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The Download: generative AI’s carbon footprint, and a CRISPR patent battle

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This is today’s edition of The Download, our weekday newsletter that provides a daily dose of what’s going on in the world of technology.

Making an image with generative AI uses as much energy as charging your phone

The news: Generating a single image using a powerful AI model takes as much energy as fully charging your smartphone, according to a new study. This is the first time researchers have calculated the carbon emissions caused by using an AI model for different tasks. 

The significance: These emissions will add up quickly. The generative-AI boom has led big tech companies to integrate powerful AI models into many different products, from email to word processing. They are now used millions, if not billions, of times every single day. 

The bigger picture: The study shows that while training massive AI models is incredibly energy intensive, it’s only one part of the puzzle. Most of their carbon footprint comes from their actual use. Read the full story. 

—Melissa Heikkilä

The first CRISPR cure might kickstart the next big patent battle

By the middle of December, Vertex Pharmaceuticals is expected to receive FDA approval to sell a revolutionary new treatment for sickle-cell disease that’s the first in the US to use CRISPR to alter the DNA inside human cells. (Vertex has already received regulatory approval in the UK.)

But there’s a problem. The US patent on editing human cells with CRISPR isn’t owned by Vertex—it is owned by the Broad Institute of MIT and Harvard, probably America’s largest gene research center, and exclusively licensed to a Vertex competitor, Editas Medicine, which has its own sickle-cell treatment in testing.

That means Editas will want Vertex to pay. And if it doesn’t, Editas and Broad could go to the courts to claim patent infringement, demand royalties and damages, or even potentially try to stop the treatment from being sold. Odds are we’re about to see a blockbuster lawsuit. Read the full story.

—Antonio Regalado

This story is from The Checkup, our weekly newsletter giving you the inside track on all things health and biotech. Sign up to receive it in your inbox every Thursday.

A high school’s deepfake porn scandal is pushing US lawmakers into action

On October 20, Francesca Mani was called to the counselor’s office at her New Jersey high school. A 14-year-old sophomore and a competitive fencer, Francesca wasn’t one for getting in trouble. But it turned out that over the summer, boys in the school had used artificial intelligence to create sexually explicit pictures of some of their classmates. The school administration told Francesca that she was one of more than 30 girls who had been victimized. 

Francesca didn’t see the photo of herself that day. And she still doesn’t intend to. Instead, she’s put all her energy into ensuring that no one else is targeted this way. 

And, in the past few weeks, her advocacy has already fueled new legislative momentum to regulate nonconsensual deepfake pornography in the US. Read the full story. 

—Tate Ryan-Mosley 

The must-reads

I’ve combed the internet to find you today’s most fun/important/scary/fascinating stories about technology.

1 This is why we’re all sick right now
We’re contending with a lot more illnesses than we did in the pre-covid world. (The Atlantic $)
And covid hasn’t gone away either. (MIT Technology Review)

2 Climate disinformation is a big obstacle to action
And much of it is generated by influential nations, including China and Russia. (NYT $)
The US government has stopped warning social networks about foreign disinformation campaigns. (WP $)

3 Is the Turing Test dead? 
It was arguably never that reliable a measure of intelligence to begin with. (IEEE Spectrum)
Mustafa Suleyman: My new Turing test would see if AI can make $1 million. (MIT Technology Review)
Hiring is still hot for prompt engineers, a year since ChatGPT launched. (Bloomberg $)

4 The long-delayed Tesla Cybertruck is finally on sale
And the price tag starts at $60,990. (The Guardian)
+ It has its detractors. But it has plenty of fans, too. (The Atlantic $)

5 College students are subject to alarming levels of surveillance 
Which is adding to their stress levels at an already stressful time in their lives. (The Markup)
Computer scientists at Carnegie Mellon University can’t agree on what privacy means. (MIT Technology Review)

6 How Huawei stunned the US with a new Chinese-made chip
Getting around sanctions will have been difficult, and very expensive. (FT $)
Huawei’s 5G chip breakthrough needs a reality check. (MIT Technology Review)

7 Anduril has launched a wild new jet-powered AI drone
The company says it could be used in Ukraine to intercept Russian drones. (Wired $)

8 Startups have had a bad year
Bankruptcies, layoffs, lower valuations and trouble fundraising have all featured heavily. (Bloomberg $)

9 AI is making LinkedIn even more boring
Its new AI features are convenient, but they have a flattening, homogenizing effect. (WP $)

10 What it takes to be in the 1%—of Taylor Swift fans 
More than 6,000 hours of listening to her music, for one. (WSJ $)
It seems Spotify Wrapped was subject to some form of hacking this year. (Vice)

Quote of the day

“It’s almost like election night.”

—Louisa Ferguson, Spotify’s global head of marketing experience, explains to The Guardian why the launch of the company’s Wrapped annual rundown is its busiest time of the year.

The big story

The uneasy coexistence of Yandex and the Kremlin

Yandex

MARCIN WOLSKI

August 2020

While Moscow was under coronavirus lockdown between March and June 2020, the Russian capital emptied out—apart from the streams of cyclists in the trademark yellow uniform of Yandex’s food delivery service.

Often referred to in the West as Russia’s Google, Yandex is really more like Google, Amazon, Uber, and maybe a few other companies combined. It’s a Russian Silicon Valley unto itself. 

But Yandex’s success has come at a price. The Kremlin has long viewed the internet as a battlefield in its escalating tensions with the West and has become increasingly concerned that a company like Yandex, with the heaps of data it has on Russian citizens, could one day fall into foreign hands. Read the full story.

—Evan Gershkovich

We can still have nice things

A place for comfort, fun and distraction to brighten up your day. (Got any ideas? Drop me a line or tweet ’em at me.)

+ Remembering the legend that was Shane MacGowan (RIP).
+ The US Transportation Security Administration wins all the awards for the cutest calendar of the year, featuring some of their cutest canine colleagues.
+ We already know that spending time in the great outdoors is good for us, but here’s how and why it’s so important.
+ How to write a love poem like a pro.
+ Who’s who in American fine dining? Read this handy list to find out.



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The hunter-gatherer groups at the heart of a microbiome gold rush

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The hunter-gatherer groups at the heart of a microbiome gold rush


The first step to finding out is to catalogue what microbes we might have lost. To get as close to ancient microbiomes as possible, microbiologists have begun studying multiple Indigenous groups. Two have received the most attention: the Yanomami of the Amazon rainforest and the Hadza, in northern Tanzania. 

Researchers have made some startling discoveries already. A study by Sonnenburg and his colleagues, published in July, found that the gut microbiomes of the Hadza appear to include bugs that aren’t seen elsewhere—around 20% of the microbe genomes identified had not been recorded in a global catalogue of over 200,000 such genomes. The researchers found 8.4 million protein families in the guts of the 167 Hadza people they studied. Over half of them had not previously been identified in the human gut.

Plenty of other studies published in the last decade or so have helped build a picture of how the diets and lifestyles of hunter-gatherer societies influence the microbiome, and scientists have speculated on what this means for those living in more industrialized societies. But these revelations have come at a price.

A changing way of life

The Hadza people hunt wild animals and forage for fruit and honey. “We still live the ancient way of life, with arrows and old knives,” says Mangola, who works with the Olanakwe Community Fund to support education and economic projects for the Hadza. Hunters seek out food in the bush, which might include baboons, vervet monkeys, guinea fowl, kudu, porcupines, or dik-dik. Gatherers collect fruits, vegetables, and honey.

Mangola, who has met with multiple scientists over the years and participated in many research projects, has witnessed firsthand the impact of such research on his community. Much of it has been positive. But not all researchers act thoughtfully and ethically, he says, and some have exploited or harmed the community.

One enduring problem, says Mangola, is that scientists have tended to come and study the Hadza without properly explaining their research or their results. They arrive from Europe or the US, accompanied by guides, and collect feces, blood, hair, and other biological samples. Often, the people giving up these samples don’t know what they will be used for, says Mangola. Scientists get their results and publish them without returning to share them. “You tell the world [what you’ve discovered]—why can’t you come back to Tanzania to tell the Hadza?” asks Mangola. “It would bring meaning and excitement to the community,” he says.

Some scientists have talked about the Hadza as if they were living fossils, says Alyssa Crittenden, a nutritional anthropologist and biologist at the University of Nevada in Las Vegas, who has been studying and working with the Hadza for the last two decades.

The Hadza have been described as being “locked in time,” she adds, but characterizations like that don’t reflect reality. She has made many trips to Tanzania and seen for herself how life has changed. Tourists flock to the region. Roads have been built. Charities have helped the Hadza secure land rights. Mangola went abroad for his education: he has a law degree and a master’s from the Indigenous Peoples Law and Policy program at the University of Arizona.

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The Download: a microbiome gold rush, and Eric Schmidt’s election misinformation plan

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The Download: a microbiome gold rush, and Eric Schmidt’s election misinformation plan


Over the last couple of decades, scientists have come to realize just how important the microbes that crawl all over us are to our health. But some believe our microbiomes are in crisis—casualties of an increasingly sanitized way of life. Disturbances in the collections of microbes we host have been associated with a whole host of diseases, ranging from arthritis to Alzheimer’s.

Some might not be completely gone, though. Scientists believe many might still be hiding inside the intestines of people who don’t live in the polluted, processed environment that most of the rest of us share. They’ve been studying the feces of people like the Yanomami, an Indigenous group in the Amazon, who appear to still have some of the microbes that other people have lost. 

But there is a major catch: we don’t know whether those in hunter-gatherer societies really do have “healthier” microbiomes—and if they do, whether the benefits could be shared with others. At the same time, members of the communities being studied are concerned about the risk of what’s called biopiracy—taking natural resources from poorer countries for the benefit of wealthier ones. Read the full story.

—Jessica Hamzelou

Eric Schmidt has a 6-point plan for fighting election misinformation

—by Eric Schmidt, formerly the CEO of Google, and current cofounder of philanthropic initiative Schmidt Futures

The coming year will be one of seismic political shifts. Over 4 billion people will head to the polls in countries including the United States, Taiwan, India, and Indonesia, making 2024 the biggest election year in history.

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Navigating a shifting customer-engagement landscape with generative AI

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Navigating a shifting customer-engagement landscape with generative AI


A strategic imperative

Generative AI’s ability to harness customer data in a highly sophisticated manner means enterprises are accelerating plans to invest in and leverage the technology’s capabilities. In a study titled “The Future of Enterprise Data & AI,” Corinium Intelligence and WNS Triange surveyed 100 global C-suite leaders and decision-makers specializing in AI, analytics, and data. Seventy-six percent of the respondents said that their organizations are already using or planning to use generative AI.

According to McKinsey, while generative AI will affect most business functions, “four of them will likely account for 75% of the total annual value it can deliver.” Among these are marketing and sales and customer operations. Yet, despite the technology’s benefits, many leaders are unsure about the right approach to take and mindful of the risks associated with large investments.

Mapping out a generative AI pathway

One of the first challenges organizations need to overcome is senior leadership alignment. “You need the necessary strategy; you need the ability to have the necessary buy-in of people,” says Ayer. “You need to make sure that you’ve got the right use case and business case for each one of them.” In other words, a clearly defined roadmap and precise business objectives are as crucial as understanding whether a process is amenable to the use of generative AI.

The implementation of a generative AI strategy can take time. According to Ayer, business leaders should maintain a realistic perspective on the duration required for formulating a strategy, conduct necessary training across various teams and functions, and identify the areas of value addition. And for any generative AI deployment to work seamlessly, the right data ecosystems must be in place.

Ayer cites WNS Triange’s collaboration with an insurer to create a claims process by leveraging generative AI. Thanks to the new technology, the insurer can immediately assess the severity of a vehicle’s damage from an accident and make a claims recommendation based on the unstructured data provided by the client. “Because this can be immediately assessed by a surveyor and they can reach a recommendation quickly, this instantly improves the insurer’s ability to satisfy their policyholders and reduce the claims processing time,” Ayer explains.

All that, however, would not be possible without data on past claims history, repair costs, transaction data, and other necessary data sets to extract clear value from generative AI analysis. “Be very clear about data sufficiency. Don’t jump into a program where eventually you realize you don’t have the necessary data,” Ayer says.

The benefits of third-party experience

Enterprises are increasingly aware that they must embrace generative AI, but knowing where to begin is another thing. “You start off wanting to make sure you don’t repeat mistakes other people have made,” says Ayer. An external provider can help organizations avoid those mistakes and leverage best practices and frameworks for testing and defining explainability and benchmarks for return on investment (ROI).

Using pre-built solutions by external partners can expedite time to market and increase a generative AI program’s value. These solutions can harness pre-built industry-specific generative AI platforms to accelerate deployment. “Generative AI programs can be extremely complicated,” Ayer points out. “There are a lot of infrastructure requirements, touch points with customers, and internal regulations. Organizations will also have to consider using pre-built solutions to accelerate speed to value. Third-party service providers bring the expertise of having an integrated approach to all these elements.”

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