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Businesses

An Automation Tipping Point? The Rise of 'Robotics as a Service' (venturebeat.com) 104

"Robotics-as-a-service (RaaS) is about to eat the world of work" argues Hooman Radfar, a partner at the startup studio Expa who's been "actively investing in and looking for new companies" catalyzing the change." Companies buy massive robots and software solutions that are customized -- at great cost -- to their specific needs. The massive conglomerates that sell these robots have dominated the field for decades, but that is about to change. One major factor driving this change is how dramatically globalization has reduced hardware production costs and capabilities. At the same time, cheap and powerful computing and cloud infrastructure are now also readily available and easy to spin up. As a result, vertical-specific, robotic-powered, solutions can today be offered as variable cost services versus being sold at a fixed cost. Just as cable companies include the costs of set-top boxes in their monthly bill, robots and their associated software will be bundled together and sold in a subscription package. This change to the robotics business model will have profound implications, radically transforming markets and at the same time changing the future of work.

With a new variable cost model in place as a result of subscription packages, it's simple to calculate when a market is about to tip to favor RaaS. A market has hit its automation tipping point when an RaaS solution is introduced with a unit cost that is less than or equal to the unit cost for humans-in-the-loop to conduct the same task... One market that has already reached its automation tipping point is the enterprise building security market... Crop dusting ($70 billion), industrial cleaning ($78 billion), warehouse management ($21 billion), and many more service markets are tipping. When these sectors hit their automation tipping point, we will see the same level of industry disruption currently taking place in the building security market.

The changes taking place in the enterprise will also deeply impact consumer markets, and ultimately society, in profound and potentially challenging ways. We are at the start of a massive shift in how work gets done.

One study predicted the worldwide RaaSS market would be $34.7 within three years, according to the article, which also explores how the building security market is already being disrupted. "Instead of manning a building with three to four people, you can have one human managing a few remote robots" -- at a cost that's 30% cheaper.

"Moreover, all the data and insights collected via these robots is organized and made available for building and security optimization. It isn't just cheaper, it's better. There's no turning back -- this market has hit its automation tipping point."
Google

Google's New ReCAPTCHA Has a Dark Side (fastcompany.com) 94

An anonymous reader quotes a report from Fast Company: We've all tried to log into a website or submit a form only to be stuck clicking boxes of traffic lights or storefronts or bridges in a desperate attempt to finally convince the computer that we're not actually a bot. For many years, this has been one of the predominant ways that reCaptcha -- the Google-run internet bot detector -- has determined whether a user is a bot or not. But last fall, Google launched a new version of the tool, with the goal of eliminating that annoying user experience entirely. Now, when you enter a form on a website that's using reCaptcha V3, you won't see the "I'm not a robot" checkbox, nor will you have to prove you know what a cat looks like. Instead, you won't see anything at all.

Google is also now testing an enterprise version of reCaptcha v3, where Google creates a customized reCaptcha for enterprises that are looking for more granular data about users' risk levels to protect their site algorithms from malicious users and bots. But this new, risk-score based system comes with a serious trade-off: users' privacy. According to two security researchers who've studied reCaptcha, one of the ways that Google determines whether you're a malicious user or not is whether you already have a Google cookie installed on your browser. It's the same cookie that allows you to open new tabs in your browser and not have to re-log in to your Google account every time. But according to Mohamed Akrout, a computer science PhD student at the University of Toronto who has studied reCaptcha, it appears that Google is also using its cookies to determine whether someone is a human in reCaptcha v3 tests. Akrout wrote in an April paper about how reCaptcha v3 simulations that ran on a browser with a connected Google account received lower risk scores than browsers without a connected Google account.
"Because reCaptcha v3 is likely to be on every page of a website, if you're signed into your Google account there's a chance Google is getting data about every single webpage you go to that is embedded with reCaptcha v3 -- and there many be no visual indication on the site that it's happening, beyond a small reCaptcha logo hidden in the corner," the report adds.
Businesses

Ericsson To Build 'Fully-Automated' 5G Factory In the US By Early 2020 (zdnet.com) 108

Ericsson announced its plans to build a 5G factory in the U.S. sometime early next year. "The factory will be the Swedish telco equipment maker's first fully-automated factory, the company said, and will be used to produce 5G radios designed for urban areas," reports ZDNet. "It will also make Advanced Antenna System radios that it said are components for large-scale deployments of 4G and 5G networks for both rural and urban coverage." From the report: Ericsson did not provide details about where the factory will be located, but the company has plans to initially employ around 100 people at the factory, which will have "highly automated operations." Ericsson is currently signed on by T-Mobile, Verizon, Sprint, AT&T, US Cellular, and GCI to help build out their respective 5G mobile networks. According to the Ericsson's latest mobility report, North America is expected to lead in the adoption of 5G, with the company predicting that 63% of North American mobile subscriptions will be 5G-based in 2024. Fierce Wireless says the company has made a direct investment of about $100 million, "which will kick in during the third quarter of this year."
Robotics

Robots To Take 20 Million Jobs, Worsening Inequality, Study Finds (france24.com) 248

A new study by Oxford Economics, a private British-based research and consulting firm, says robots are expected to take over some 20 million manufacturing jobs worldwide by 2030, extending a trend of worsening social inequality while boosting overall economic output. "The forecast set to be released Wednesday highlights growing concerns that automation and robots, while offering economic benefits, are disproportionately killing low-skill jobs and aggravating social and economic stress," reports France 24. From the report: Robots have already taken over millions of manufacturing jobs and are now gaining in services, helped by advances in computer vision, speech recognition and machine learning, the study noted. In lower-skilled regions, job losses will be twice as high as those in higher-skilled regions, even in the same country, the study concluded. According to the latest study, the current wave of "robotization" is likely ultimately to boost productivity and economic growth, generating roughly as many new jobs as it destroys. At the high end of the forecast, the researchers see a $5 trillion "robotics dividend" for the global economy by 2030 from higher productivity.
Businesses

Uber's Plan To Deliver McDonald's Hamburgers By Drone (dailyherald.com) 111

An anonymous reader quotes the Washington Post: The company's new initiative -- a collaborative effort between its Uber Eats and Uber Elevate divisions -- began with tests in San Diego using fast food meals from McDonald's, but could expand to include a local fine-dining restaurant called Juniper and Ivy, the company said. Uber intends to roll out commercial food delivery using drones in the same city this summer, with a fee structure that mimics Uber Eats current pricing, according to Bloomberg Businessweek, which first reported the company's plan...

"We've been working closely with the FAA to ensure that we're meeting requirements and prioritizing safety," Uber Elevate's Luke Fischer, the company's head of flight operations, said in a statement. "From there, our goal is to expand Uber Eats drone delivery so we can provide more options to more people at the tap of a button. We believe that Uber is uniquely positioned to take on this challenge as we're able to leverage the Uber Eats network of restaurant partners and delivery partners as well as the aviation experience and technology of Uber Elevate."

How will Uber's drone delivery service work? After a restaurant loads a meal into a drone and the robot takes to the air, the company's technology will notify a nearby Uber Eats driver at a designated drop-off location, the company said. The driver will pick up and hand deliver the meal to the customer the same way the service currently operates. But in the future, Uber said, the company would like to land drones atop parked vehicles near delivery locations "through QR code correspondence." Once that happens, the last-mile leg of delivery would be completed by the Uber Eats driver who would hand-deliver the order.

AI

Security Cameras + AI = Dawn of Non-Stop Robot Surveillance (aclu.org) 103

AmiMoJo shared this post from one of the ACLU's senior technology policy analysts about what happens when security cameras get AI upgrades: [I]magine that all that video were being watched -- that millions of security guards were monitoring them all 24/7. Imagine this army is made up of guards who don't need to be paid, who never get bored, who never sleep, who never miss a detail, and who have total recall for everything they've seen. Such an army of watchers could scrutinize every person they see for signs of "suspicious" behavior. With unlimited time and attention, they could also record details about all of the people they see -- their clothing, their expressions and emotions, their body language, the people they are with and how they relate to them, and their every activity and motion...

The guards won't be human, of course -- they'll be AI agents.

Today we're publishing a report on a $3.2 billion industry building a technology known as "video analytics," which is starting to augment surveillance cameras around the world and has the potential to turn them into just that kind of nightmarish army of unblinking watchers.... Many or most of these technologies will be somewhere between unreliable and utterly bogus. Based on experience, however, that often won't stop them from being deployed -- and from hurting innocent people...

We are still in the early days of a revolution in computer vision, and we don't know how AI will progress, but we need to keep in mind that progress in artificial intelligence may end up being extremely rapid. We could, in the not-so-distant future, end up living under armies of computerized watchers with intelligence at or near human levels. These AI watchers, if unchecked, are likely to proliferate in American life until they number in the billions, representing an extension of corporate and bureaucratic power into the tendrils of our lives, watching over each of us and constantly shaping our behavior... Policymakers must contend with this technology's enormous power. They should prohibit its use for mass surveillance, narrow its deployments, and create rules to minimize abuse.

They argue that the threat is just starting to emerge. "It is as if a great surveillance machine has been growing up around us, but largely dumb and inert -- and is now, in a meaningful sense, 'waking up.'"
Robotics

Boston Dynamics Prepares To Launch Its First Commercial Robot: Spot (theverge.com) 52

Boston Dynamics is about to launch its first ever commercial product -- a quadrupedal robot named Spot. The Verge reports: Spot is currently being tested in a number of "proof-of-concept" environments, Boston Dynamics' CEO Marc Raibert told The Verge, including package delivery and surveying work. And although there's no firm launch date for the commercial version of Spot, it should be available within months, said Raibert, and certainly before the end of the year. "We're just doing some final tweaks to the design," said the CEO. "We've been testing them relentlessly."

Rather than selling the robot as a single-use tool, it's positioning it as a "mobility platform" that can be customized by users to complete a range of tasks. A Spot robot mounted with 3D cameras can map environments like construction sites, identifying hazards and work progress. When equipped with a robot arm, it has even greater flexibility, able to open doors and manipulate objects. At Re:MARS, a Spot with a robot arm used it to pick up items, including a cuddly toy that was then offered to a flesh-and-blood police dog. The dog was unimpressed with the robot, but happy, at least, to receive the toy. Raibert says it's this "athletic intelligence" that Boston Dynamics will be selling through its robots. Think of it like Amazon's AWS business, but instead of offering computing power on tap, its robotic mobility.
How much will Spot cost? Raibert only said that the commercial version will be "much less expensive than prototypes [and] we think they'll be less expensive than other peoples' quadrupeds."

He did, however, reveal that the company had already found some paying customers, including construction companies in Japan who are testing Spot as a way to oversee the progress of work on sites.
Robotics

Ikea Is Introducing Robotic Furniture For People Who Live In Small Spaces (theverge.com) 121

Ikea has partnered with American furniture startup Ori Living to develop a new robotic furniture system for people living in small spaces. Called Rognan, the collection includes a large storage unit that can slide across a room via a touchpad to divide a room into two living spaces, a bed, desk, and a couch for people to pull out when needed. It will launch first in Hong Kong and Japan in 2020. The Verge reports: Rognan is built on Ori's robotic platform, and works with Ikea's Platsa line of storage furniture. It's also compatible with Ikea's Tradfri line of cabinet and wardrobe smart lighting. Ikea says the Rognan can save an extra eight square meters (about 86 square feet) of living space. That might not sound like much, but if you live in a tiny home, it could make all the difference. The Verge notes that Ori's line of automated furniture started as a concept from MIT's CityHome concept project in 2014. It launched for real estate developers and Airbnbs for $10,000 as Ori Systems.
Earth

Robot Boat Wins $4 Million Ocean Floor Mapping XPRIZE (bbc.com) 19

"A robotic boat and submersible have won the XPRIZE to find the best new technologies to map the seafloor," writes the BBC -- taking home the grand prize of $4 million.

dryriver shares their report: The surface and underwater combo demonstrated their capabilities in a timed test in the Mediterranean, surveying depths down to 4km. [2.48 miles -- slightly deeper than the ocean's average depth of 2.3 miles.] Put together by the international GEBCO-NF Alumni team, the autonomous duo are likely now to play a role in meeting the "Seabed 2030" challenge. This aims to have Earth's ocean floor fully mapped to a high standard. Currently, only 20% of the world's sub-surface topography has been resolved to an acceptable level of accuracy...

The group triumphed by packaging an existing, state-of-the-art solution with a novel twist. So, while its HUGIN autonomous underwater vehicle (AUV) is an established industry tool for echo-sounding the depths, its uncrewed surface vessel (USV) that deployed and recovered the sub was developed specially for the competition... On arrival, the chosen technologies had just 24 hours to make an extensive, high-resolution (5m or better) bathymetric (depth) map; and take multiple pictures of the seabed. The GEBCO-NF Alumni team covered 278 sq km in its allotted time, returning more than 10 images of identifiable geological features.

Robotics

'Robots' Are Not 'Coming For Your Job' -- Management Is (gizmodo.com) 191

merbs writes: If the robots are simply "coming," if they just show up and relieve a helpless lot of humans of their livelihoods, then no one is to blame for this techno-elemental phenomenon, and little is to be done about it beyond bracing for impact. Not the executives swayed by consulting firms who insist the future is in AI customer service bots, or the managers who see an opportunity to improve profit margins by adopting automated kiosks that edge out cashiers, or the shipping conglomerate bosses who decide to replace dockworkers with a fleet of automated trucks. These individuals may feel as if they have no choice, with shareholders and boards and bosses of their own to answer to, and an economic system that incentivizes the making of these decisions -- and sometimes the technology will perform obviously superior work to the human -- but they are exactly that: decisions, made by people, to call in or build the job-threatening robots.

Pretending otherwise, that robots in every use case are inevitable, is the very worst form of technological determinism, and leads to a dearth in critical thinking about when and how automation *is* best implemented. Because even the most ardent robot lovers will agree, there are plenty of cases of badly deployed automation; systems that make our lives worse and more inefficient, and that kill jobs en route to worse outcomes. And such automated regression is often implemented under the logic of 'robots are coming,' so better hop aboard. We will be able to make better decisions about embracing effective automation if we understand that, in practice, 'the robots are coming for our jobs' usually means something more like 'a CEO wants to cut his operating budget by 15 percent and was just pitched on enterprise software that promises to do the work currently done by thirty employees in accounts payable.'

Robotics

iRobot Unveils Roomba S9+ and Braava Jet M6 Robots That Clean Together (venturebeat.com) 43

An anonymous reader writes: iRobot today launched two new robots: the Roomba s9+ robot vacuum cleaner and the Braava jet m6 robot mop. The Roomba s9+ robot vacuum with Clean Base Automatic Dirt Disposal starts at $1,299. The Roomba s9 without the Clean Base starts at $999. The Braava jet m6 robot mop starts at $499. All the robots are available for purchase today in the U.S. and Canada. They will start shipping in select European countries on July 12, 2019. The two robots can use iRobot's Imprint Link Technology to "talk to each other" -- vacuuming and then mopping automatically. The technology also works with the Roomba i7+, which launched in September. iRobot is thus introducing two robots that can clean together "as a team." Owners of the robots can initiate a "Linked clean" in the iRobot Home app.
Mars

NASA Will Carry Your Name On a Chip To Mars (theverge.com) 50

NASA will etch your name onto a silicon chip that will be carried to Mars by a rover in 2020:

An anonymous reader quotes the Verge: The rover's primary mission is to get us closer to answering that fundamental question: did Mars ever host alien life? The robot is equipped with tools and instruments that will help scientists figure out if the planet may have hosted life in the past. On top of that, the rover will also be drilling and collecting samples of Martian dirt. It'll then leave those samples on the ground, where they could potentially be picked up someday by another spacecraft and brought back to Earth. And while the Mars 2020 rover is doing all of this, your name could be along for the ride.

If you send in your name sometime before September 30th, NASA engineers at the Jet Propulsion Laboratory will etch it onto a silicon chip with an electron beam, and then the rover will carry it on its journey. The names are going to be pretty teeny, though -- about one-thousandth the width of a human hair. That's small enough so that more than a million names can be included on a single chip as big as a dime -- but big enough for any Martian microbes to read (only kidding... Martians can't read).

AI

World's First AI-Generated Whiskey Coming Later This Year (barrons.com) 86

Microsoft, best known for developing Windows, has a thirst for something new: whiskey. The tech giant is co-developing the world's first computer-generated blend using artificial intelligence. From a report: For centuries whiskey has been cultivated by craftsmen drawing on knowledge and experience passed through generations. Single-malts have long been considered superior to blends, which are made by combining a number of single malts. One of the world's most expensive single-malts, a Macallan 1946, sold at an auction for a $460,000, while a Chivas Regal Royal Salute blend, which was created in 2002 to celebrate the golden jubilee of Britain's Queen Elizabeth, has sold for $10,000 a bottle. But now Microsoft has teamed up with Swedish distillery Mackmyra and Finnish consultancy Fourkind to use what's being dubbed as the world's first "bionic blender" to create the perfect tipple. Machine learning analyzes existing recipes, sales data and customer preferences to generate a dataset of more than 70 million recipes that a robot predicts will be popular. While Microsoft's leap from software to spirits might raise eyebrows in the Highlands of Scotland, the American software giant says its digital distiller will not replace the expertise and knowledge of human experts.
Education

College Requires All CS Majors To Take An Improv Class (wsj.com) 353

Northeastern University requires all of its computer science majors to take improv -- a class in theatre and improvisation, taught by professors in the drama department. The Wall Street Journal says it "forces students to come out of their shells and exercise creative play" before they can get their diplomas. (Although when the class was made mandatory in 2016, "We saw a lot of hysterics and crying," says Carla E. Brodley, dean of the computer science department.)

So what happens to the computer science majors at Northeastern? The course requires public speaking, lecturing on such nontechnical topics as family recipes. Students also learn to speak gibberish -- 'butuga dubuka manala phuthusa,' for instance... One class had students stare into a classmate's eyes for 60 seconds. If someone laughed, you had to try again...

The class is a way to 'robot-proof' computer-science majors, helping them sharpen uniquely human skills, said Joseph E. Aoun, the university president. Empathy, creativity and teamwork help students exercise their competitive advantage over machines in the era of artificial intelligence, according to Mr. Aoun, who wrote a book about it... Other professionals agree that improv can teach the teamwork and communication required of working with others. Many software applications now are built in small teams, a collaboration of engineers, writers and designers.

The Courts

Who To Sue When a Robot Loses Your Fortune (bloomberg.com) 201

An anonymous reader shares a report: It all started over lunch at a Dubai restaurant on March 19, 2017. It was the first time 45-year-old Li, met Costa, the 49-year-old Italian who's often known by peers in the industry as "Captain Magic." During their meal, Costa described a robot hedge fund his company London-based Tyndaris Investments would soon offer to manage money entirely using AI, or artificial intelligence. Developed by Austria-based AI company 42.cx, the supercomputer named K1 would comb through online sources like real-time news and social media to gauge investor sentiment and make predictions on US stock futures. It would then send instructions to a broker to execute trades, adjusting its strategy over time based on what it had learned.

The idea of a fully automated money manager inspired Li instantly. He met Costa for dinner three days later, saying in an email beforehand that the AI fund "is exactly my kind of thing." Over the following months, Costa shared simulations with Li showing K1 making double-digit returns, although the two now dispute the thoroughness of the back-testing. Li eventually let K1 manage $2.5bn -- $250m of his own cash and the rest leverage from Citigroup. The plan was to double that over time. But Li's affection for K1 waned almost as soon as the computer started trading in late 2017. By February 2018, it was regularly losing money, including over $20m in a single day -- Feb. 14 -- due to a stop-loss order Li's lawyers argue wouldn't have been triggered if K1 was as sophisticated as Costa led him to believe.

Books

Is Big Tech Needlessly Ruining Entire Industries? (salon.com) 325

Salon tech editor Keith A. Spencer just published a new article describing what happens when "venture capital-backed entrepreneurs jackhammer their way into a new industry, 'tech'-ify it in some way, undermine the competition and declare their new way superior once the old is bankrupted." - Being a taxi driver was once a much-vaunted job, so much so that a taxi medallion was perceived of as a ticket to the middle class. Then came Uber and Lyft, who flooded the market for private transit and undercut the taxi industry by de-skilling the industry and paying their workers far, far less....

- Building devices to quantize as much fitness data as possible wasn't an example of capitalism fulfilling consumer desire -- no one, save a few data scientists, ever said, "I want to turn my leisure activities and exercise regime into spreadsheets" -- but the tech industry has been very effective at making us desire just that....

- The thing is, baristas and cashiers aren't things that we are all dying to get rid of... Silicon Valley is only trying to put baristas and cashiers out of business because human labor costs money; the difference between a $4 coffee from a robot and a $4 coffee from a human is that there are no labor costs in the former purchase, something that makes Silicon Valley go googly-eyed with dollar signs. The tech industry's vision of the future is of a world with less human interaction, less conversation, less humanity; and more surveillance and more monetization of our buying habits. No one wants this, but it's being forced upon us.

The article is adapted from Spencer's recent book, A People's History of Silicon Valley: How the Tech Industry Exploits Workers, Erodes Privacy and Undermines Democracy.

The article's title? "Silicon Valley makes everything worse: Four industries that Big Tech has ruined."
Businesses

Amazon Dismisses Idea Automation Will Eliminate All Its Warehouse Jobs Soon (reuters.com) 145

Amazon dismissed the idea of running a fully automated warehouse in the near future, citing the superior cognitive ability of humans and limitations of current technology. From a report: Scott Anderson, director of Amazon Robotics Fulfillment, said technology is at least 10 years away from fully automating the processing of a single order picked by a worker inside a warehouse. There is a misperception that Amazon will run fully automated warehouses soon, Anderson said during a tour of Amazon's Baltimore warehouse for reporters on Tuesday. The technology for a robot to pick a single product from a bin without damaging other products or picking multiple products at the same time in a way that could benefit the e-commerce retailer is years away.
Robotics

Robotics Startup Anki Shuts Down After Burning Through Almost $200 Million (venturebeat.com) 110

Anki, the San Francisco startup behind AI-imbued robotics toys like Overdrive, Cozmo, and Vector, today shuttered its doors after raising close to $200 million in venture capital from Index Ventures, Two Sigma Ventures, J.P. Morgan, Andreessen Horowitz, and other investors. From a report: According to Recode , it'll lay off its entire workforce of just over 200 employees, each of whom will receive a week of severance. A failed round of financing was reportedly to blame. CEO Boris Softman told employees last week that a deal failed to materialize "at the last minute," as did acquisition interest from companies such as Microsoft, Amazon, and Comcast. Anki claimed to have sold 6.5 million devices total, and 1.5 million robots last August alone. (Cozmo was the top-selling toy on Amazon in 2017 with a community of more than 15,000 developers.) And in fall 2018, the company revealed that revenue was close to $100 million in 2017, a figure it expected to beat the subsequent year.
Businesses

Laundroid Company Folds Before Its Giant Robot Does (engadget.com) 50

From a report: A small part of us always knew the Laundroid was too good to be true. The black obelisk, developed by Japanese company Seven Dreamers, was supposed to be a washing machine, dryer, ironing and laundry-folding robot rolled into one. It was the perfect appliance, in short, for chore-dodging so-and-sos who hate dealing with grimy clothes. But that dream has come to a predictable end. This week, Seven Dreamers filed for bankruptcy in Japan, all but ensuring its halo product will never reach store shelves. According to Teikoku Databank, a private credit research agency, the company owes 2.25 billion yen ($20.1 million USD) to 200 creditors.
Robotics

Are We Sacrificing Too Much For Automation? (fastcompany.com) 134

Fast Company shares an essay from an anthropologist who researches human agency, algorithms, AI, and automation in the context of social systems: With the advent of computational tools for quantitative measurement and metrics, and the development of machine learning based on the big data developed by those metrics, organizations, Amazon among them, started to transition through a period of what I refer to as "extreme data analysis," whereby anything and anyone that can be measured, is. This is a problem. Using counting, metrics, and implementation of outcomes from extreme data analysis to inform policies for humans is a threat to our well-being, and results in the stories we are hearing about in the warehouse, and in other areas of our lives, where humans are too often forfeiting their agency to algorithms and machines. Unfortunately, after decades of building this quantitative scaffolding, a company such as Amazon has pretty much baked it into their infrastructure and their culture....

As the world continues to automate things, processes, and services, humans are put in positions where we must constantly adapt, since at the moment, automation cannot, and does not, cooperate with us outside of its pre-programmed repertoire. Thus, in many instances we must do the yielding of our agency and our choices, to the algorithms or robots, to reach the cooperative outcomes we require.... If every process is eventually automated and restricts human agency, while simultaneously requiring our servitude to function, we will be pinned to the wall with no choices, nothing left to give, and no alternatives for coping with it.

One example provided was the Amazon worker who complained the warehouse temperatures were always kept too hot -- to accommodate the needs of Amazon's robots. But the article argues we also forfeit agency "Every time we use a computer, or any computationally based device...

"We do this by sitting or standing to use a keyboard, by typing, clicking, scrolling, checking boxes, pulling down menus, and filling in data in a way that the machine can understand."

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