Tech Leaders May Be Over Dramatizing AI Risks For Profit and Lock In

November 8, 2023

green-dino_thumb_thumbThis essay is the work of a dumb humanoid. No smart software required.

Advancing technology is good, because new innovations can help humanity. As much as technology can help humanity, it can also hinder the species.  That’s why it’s important for rules to be established to regulate new technology, such as AI algorithms.  Rules shouldn’t be so stringent as to prevent further innovation, however.  You’d think that Big Tech companies would downplay the risks of AI so they could experiment without constraints. It’s actually the opposite says Google Brain cofounder Andrew Ng.

He spoke out against the corporate overlords via Yahoo Finance: “Google Brain Cofounder Says Big Tech Companies Are Inflating Fears About The Risks Of AI Wiping Out Humanity Because They Want To Dominate The Market.”  Ng claims that Big Tech companies don’t want competition from open source AI.  He said that Big Tech companies are inflating the dangers of AI driving humans to extinction so governments will enforce hefty regulations. These regulations would force open AI and smaller tech businesses to tread water until they went under. 

Big Tech companies want to make and sell their products in a free for all environment so they can earn as much money as possible.  If they have less competition, then they don’t need to worry about their margins or losing control of their markets.  Open source AI offers the biggest competition to Big Tech so they want it gone.

In May 2023, AI experts and CEOs signed a statement from the Center for AI Safety that compared the risks of AI to nuclear war and a pandemic.

“Governments around the world are looking to regulate AI, citing concerns over safety, potential job losses, and even the risk of human extinction. The European Union will likely be the first region to enforce oversight or regulation around generative AI. Ng said the idea that AI could wipe out humanity could lead to policy proposals that require licensing of AI, which risked crushing innovation. Any necessary AI regulation should be created thoughtfully, he added.”

Are Big Tech heads adding to the already saturated culture of fear that runs rampant in the United States?  It’s already fueled by the Internet and social media which is like a computer science major buzzing from seven Red Bulls.  Maybe AI fears will be the next biggest thing we’ll need to worry about.  Should we start taking bets?

Whitney Grace, November 8, 2023

Amazon: Numerical Recipes Poison Good Deals

November 8, 2023

Dinobaby here. I read “FTC Alleges Amazon Used a Price-Gouging Algorithm.” The allegations in the article are likely to ruffle some legal eagles wearing Amazon merchandise. The main idea is that a numerical recipe named after the dinobaby’s avatar manipulated prices to generate more revenue for the Bezos bulldozer. This is a bulldozer relocating to Miami too. Miami says, “Buenos días.” Engadget says:

Amazon faces allegations from the U.S. Federal Trade Commission (FTC) of wielding price-gouging algorithms through an operation called “Project Nessie” according to court documents filed Thursday. The FTC says the algorithm has generated more than $1 billion in excess profit for Jeff Bezos’s e-commerce giant.

Let’s assume the allegations contain a dinosaur scale or two of truth. What could one living in rural Kentucky conclude? How about these notions:

  • Amazon knows how to use fancy math in a way that advantages itself. Imagine the earning power of manipulated algorithms powered by smart software in the hands of engineers eager to earn a bonus, a promotion, and maybe a ride in a rocket ship from the fountain head of the online bookstore. Yep, just imagine.
  • Amazon got caught. If the justice system prevails, will shoppers avoid Anazon?l lNope, in my opinion. There are more Amazon delivery vehicles in the area where I live in nowhere Kentucky than on the main highway. Convenience wins. So what if the pricing is wonky. Couch potatoes like couches, not driving 30 minutes to a so-called store. Laws just may not matter when it comes to big tech outfits.
  • Other companies may learn from Amazon. The estimable CocaCola machines in some whiz kids’ dreams learns what a person likes and prices accordingly. That innovation may become a reality as some bright sparks invent the future of billing as much as possible and hamstringing competitors. Nice work, if Amazon does have the alleged money machine algorithms.

What is the future of retail? I would offer the opinion that trickery, mendacity, and cleverness will become the keys to success. I am glad I am an old dinobaby, but I like the name “Nessie.” My mama Dino had a friend named Nessie. Nice fangs and big quiet pads on her claws. Perfect for catching and killing prey.

Stephen E Arnold, November 7, 2023

Tech Writer Overly Frustrated With Companies

November 7, 2023

green-dino_thumb_thumbThis essay is the work of a dumb humanoid. No smart software required.

We all begin our adulthoods as wide-eyed, naïve go-getters who are out to change the world.  It only takes a few years for our hopes and dreams to be dashed by the menial, insufferable behaviors that plague businesses.  We all have stories about incompetence, wasted resources, passing the buck, and butt kissers.  Ludicity is a blog written by a tech engineer where he vents his frustrations and shares his observations about his chosen field.  His first post in November 2023 highlights the stupidity of humanity and upper management: “What The Goddamn Hell Is Going On In The Tech Industry?

For this specific post, the author reflects on a comment he received regarding how companies can save money by eliminating useless bodies and giving the competent staff the freedom to do their jobs.  The comment in question blamed the author for creating unnecessary stress and not being a team player.  In turn, the author pointed out the illogical actions of the comment and subsequently dunked his head in water to dampen his screams.  The author writes Ludicity for cathartic reasons, especially to commiserate with his fellow engineers. 

The author turned 29 in 2023, so he’s ending his twenties with the same depression and dismal outlook we all share:

“There’s just some massive unwashed mass of utterly stupid companies where nothing makes any sense, and the only efficiencies exist in the department that generates the money to fund the other stupid stuff, and then a few places doing things halfway right. The places doing things right tend to be characterized by being small, not being obsessed with growth, and having calm, compassionate founders who still keep a hand on the wheel. And the people that work there tend not to know the people that work elsewhere. They’re just in some blessed bubble where the dysfunction still exists in serious quantities, but that quantity is like 1/10th the intensity of what it is elsewhere.”

The author, however, still possesses hope.  He wants to connect with like-minded individuals who are tired of the same corporate shill and want to work together at a company that actually gets work done. 

We all want to do that.  Unfortunately the author might be better off starting his own company to attract his brethren and see what happens.  It’ll be hard but not as hard as going back to school or dealing with corporate echo chambers.

Whitney Grace, November 7, 2023

Will Apple Weather Forecast Storms in Beijing?

November 6, 2023

green-dino_thumb_thumbThis essay is the work of a dumb humanoid. No smart software required.

The stock markets in the US have been surfing on the wave skimmers owned by the “magnificent seven.” The phrase refers to the FAANG crowd plus that AI fave NVidia and everyone’s favorite auto from Tesla. Has something gone subtly amiss at Apple, the darling of the hip graphics and “I love Linux” crowd?

10 29 riainy day

“My weather app said it would be warm and sunny. What happened to smart software?” says the disenchanted young person. Rain is a good thing, not a bummer. Thanks, MidJourney. This image reminds me of those weird illustrations of waifs with big eyes. Inspiration is where one finds it.

I don’t know. I would point to one faint signal contained in the online write up “Why Apple’s Weather App Is So Bad.” The article makes it clear that weather forecasting is tricky. Software is not yet up to the of delivering accurate information about rain. Rain, I suppose, is one of those natural phenomena opaque to smart people, smart software, and smart acquisitions.

The statement in the write up which caught my attention was:

Over this time, this relentless weekend-only rain has also affirmed that Apple’s weather app is pretty much useless. Personally, I’ve learned that the app cannot distinguish between “light rain” and “rain,” that the percentages it spits out feel bogus, and to never trust it when it tells you what time the rain will stop. I’m not alone. My friends and coworkers also have various stories about how the app has let them down, or how sometimes it just won’t work. Some even talk about Dark Sky, a weather-forecasting app that Apple bought in 2020, with a mournful, wistful sadness, like a lost love. Apple says Dark Sky’s most beloved features have been integrated into its app, but Dark Sky fans aren’t convinced. Things were different then, they say. Things were better.

Did you spot the knife twist? Here it is, ripped from the heart of the paragraph:

sometimes it just won’t work

No big deal. A weather app. But Apple appeared to have ripped a page from the Google’s Management Handbook. Jon Stewart departed from Apple. The reasons are mysterious, a bit like the Dark Sky falling in Cupertino. I also noticed that Apple has a certain connection to China, particularly with regard to that most magical and almost unchanged candy bar phone. Granted it revolutionized Apple’s financial position, but does the contractor who assist me required a device to thaw the hearts of Apple lovers on a ski slope. (No raid predicted, I assume.)

Net net: Rain, Mr. Stewart, and the supply chain to China. Are these signals worth monitoring? Probably not. When I need a weather forecast, this dinobaby just looks out a window, not at a mobile phone.

Stephen E Arnold, November 6, 2023

Knowledge Workers, AI Software Is Cheaper and Does Not Take Vacations. Worried Yet?

November 2, 2023

green-dino_thumb_thumbThis essay is the work of a dumb humanoid. No smart software required.

I believe the 21st century is the era of good enough or close enough for horseshoes products and services. Excellence is a surprise, not a goal. At a talk I gave at CeBIT years ago, I explained that certain information centric technologies had reached the “let’s give up” stage of development. Fresh in my mind were the lessons I learned writing a compendium of information access systems published as “The Enterprise Search Report” by a company lost to me in the mists of time.

11 1 replaced by ai

“I just learned that our department will be replaced by smart software,” says the MBA from Harvard. The female MBA from Stanford emits a scream just like the one she let loose after scuffing her new Manuel Blahnik (Rodríguez) shoes. Thanks, MidJourney, you delivered an image with a bit of perspective. Good enough work.

I identified the flaws in implementations of knowledge management, information governance, and enterprise search products. The “good enough” comment was made to me during the Q-and-A session. The younger person pointed out that systems for finding information — regardless of the words I used to describe what most knowledge workers did — was “good enough.” I recall the simile the intense young person offered as I was leaving the lecture hall. Vivid now years later was the comment that improving information access was like making catalytic converters deliver zero emissions. Thus, information access can’t get where it should be. The technology is good enough.

I wonder if that person has read “AI Anxiety As Computers Get Super Smart.” Probably not. I believe that young person knew more than I did. As a dinobaby, I just smiled and listened. I am a smart dinobaby in some situations. I noted this passage in the cited article:

Generative AI, however, can take aim at white-collar jobs such as lawyers, doctors, teachers, journalists, and even computer programmers. A report from the McKinsey consulting firm estimates that by the end of this decade, as much as 30 percent of the hours worked in the United States could be automated in a trend accelerated by generative AI.

Executive orders and government proclamations are unlikely to have much effect on some people. The write up points out:

Generative AI makes it easier for scammers to create convincing phishing emails, perhaps even learning enough about targets to personalize approaches. Technology lets them copy a face or a voice, and thus trick people into falling for deceptions such as claims a loved one is in danger, for example.

What’s the fix? One that is good enough probably won’t have much effect.

Stephen E Arnold, November 2, 2023

test

Microsoft at Davos: Is Your Hair on Fire, Google?

November 2, 2023

green-dino_thumb_thumbThis essay is the work of a dumb humanoid. No smart software required.

Microsoft said at the January 2023 Davos, AI is the next big thing. The result? Google shifted into Code Red and delivered a wild and crazy demonstration of a deeply flawed AI system in February 2023. I think the phrase “Code Red” became associated to the state of panic within the comfy confines of Googzilla’s executive suites, real and virtual.

Sam AI-man made appearances speaking to anyone who would listen words like “billion dollar investment,” efficiency, and work processes. The result? Googzilla itself  found out that whether Microsoft’s brilliant marketing of AI worked or not, the Softies had just demonstrated that it — not the Google — was a “leader”. The new Microsoft could create revenue  and credibility problems for the Versailles of technology companies.

Therefore, the Google tried to try and be nimble and make the myth of engineering prowess into reality, not a CGI version of Camelot. The PR Camelot featured Google as the Big Dog in the AI world. After all, Google had done the protein thing, an achievement which made absolutely no sense to 99 percent of the earth’s population. Some asked, “What the heck is a protein folder?” I want a Google Waze service that shows me where traffic cameras are.

The Google executives apparently went to meetings with their hair on fire.

11 2 code red at google

A group of Google executives in a meeting with their hair on fire after Microsoft’s Davos AI announcement. Google wanted teams to manifest AI prowess everywhere, lickity split. Google reorganized. Google probed Anthropic and one Googler invested in the company. Dr. Prabhakar Raghavan demonstrated peculiar communication skills.

I had these thoughts after I read “Google Didn’t Rush Bard Chatbot to Beat Microsoft, Executive Says.” So what was this Code Red thing? Why has Google — the quantum supremacy and global leader in online advertising and protein folding — be lagging behind Microsoft? What is it now? Oh, yeah. Almost a year, a reorganization of the Google’s smart software group, and one of Google’s own employees explaining that AI could have a negative impact on the world. Oh, yeah, that guy is one of the founders of Google’s DeepMind AI group. I won’t mention the Googler who thought his chatbot was alive and ended up with an opportunity to find his future elsewhere. Right. Code Red. I want to note Timnit Gebru and the stochastic parrot, the Jeff Dean lateral arabesque, and the significant investment in a competitor’s AI technology. Right. Standard operating procedure for an online advertising company with a fairly healthy self concept about its excellence and droit du seigneur.

The Bloomberg article reports which I am assuming is “real”, actual factual information:

A senior Google executive disputed suggestions that the company rushed to release its artificial intelligence-based chatbot Bard earlier this year to beat a similar offering from rival Microsoft Corp. Testifying in Google’s defense at the Justice Department’s antitrust trial against the search giant, Elizabeth Reid, a vice president of search, acknowledged that Bard gave “a wrong answer” during its public unveiling in February. But she rejected the contention by government lawyer David Dahlquist that Bard was “rushed” out after Microsoft announced it was integrating generative AI into its own Bing search engine.

The real news story pointed out:

Google’s public demonstration of Bard underwhelmed investors. In one instance, Bard was asked about new discoveries from the James Webb Space Telescope. The chatbot incorrectly stated the telescope was used to take the first pictures of a planet outside the Earth’s solar system. While the Webb telescope was the first to photograph one particular planet outside the Earth’s solar system, NASA first photographed a so-called exoplanet in 2004. The mistake led to a sharp fall in Alphabet’s stock. “It’s a very subtle language difference,” Reid said in explaining the error in her testimony Wednesday. “The amount of effort to ensure that a paragraph is correct is quite a lot of work.” “The challenges of fact-checking are hard,” she added.

Yes, facts are hard in Hallucinationville? I think the concept I take away from this statement is that PR is easier than making technology work. But today Google and similar firms are caught in what I call a “close enough for horseshoes” mind set. Smart software, in my experience, is like my dear, departed mother’s  not-quite-done pineapple upside down cakes. Yikes, those were a mess. I could eat the maraschino cherries but nothing else. The rest was deposited in the trash bin.

And where are the “experts” in smart search? Prabhakar? Danny? I wonder if they are embarrassed by their loss of their thick lustrous hair. I think some of it may have been singed after the outstanding Paris demonstration and subsequent Mountain View baloney festivals. Was Google behaving like a child frantically searching for his mom at the AI carnival? I suppose when one is swathed in entitlements, cashing huge paychecks, and obfuscating exactly how the money is extracted from advertisers, reality is distorted.

Net net: Microsoft at Davos caused Google’s February 2023 Paris presentation. That mad scramble has caused to conclude that talking about AI is a heck of a lot easier than delivering reliable, functional, and thought out products. Is it possible to deliver such products when one’s hair is on fire? Some data say, “Nope.”

Stephen E Arnold, November 2, 2023

Google Pays Apple to Be More Secure? Petulant, Parental, or Indifferent?

October 31, 2023

green-dino_thumb_thumbThis essay is the work of a dumb humanoid. No smart software required.

I am fascinated by the allegedly “real” information in this Fortune Magazine write up: “Google CEO Sundar Pichai Swears Under Oath That $26 Billion Payment to Device Makers Was Partly to Nudge Them to Make Security Upgrades and Other Improvements.”

As I read the article, this passage pokes me in the nose:

Pichai, the star witness in Google’s defense, testified Monday that Google’s payments to phone manufacturers and wireless phone companies were partly meant to nudge them into making costly security upgrades and other improvements to their devices, not just to ensure Google was the first search engine users encounter when they open their smartphones or computers. Google makes money when users click on advertisements that pop up in its searches and shares the revenue with Apple and other companies that make Google their default search engine.

First, I like the “star witness” characterization. It is good to know where the buck stops at the Alphabet Google YouTube et al enterprise fruit basket.

10 31 buy wisely

The driver and passengers shout to the kids, “Use this money to improve your security. If you need more, just call 1 800 P A Y O F F S. Thanks, MidJourney, you do money reasonably well. By the way, where did the cash come from?

Second, I like the notion of paying billions to nudge someone to do something. I know that getting action from DC lobbyists, hiring people from competitors, pushing out people who disagree with Google management, and buying clicks costs less than billions. In some cases, the fees are considerably lower. Some non US law enforcement entities collection several thousand dollars from wives who want to have their husbands killed by an Albanian or Mexican hit man. Billions does more than nudge. Billions means business.

Third, I liked the reminder that no ruling will result in 2023. Then once a ruling is revealed, “another trial will determine how to rein in its [the Google construct’s] market power.”

Several questions popped into my mind:

  1. Is the “nudge” thing serious? My dinobaby mind interprets the statement as either a bit of insider humor, a disconnect between the Googley world and most people’s everyday reality, or a bit dismissive. I can hear one of my high school science club member’s saying to a teacher perceived as dull normal, “You would not understand the real reason so I am pointing the finger at Plato’s philosophy.”
  2. The “billions” is the giveaway. That is more than the average pay-to-play shyster of Fiverr.com charges. Why such a premium For billions, I can think of several lobbying outfits who would do some pretty wild and crazy things for a couple of hundred million in cash.
  3. Why is the already glacier-like legal process moving slowly with the prospect of yet another trial to come? With a substantial footprint in search and online advertising, are some billions being used to create the world’s most effective brake on a legal process?
  4. Why is so much of the information redacted and otherwise difficult or almost impossible to review? I thought the idea of a public trial involving a publicly traded company in a democratic society was supposed to be done in the sunshine?

Fortune Magazine sees nothing amiss. I wonder if I am the only dinobaby wondering what’s beneath the surface of what seems to be a trial which is showing some indications of being quite Googley. I am not sure if that is a positive thing.

I also wonder why a large outfit like Apple needs to be nudged with Google billions? That strikes me as something worth thinking about. The fake Albanian and Mexican hitmen may learn something new by answering that question. Hey, Fortune Magazine, why not take another shot at covering this story?

Stephen E Arnold, October 31, 2023

Google Gets into a One in Four Chance to Destroy Humanity? Risky? Nah!

October 31, 2023

green-dino_thumb_thumbThis essay is the work of a dumb humanoid. No smart software required.

Below is quite a headline in the Blaze online “information” service. Note: The Blaze is sufficiently confident in its ability to attract subscribers that the outfit is moving away from advertising. Okay, let’s see how that works out in an era of subscription fatigue, right, aggregators?

image

Relax, there is only a 25 percent chance that AI will destroy humanity. Go for it! Thanks, MidJourney, is this Redmond after the apocalypse?

Here’s the headline:

Google Invests $2 Billion in AI Company Whose CEO Admits AI Has a One in Four Chance of Destroying Humanity

Snappy. What does the story about the Google reveal. Here are a couple of snippets, and you will have to navigate to the Blaze write up, endure the “please, oh, please, subscribe” message, and read the allegedly accurate story yourself… or not. Tip: Check out the non opt out cookie settings. Quite a nice touch in my opinion.

Item 1: Google and Amazon?

There has already been $500 million that Google has invested in Anthropic, with the remaining investment being provided over a period of time. This comes after Amazon invested $4 billion into Anthropic

Item 2: OpenAI DNA

Amodei [the Anthropic CEO] was previously OpenAI’s vice president of research before going his own way to build something that could rival ChatGPT. Since he departed three years ago, Anthropic has become a company worth $5 billion.

So OpenAI was influenced by the Google AI work. Anthropic is probably aware of OpenAI’s work. Google, like Amazon, has invested some pocket change in Anthropic?

Does this seem like a bit of a cozy little circle? Why is the US government issuing broad AI guidelines for an entire swath of technology outfits. Perhaps a bit more focus would be useful? Hurry, because the one in four chance of destroying humanity is playing out in real time. You know. Percentages work in interesting ways.

Stephen E Arnold, October 31, 2023

Google Loves Up Search Engine Optimization

October 31, 2023

green-dino_thumbThis essay is the work of a dumb humanoid. No smart software required.

Alphabet, Google, YouTube is definitely a believer in search engine optimization or SEO. How do I know? Consider the reports that relay this allegedly accurate number: $26 billion. Yep, $26 billion paid out to other companies to buy click love.

Google Paid a Whopping $26.3 Billion in 2021 to Be the Default Search Engine Everywhere” asserts:

Google obviously agrees and has paid a staggering amount to make sure it is the default: testimony in the trial revealed that Google spent a total of $26.3 billion in 2021 to be the default search engine in multiple browsers, phones, and platforms.

The article shares some napkin math and says:

Just to put that $26.3 billion in context: Alphabet, Google’s parent company, announced in its recent earnings report that Google Search ad business brought in about $44 billion over the last three months and about $165 billion in the last year. Its entire ad business — which also includes YouTube ads — made a bit under $90 billion in profit. This is all back-of-the-napkin math, but essentially, Google is giving up about 16 percent of its search revenue and about 29 percent of its profit to those distribution deals.

It appears that Google does its own big money SEO. It pays to be the search system and, therefore, is artificially boosted to be the winner. Yes, SEO, but not the penny ante silliness of an art history major working at a Google optimization company. The billions deliver the big school of fish: Advertisers.

Is this good or bad? From my point of view, Google is doing what good optimization wizards do: Maximize return and reduce risk. Big money deals facilitated some important milestones in the American economy; for example, the steel monopoly, the railroad that made Stanford the exemplar of integrity, and everyone’s friend with the jingle Luckies taste better.

image

Maybe money can buy happiness or $150 billion in revenue for those offering free online search? Thanks, Microsoft Bing.

Google is little more than a clever construct. What’s fascinating is that the baloney about Google search being better has a shelf life of more than 25 years. What’s troubling is that it has taken Google, the US legal system, and users a long time to think about the company’s mechanisms of control.

Perhaps it is helpful to think about Google’s entanglement with certain government activities? Perhaps some thinking about the data collection, retention, and mining capabilities of the company? Perhaps some analysis abut the use of YouTube to shape thinking or distort thinking about certain issues?

I love the Google. I have a Christmas card from a long gone Googler. That shows something. Nevertheless, the gravitational “force” of an outfit like Google seems so right. The company is the environment of online.

But 25 years of Google love? That’s a bit much. The Sherman Anti-Trust Act of 1890 showed more awareness than the governmental officials beavering away in Washington, DC, today. Oh, I forgot. Many of those tireless workers have Google mouse pads and a Google T shirt to wear to a frisbee session at the reflecting pool.

Stephen E Arnold, October 31, 2023

The GOOG and MSFT Tried to Be Pals… But

October 30, 2023

green-dino_thumb_thumbThis essay is the work of a dumb humanoid. No smart software required.

Here is an interesting tangent to the DOJ’s case against Google. Yahoo Finance shares reporting from Bloomberg in, “Microsoft-Google Peace Deal Broke Down Over Search Competition.” The two companies pledged to stop fighting like cats and dogs in 2016. Sadly, the peace would last but three short years, testified Microsoft’s Jonathan Tinter.

In a spirit of cooperation and profits for all, Microsoft and Google-parent Alphabet tried to work together. For example, in 2020 they made a deal for Microsoft’s Surface Duo: a Google search widget would appear on its main screen (instead of MS Bing) in exchange for running on the Android operating system. The device’s default browser, MS Edge, would still default to Bing. Seemed like a win-win. Alas, the Duo turned out to be a resounding flop. That disappointment was not the largest source of friction, however. We learn:

“In March 2020, Microsoft formally complained to Google that its Search Ads 360, which lets marketers manage advertising campaigns across multiple search engines, wasn’t keeping up with new features and ad types in Bing. … Tinter said that in response to Microsoft’s escalation, Google officially complained about a problem with the terms of Microsoft’s cloud program that barred participation of the Google Drive products — rival productivity software for word processing, email and spreadsheets. In response to questions by the Justice Department, Tinter said Microsoft had informally agreed to pay for Google to make the changes to SA360. ‘It was half a negotiating strategy,’ Tinter said. Harrison ‘said, ‘This is too expensive.’ I said, ‘Great let me pay for it.’’ The two companies eventually negotiated a resolution about cloud, but couldn’t resolve the problems with the search advertising tool, he said. As a result, nothing was ever signed on either issue, Tinter said. ‘We ultimately walked away and did not reach an agreement,’ he said. Microsoft and Google also let their peace deal expire in 2021.”

Oh well, at least they tried to get along, we suppose. We just love dances between killer robots with money at stake.

Cynthia Murrell, October 30, 2023

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