals more money, capitalism for the win. But my English major students and I all see ourselves (accurately or not) as well-above-average writers, and we all take pride in that. We like the fact we’re better at writing than most other people. Many of my students are aspiring novelists, poets, English teachers, or some other career where they make money from their abilities to write and read, and they all know that publishing writing that other people read is not something that everyone can do. So the last thing any of us who are good at something want is a technology that diminishes the value of that expertise.

This is part of what is behind various declarations of late for refusing or resisting AI, of course. Part of what is motivating someone like Ted Chiang to write about how AI can’t make art is making art is what he is good at. The last thing he wants is a world where any schmuck (like those dudes in the Apple AI ads) can click a button and be as good as he is at making art. I completely understand this reason for fearing and resisting AI, and I too hope that AI doesn’t someday in the future become humanity’s default story teller.

Fortunately for writers like Chiang and me and my students, the AI hype does not square with reality. I haven’t played around with Apple AI yet, but the reviews I’ve seen are underwhelming. I stumbled across a YouTube review by Marques Brownlee about the new AI that is quite thorough. I don’t know much about Brownlee, but he has over 19 million subscribers so he probably knows what he is talking about. If you’re curious, he talks about the writing feature in the first few minutes of this video, but the short version is he says that as a professional writer, he finds it useless.

The other issue I think my students and I are noticing is that the jagged frontier Mollick and his colleagues talk about— that is, the line/divide between tasks the AI can accomplish reasonably well and what it can’t— is actually quite large. In describing the study Mollick and his colleagues did which included a specifically difficult/can’t do with AI jagged frontier problem, I think he implies that this frontier is small. But Mollick and his colleagues— and the same is true with these other studies he quotes on this— are not studying AI in real settings. These are controlled experiments, and the researchers are trying to do all they can to eliminate other variables.

But in the more real world with lots of variables, there are jagged frontiers everywhere. The last assignment I gave in the advanced writing class asked students to attempt to “compose” or “make” something with the help of AI (a poem, a play, a song, a movie, a website, etc. etc.) that they could not do on their own. The reflection essays are not due until the last week of class, but we have had some “show and tell” exchanges about these projects. Some students were reasonably successful with making or doing something thanks to AI— and as a slight tangent: some students are better than others at prompting the AI and making it work for them. It’s not just a matter of clicking a button. But they all ran into that frontier, and for a lot of students, that was essentially how their experiment ended. For example, one student was successful at getting AI to generate the code for a website; but this student didn’t know what to do with the code the AI made to make it actually into a website. A couple of students tried to use AI to write music, but since they didn’t know much about music, their results were limited. One student tried to get AI to teach them how to play the card game Euchre, but the AI kept on doing things like playing cards in the student’s hand.

This brings me back to these Apple ads: I wish they both went on just another minute or so. Right after Warren and Lance confidently look directly at the camera with smug look that says to viewers “Do you see what I just got away with there,” they have to follow through with what they supposedly have accomplished, and I have a feeling that would go poorly. Right after Warren’s boss talks with him about that email and right after Lance starts his summary, I am pretty sure they’re gonna get busted. Sort of like what has happened when I have suspected correctly that a student used too much AI and that student can’t answer basic questions about what it is they (supposedly) wrote.

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Big AI Companies Need Higher Ed … but Does Higher Ed Need Them?

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Big AI Companies Need Higher Ed … but Does Higher Ed Need Them? Elizabeth Redden Mon, 12/02/2024 - 03:00 AM Building reliance on Silicon Valley AI companies carries risks, Collin Bjork writes. Byline(s) Collin Bjork Big AI Companies Need Higher Ed … but Does Higher Ed Need Them? Elizabeth Redden

Building reliance on Silicon Valley AI companies carries risks, Collin Bjork writes.

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Immigrants’ Resentment Over New Arrivals Helped Boost Trump’s Popularity With Latino Voters

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ProPublica is a nonprofit newsroom that investigates abuses of power. Sign up to receive our biggest stories as soon as they’re published.

At first, she didn’t think much about the Nicaraguan asylum-seekers who began moving into town a few years ago. Rosa was an immigrant too, one of the many undocumented Mexican immigrants who’d settled nearly 30 years ago in Whitewater, a small university town in southeast Wisconsin.

Some of the Nicaraguans had found housing in Rosa’s neighborhood, a trailer park at the edge of town. They sent their children to the same public schools. And they got jobs in the same factories and food-processing facilities that employed many of Rosa’s friends and relatives.

Then Rosa realized that many of the newcomers with ongoing asylum cases could apply for work permits and driver’s licenses — state and federal privileges that are unavailable to undocumented immigrants. Rosa’s feelings of indifference turned to frustration and resentment.

“It’s not fair,” said Rosa, who works as a janitor. “Those of us who have been here for years get nothing.”

Her anger is largely directed at President Joe Biden and the Democratic Party for failing to produce meaningful reforms to the immigration system that could benefit people like her. In our reporting on the new effects of immigration, ProPublica interviewed dozens of long-established Latino immigrants and their U.S.-born relatives in cities like Denver and Chicago and in small towns along the Texas border. Over and over, they spoke of feeling resentment as they watched the government ease the transition of large numbers of asylum-seekers into the U.S. by giving them access to work permits and IDs, and in some cities spending millions of dollars to provide them with food and shelter.

It’s one of the reasons so many Latino voters chose Donald Trump this election, giving him what appears to be Republicans’ biggest win in a presidential race since exit polls began tracking this data. Latinos’ increased support for Trump — who says he could use the military to execute his plans for mass deportations — defied conventional wisdom, disrupting long-held assumptions about loyalties to the Democratic Party. The shift could give Republicans reason to cater to Latinos to keep them in the party’s fold.

On the campaign trail, Trump singled out Whitewater after the police chief wrote a letter to Biden asking for help responding to the needs of the new Nicaraguan arrivals. While some residents were put off by Trump’s rhetoric about the city being destroyed by immigrants, it resonated with many of the longtime Mexican-immigrant residents we interviewed. They said they think the newcomers have unfairly received benefits that they never got when they arrived illegally decades ago — and that many still don’t have today.

Among those residents is one of Rosa’s friends and neighbors who asked to be identified by one of her surnames, Valadez, because she is undocumented and fears deportation. A single mother who cleans houses and buildings for a living, Valadez makes extra money on the side by driving immigrants who don’t have cars to and from work and to run errands. It’s a risky side hustle, though, because she’s frequently been pulled over and ticketed by police for driving without a license, costing her thousands of dollars in fines.

One day two summers ago, one of her sons found a small purse at a carnival in town. Inside they found a Wisconsin driver’s license, a work permit issued to a Nicaraguan woman and $300 in cash. Seeing the contents filled Valadez with bitterness. She asked her son to turn in the purse to the police but kept the $300. “I have been here for 21 years,” she said. “I have five children who are U.S. citizens. And I can’t get a work permit or a driver’s license.”

When she told that story to Rosa one afternoon this spring, her friend nodded emphatically in approval. Rosa, like Valadez, couldn’t vote. But two of Rosa’s U.S.-born children could, and they cast ballots for Trump. One of Rosa’s sons even drives a car with a bumper sticker that says “Let’s Go Brandon” — a popular anti-Biden slogan.

Rosa said she is glad her children voted for Trump. She’s not too worried about deportation, although she asked to be identified solely by her first name to reduce the risk. She believes Trump wants to deport criminals, not people like her who crossed the border undetected in the 1990s but haven’t gotten in trouble with the law. “They know who has been behaving well and who hasn’t been,” she said.

Immigrants seeking asylum arrive in Philadelphia in December 2022. They had been bused in from Texas, which has sent thousands of immigrants to cities around the country this way during the Biden administration. (Photo by Ryan Collerd/AFP via Getty Images)

In the months leading up to the presidential election, numerous polls picked up on the kinds of frustrations felt by Rosa and her family. Those polls indicated that many voters considered immigration one of the most pressing challenges facing the country and that they were disappointed in the Biden administration’s record.

Biden had come into office in 2021 promising a more humane approach to immigration after four years of more restrictive policies during the first Trump administration. But record numbers of immigrants who were apprehended at the U.S.-Mexico border began to overwhelm the system. While the Biden administration avoided talking about the border situation like a crisis, the way Trump and the GOP had, outspoken critics like Republican Texas Gov. Greg Abbott amplified the message that things at the border were out of control while he arranged to bus thousands of immigrants to Democrat-controlled big cities around the country. In Whitewater, hundreds of Nicaraguans arrived on their own to fill jobs in local factories, and many of them drove to work without licenses, putting a strain on the small local police department with only one Spanish-speaking officer.

While the Biden administration kept a Trump expulsion policy in place for three years, it also created temporary parole programs and an app to allow asylum-seekers to make appointments to cross the border. The result was that hundreds of thousands more immigrants were allowed to come into the country and apply for work permits, but the efforts didn’t assuage the administration’s critics on the right or left. Meanwhile, moves to benefit undocumented workers who were already in the country were less publicized, said Kathleen Bush-Joseph, a policy analyst at the nonpartisan Migration Policy Institute.

The White House did not respond to requests for comment.

Conchita Cruz, a co-founder and co-executive director of the Asylum Seeker Advocacy Project, which serves a network of around 1 million asylum-seekers across the country, said that because of either court challenges or processing backlogs, Biden wasn’t able to deliver on many of his promises to make it easier for immigrants who’ve lived in this country for years to regularize their status.

“Policies meant to help immigrants have not always materialized,” she said.

Cruz said that while the administration extended the duration of work permits for some employment categories, backlogs have hampered the quick processing of those extensions. As of September, there were about 1.2 million pending work permit applications, according to U.S. Citizenship and Immigration Services data, with many pending for six months or more. USCIS said the agency has taken steps to reduce backlogs while processing a record number of applications.

Biden’s attempts to push for broad immigration reform in Congress, including a proposal his administration sent on his first day in office, went nowhere. Earlier this year, in an effort to prevent a political win for Biden before the election, Trump pressured Republicans to kill bipartisan legislation that would have increased border security.

Camila Chávez, the executive director of the Dolores Huerta Foundation in Bakersfield, California, said Democrats failed to combat misinformation and turn out Latino voters. She recalled meeting one young Latina Trump supporter while she knocked on voters’ doors with the foundation’s sister political action organization. The woman told her she was concerned that the new immigrant arrivals were bringing crime and cartel activity — and potentially were a threat to her own family’s safety.

“That’s our charge as organizations, to make sure that we are in the community and educating folks on how government works and to not vote against our own self-interests. Which is what’s happening now,” said Chávez, who is the daughter of famed farmworker advocate Dolores Huerta and a niece of Cesar Chávez.

Trump has made clear he intends to deliver on his deportation promises, though the details of how he’ll do it and who will be most affected remain unclear. The last time Trump was elected, he moved quickly to issue an executive order that said no “classes or categories” of people who were in the country illegally could be exempt from enforcement. Tom Homan, who Trump has picked to serve as his “border czar,” said during a recent interview with Fox & Friends that immigrants who were deemed to be a threat to public safety or national security would be a priority under a new administration. But he said immigrants with outstanding deportation orders will also be possible targets and that there will be raids at workplaces with large numbers of undocumented workers.

The Trump campaign did not respond to a request for comment.

Mike Madrid, a Republican strategist, said it’s wishful thinking to believe Trump will give any special treatment to undocumented immigrants who have been living and working in the U.S. for a long time. But he’s heard that sentiment among Latino voters in focus groups.

“They believe that they are playing by the rules and that they will be rewarded for it,” Madrid said. “Republicans have never been serious about legal migration, let alone illegal migration. They’re allowing themselves to believe that for no good reason.”

Sergio Garza Castillo, who owns a gas station and convenience store in Del Rio, Texas, had long voted for Democrats. But his frustration with border policy led him to vote for Trump this year. (Gerardo del Valle/ProPublica)

The Republican Party’s growing appeal to Latino voters was especially noticeable in places like Del Rio, a Texas border town. As ProPublica previously reported, Trump flipped the county where Del Rio sits from blue to red in 2020 and won it this year with 63% of the vote.

Sergio Garza Castillo, a Mexican immigrant who owns a gas station and convenience store in Del Rio, illustrates that political shift. Garza Castillo said he came to the U.S. legally as a teenager in the 1980s after his father, a U.S. citizen, petitioned and waited for more than a decade to bring his family across the border.

Ever since Garza Castillo became a U.S. citizen in 2000, he has tended to vote for Democrats, believing in their promise of immigration reform that could lead to more pathways to citizenship for long-established undocumented immigrants, including many of his friends and acquaintances.

But the Democrats “promised and they never delivered,” Garza Castillo said. “They didn’t normalize the status of the people who were already here, but instead they let in many migrants who didn’t come in the correct way.” He believes asylum-seekers should have to wait outside the country like he did.

He said he began to turn away from the Democrats in September 2021, when nearly 20,000 mostly Haitian immigrants seeking asylum waded across the Rio Grande from Mexico and camped out under the city’s international bridge near Garza Castillo’s gas station. Federal authorities had instructed the immigrants to wait there to be processed; some remained there for weeks, sleeping under tarps and blankets with little access to water and food. Garza Castillo said he and other business owners lost money when the federal government shut down the international bridge, an economic engine for Del Rio.

Some of the Haitian migrants were eventually deported; others were allowed into the U.S. to pursue asylum claims and given notices to appear in court in a backlogged immigration system that can take years to resolve a case. “That to me is offensive for those who have been living here for more than 10 years and haven’t been able to adjust their status,” Garza Castillo said.

He hopes Trump seizes on the opportunity to expand support from Latino voters by creating a path to citizenship for undocumented immigrants who’ve been here for years. “If he does that,” he said, “I think the Republican Party will be strong here for a long time.”

Anjeanette Damon, Nicole Foy, Perla Trevizo and Gerardo del Valle contributed reporting.

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Roll out the barrels of pork: Congressional committee recommends AI ‘Manhattan Project’

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The bipartisan US-China Economic and Security Review Commission (USCC) has proposed a “Manhattan Project” — in the style of the World War II project to develop the atomic bomb, presumably with similarly unlimited funding — to develop artificial general intelligence, so China doesn’t get there first. [USCC, PDF]

The USCC makes a point of recommending public-private partnerships for this AI “Manhattan Project.” This sort of long-running government funding just happens to be what the AI industry has been desperately seeking for some time.

The report contains extensive sections on the state of AI in China — though it’s a bit sloppy, such as discussing the nonexistent product “ChatGPT-3.” And there’s nothing in the report to back up Commissioner Jacob Helberg’s claim to Reuters that “China is racing towards AGI.” [Reuters]

The USCC presents no plan for the project except to give private companies as much money as they want to create an AGI. The proposal reads like it was pasted into the report to see if they can get the idea into serious discussion.

Helberg just happens to be a senior advisor to the CEO of Palantir and a close friend of Sam Altman at OpenAI. In fact, Altman officiated at Helberg’s 2019 wedding to Keith Rabois of the PayPal Mafia.

The USCC is also worried about China’s work in quantum computing, but stopped short of recommending unlimited funding to private companies (that is to say, IBM) for that one.

 

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