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How culture drives foul play on the internet, and how new “upcode” can protect us

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cover of book, Easy Money


Shapiro’s book arrives just in time for the last gasp of the latest crypto wave, as major players find themselves trapped in the nets of human institutions. In early June, the US Securities and Exchange Commission went after Binance and Coinbase, the two largest cryptocurrency exchanges in the world, a few months after charging the infamous Sam Bankman-Fried, founder of the massive crypto exchange FTX, with fraud. While Shapiro mentions crypto only as the main means of payment in online crime, the industry’s wild ride through finance and culture deserves its own hefty chapter in the narrative of internet fraud. 

It may be too early for deep analysis, but we do have first-person perspectives on crypto from actor Ben McKenzie (former star of the teen drama The O.C.) and streetwear designer and influencer Bobby Hundreds, the authors of—respectively—Easy Money and NFTs Are a Scam/NFTs Are the Future. (More heavily reported books on the crypto era from tech reporter Zeke Faux and Big Short author Michael Lewis are in the works.) 

“If we are committing serious crimes like fraud, it is crucially important that we find ways to justify our behavior to others, and crucially, to ourselves.”

Ben McKenzie, former star of The O.C.

McKenzie testified at the Senate Banking Committee’s hearing on FTX that he believes the cryptocurrency industry “represents the largest Ponzi scheme in history,” and Easy Money traces his own journey from bored pandemic dabbler to committed crypto critic alongside the industry’s rise and fall. Hundreds also writes a chronological account of his time in crypto—specifically in nonfungible tokens, or NFTs, digital representational objects that he has bought, sold, and “dropped” on his own and through The Hundreds, a “community-based streetwear brand and media company.” For Hundreds, NFTs have value as cultural artifacts, and he’s not convinced that their time should be over (although he acknowledges that between 2019 and the writing of his book, more than $100 million worth of NFTs have been stolen, mostly through phishing scams). “Whether or not NFTs are a scam poses a philosophical question that wanders into moral judgments and cultural practices around free enterprise, mercantilism, and materialism,” he writes. 

ABRAMS, 2023

For all their differences (a lawyer, an actor, and a designer walk into a bar …), Shapiro, McKenzie, and Hundreds all explore characters, motivations, and social dynamics much more than they do technical innovations. Online crime is a human story, these books collectively argue, and explanations of why it happens, why it works, and how we can stay safe are human too.

To articulate how internet crime comes to be, Shapiro offers a new paradigm for the relationship between humanity and technology. He relabels technical computer code “downcode” and calls everything human surrounding and driving it “upcode.” From “the inner operations of the human brain” to “the outer social, political, and institutional forces that define the world,” upcode is the teeming ecosystem of humans and human systems behind the curtain of technology. Shapiro argues that upcode is responsible for all of technology’s impacts—positive and negative—and downcode is only its product. Technical tools like the blockchain, firewalls, or two-factor authentication may be implemented as efforts to ensure safety online, but they cannot address the root causes upstream. For any technologist or crypto enthusiast who believes computer code to be law and sees human error as an annoying hiccup, this idea may be disconcerting. But crime begins and ends with humans, Shapiro argues, so upcode is where we must focus both our blame for the problem and our efforts to improve online safety.

McKenzie and Hundreds deal with crypto and NFTS almost entirely at the upcode level: neither has training in computer science, and both examine the industry through personal lenses. For McKenzie, it’s the financial realm, where friends encouraged him to invest in tokens to compensate for being out of work during the pandemic. For Hundreds, it’s the art world, which has historically been inaccessible to most and inhospitable for many—and is what led him to gravitate toward streetwear as a creative outlet in the first place. Hundreds saw NFTs as a signal of a larger positive shift toward Web3, a nebulous vision of a more democratized form of the internet where creative individuals could get paid for their work and build communities of fans and artists without relying on tech companies. The appeal of Web3 and NFTs is based in cultural and economic realities; likewise, online scams happen because buggy upcode—like social injustice, runaway capitalism, and corporate monopolies—creates the conditions.  

Constructing downcode guardrails to allow in only “good” intentions won’t solve online crime because bad acts are not so easily dismissed as the work of bad actors. The people who perpetrate scams, fraud, and hacks—or even participate in the systems around it, like speculative markets—often subscribe to a moral rubric as they act illegally. In Fancy Bear, Shapiro cites the seminal research of Sarah Gordon, the first to investigate the psychology of people who wrote computer viruses when this malware first popped up in the 1990s. Of the 64 respondents to her global survey, all but one had developmentally appropriate moral reasoning based on ethics, according to a framework created by the psychologist Lawrence Kohlberg: that is, these virus writers made decisions based on a sense of right and wrong. More recent research from Alice Hutchings, the director of the University of Cambridge’s Cybercrime Centre, also found hackers as a group to be “moral agents, possessing a sense of justice, purpose, and identity.” Many hackers find community in their work; others, like Edward Snowden, who leaked classified information from the US National Security Agency in 2013, cross legal boundaries for what they believe to be expressly moral reasons. Bitcoin, meanwhile, may be a frequent agent of crime but was in fact created to offer a “trustless” way to avoid relying on banks after the housing crisis and government bailouts of the 2000s left many wondering if traditional financial institutions could be trusted with consumer interests. The definition of crime is also upcode, shaped by social contracts as well as legal ones.

cover of book, NFTs are a Scam

MCD, 2023

In NFTs Are a Scam/NFTs Are the Future, Hundreds interviews the renowned tech investor and public speaker Gary Vaynerchuk, or “Gary Vee,” a figure he calls the “face of NFTs.” It was Vee’s “zeal and belief” that convinced Hundreds to create his own NFT collection, Adam Bomb Squad. Vee tells Hundreds that critics “may be right” when they call NFTs a scam. But while some projects may be opportunistic rackets, he hopes the work he makes is the variety that endures. Vee might be lying here, but at face value, he professes a belief in a greater good that he and everyone he recruits (including the thousands of attendees at his NFT convention) can help build—even if there’s harm along the way. 

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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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