Sheryl Sandberg and Jack Dorsey — representing Facebook and Twitter, respectively — recently testified before Congress, this time evading questions about bias on their platforms. We frequently turn to tech executives to answer for such issues because they have the agency to make changes. But they are not alone.

Overlooked are the tech employees — the 10,000 or so at Facebook — that build the platforms executives defend. Techreach makes employees& agency clear. Consider thetwo billion active Facebook users— 200,000 per employee. The average U.S. Congressperson serves onlythree times as many people.

Not only does the reach of employees suggest influence, so do their actions. In the fall of 2017, Mark Zuckerberg said it was &a pretty crazy idea& that fake news on Facebook had an effect on the 2016 general election. Despite widespread public condemnation, Zuckerberg held firm to his position. Throughinternal complaints, employees led Zuckerberg to change course: the news feed algorithm switched from favoring inflammatory stories — clickbait — to focusing on friends.

The editor of Wired, in his analysis, noted &the place you can put the most pressure on executives comes from the engineers.& So too was it throughinternal lobbying, prospective employees refusing job offers and protest resignationsthat Google dropped a contract to help Department of Defense drones better recognize targets.

As a recentinstructor on ethics to computer scientistsat the University of Washington and a former employee of Microsoft, I know that sometimes what tech employees need is a push. They need a push to realize they are uniquely positioned to act against malfeasance. They need a push that says your bosses hide behind platitudes and your government is checked out, but you can do something.

Still, my students and peers see themselves as limited to only the confines of the tasks given them — as lacking discretion. In class, when faced with a problem without a tangible, let alone code-able, solution, my students moved on. In effect, they said values in the light of profit have no more hope than does a sandcastle in a tide-flat.

Given the dearth of tech talent, tech employees have more agency than they might project.

They too quickly forget the privilege of tech. According to Glassdoor, the average Facebook engineer earns $130,000 a year. Techies are gentrifying neighborhoods in San Francisco, Seattle and Austin. Their products shape our increasingly digital lives. Concerns about employee replaceability are overblown. Given the dearth of tech talent, tech employees have more agency than they might project.

As articles call forregulation from Congressand responsibility from Zuckerberg, they suggest only those well-known have ethical agency. Rarely do we think of employees as we think of executives — as potential agents of change. Just as we recognize the influence of constituents over those whom they elect, we should recognize the sway of tech employees over the devices that begin our days and mediate our lives.

An employee does not singularly have the agency to shape the course of Facebook as does Zuckerberg, but she is not limited to the tasks she is assigned. Her influence extends beyond the code that she writes to the internal memos assailing Zuckerberg for his position on fake news. Her influence extends to the product decisions she makes, like whether to include screen-reader support when designing a website, even if it takes more time.

My students cried foul at suggestions that they make software systems accountable. &Thereno algorithm to solve it!& Students pushed back against the notion that they could consider values tangential to the design of a system. &Not if it reduces ad revenue!& They lay such considerations at the feet of designers, researchers, management and somebody else. &Itnot my job& not only evades responsibility, but also ignores that the most prominent computing societyhas a code of ethics.

It is through both discretionary opportunities and collaborative action that tech employees — or any worker — can advocate for a system that prioritizes more than profits. This requires appeals to colleagues, conversations with squirms and averted eyes and a rebuke of the abstractions that wash away ethical quandaries.

As we call to makealgorithms accountableand executives — Dorsey, Sandberg, Zuckerberg — responsible, we should remember the people who allow those two to exist. I do not suggest a cessation of efforts to regulate free expression, or any other value. Absent regulation, absent executive responsibility, consider the people behind the product. Phone your friend at Facebook or Google. They need the push.

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The X-Men movie franchise is still chugging along — and itreturning to one of the comics& best-known stories.

For those of you who haven&t read it, the Dark Phoenix saga focuses on Jean Greygrowing telekinetic powers, which eventually transform her personality and force her fellow X-Men to make a terrible choice. Itaction-packed and emotional, and arguably the most famous story in the characters& 50-year history.

The storyline was adapted more than a decade ago into the terrible &X-Men: The Last Stand,& which remains the franchise low-point. However, by rebooting the series with younger actors in &First Class,& then tinkering with the timeline in &Days of Future Past,& Fox has given filmmakers a second shot.

The movie comes at a fraught time for the cinematic X-Men. Sure, the franchise thrived in recent years when focusing on individual characters in &Deadpool& and &Logan,& but &Apocalypse& (the last film to focus on the entire X-Men team) was both a mess and a box office disappointment. &Dark Phoenix& itself was delayed for extensive reshoots. And itnot clear whatgoing to happen to the characters now that Disney (which owns Marvel and its cinematic universe) has acquired Fox.

So the trailer has a big job: Getting the public excited about the X-Men again. To do that, it leans less on special effects and set pieces, more on a foreboding tone, and on the franchisebig, returning stars — James McAvoy as Professor Xavier, Jennifer Lawrence as Mystique, Michael Fassbender as Magneto, plus &Game of Thrones& star Sophie Turner, whoreturning as Jean Grey.

Have Fox and writer-director Simon Kinberg (who co-wrote &Last Stand,& as well as &Days of Future Past& and &Apocalypse&) done a better job with the story this time We&ll find out on February 14.

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Tesla shares dropped more than 13 percent in after-hours trading Thursday after the Securities and Exchange Commission filed securities fraud charges against CEO Elon Musk .

The SEC alleges in a complaint filed against the CEO that Musklied when he tweeted on August 7 that he had &funding secured& for a private takeover of the company at $420 per share. The SEC complaint, filed in federal district court in the Southern District of New York, said the tweets were &false and misleading.&

The SEC, which said the tweets led to &significant market disruption,& is seeking civil penalties without noting an amount and to bar Musk fromserving as an officer or director of a public company.

Musk sent a statement Thursday afternoon calling it an unjustified action.

In August, Musk sent a tweet that he had secured funding and was considering taking Tesla private. The tweet wasn&t warmly embraced by the Tesla board or many shareholders and itwhat prompted theSEC to investigate.

Several weeks later the company posted a blog announcing that Tesla willremain a public company.

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Archaeology may not be the most likely place to find the latest in technology — AI and robots are of dubious utility in the painstaking fieldwork involved — but lidar has proven transformative. The latest accomplishment using laser-based imaging maps thousands of square kilometers of an ancient Mayan city once millions strong, but the researchers make it clear that thereno technological substitute for experience and a good eye.

The Pacunam Lidar Initiative began two years ago, bringing together a group of scholars and local authorities to undertake the largest-yet survey of a protected and long-studied region in Guatemala. Some 2,144 square kilometers of the Maya Biosphere Reserve in Petén were scanned, inclusive of and around areas known to be settled, developed or otherwise of importance.

Preliminary imagery and data illustrating the success of the project were announced earlier this year, but the researchers have now performed their actual analyses on the data, and the resulting paper summarizing their wide-ranging results has been published in the journal Science.

How aerial lidar illuminated a Mayan megalopolis

The areas covered by the initiative, as you can see, spread over perhaps a fifth of the country.

&We&ve never been able to see an ancient landscape at this scale all at once. We&ve never had a data set like this. But in February really we hadn&t done any analysis, really, in a quantitative sense,& co-author Francisco Estrada-Belli, of Tulane University, told me. He worked on the project with numerous others, including Tulane colleague Marcello Canuto. &Basically we announced we had found a huge urban sprawl, that we had found agricultural features on a grand scale. After another nine months of work we were able to quantify all that and to get some numerical confirmations for the impressions we&d gotten.&

&Itnice to be able to confirm all our claims,& he said. &They may have seemed exaggerated to some.&

The lidar data was collected not by self-driving cars, which seem to be the only vehicles bearing lidar we ever hear about, nor even by drones, but by traditional airplane. That may sound cumbersome, but the distances and landscapes involved permitted nothing else.

&A drone would never have worked — it could never have covered that area,& Estrada-Belli explained. &In our case it was actually a twin-engine plane flown down from Texas.&

The plane made dozens of passes over a given area, a chosen &polygon& perhaps 30 kilometers long and 20 wide. Mounted underneath was &a Teledyne Optech Titan MultiWave multichannel, multi-spectral, narrow-pulse width lidar system,& which pretty much says it all: this is a heavy-duty instrument, the size of a refrigerator. But you need that kind of system to pierce the canopy and image the underlying landscape.

The many overlapping passes were then collated and calibrated into a single digital landscape of remarkable detail.

How aerial lidar illuminated a Mayan megalopolis

&It identified features that I had walked over — a hundred times!& he laughed. &Like a major causeway, I walked over it, but it was so subtle, and it was covered by huge vegetation, underbrush, trees, you know, jungle — I&m sure that in another 20 years I wouldn&t have noticed it.&

But these structures don&t identify themselves. Thereno computer labeling system that looks at the 3D model and says, &this is a pyramid, this is a wall,& and so on. Thata job that only archaeologists can do.

&It actually begins with manipulating the surface data,& Estrada-Belli said. &We get these surface models of the natural landscape; each pixel in the image is basically the elevation. Then we do a series of filters to simulate light being projected on it from various angles to enhance the relief, and we combine these visualizations with transparencies and different ways of sharpening or enhancing them. After all this process, basically looking at the computer screen for a long time, then we can start digitizing it.&

&The first step is to visually identify features. Of course, pyramids are easy, but there are subtler features that, even once you identify them, ithard to figure out what they are.&

How aerial lidar illuminated a Mayan megalopolis

The lidar imagery revealed, for example, lots of low linear features that could be man-made or natural. Itnot always easy to tell the difference, but context and existing scholarship fill in the gaps.

&Then we proceeded to digitize all these features… there were 61,000 structures, and everything had to be done manually,& Estrada-Belli said — in case you were wondering why it took nine months. &Therereally no automation because the digitizing has to be done based on experience. We looked into AI, and we hope that maybe in the near future we&ll be able to apply that, but for now an experienced archaeologisteye can discern the features better than a computer.&

You can see the density of the annotations on the maps. It should be noted that many of these features had by this point been verified by field expeditions. By consulting existing maps and getting ground truth in person, they had made sure that these weren&t phantom structures or wishful thinking. &We&re confident that they&re all there,& he told me.

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&Next is the quantitative step,& he continued. &You measure the length and the areas and you put it all together, and you start analyzing them like you&d analyze other data set: the structure density of some area, the size of urban sprawl or agricultural fields. Finally we even figured a way to quantify the potential production of agriculture.&

This is the point where the imagery starts to go from point cloud to academic study. After all, itwell known that the Maya had a large city in this area; itbeen intensely studied for decades. But the Pacunam (which stands for Patrimonio Cultural y Natural Maya) study was meant to advance beyond the traditional methods employed previously.

&Ita huge data set. Ita huge cross-section of the Maya lowlands,& Estrada-Belli said. &Big data is the buzzword now, right You truly can see things that you would never see if you only looked at one site at a time. We could never have put together these grand patterns without lidar.&

&For example, in my area, I was able to map 47 square kilometers over the course of 15 years,& he said, slightly wistfully. &And in two weeks the lidar produced 308 square kilometers, to a level of detail that I could never match.&

As a result the paper includes all kinds of new theories and conclusions, from population and economy estimates, to cultural and engineering knowledge, to the timing and nature of conflicts with neighbors.

How aerial lidar illuminated a Mayan megalopolis

The resulting report doesn&t just advance the knowledge of Mayan culture and technology, but the science of archaeology itself. Ititerative, of course, like everything else — Estrada-Belli noted that they were inspired by work done by colleagues in Belize and Cambodia; their contribution, however, exemplifies new approaches to handling large areas and large data sets.

The more experiments and field work, the more established these methods will become, and the greater they will be accepted and replicated. Already they have proven themselves invaluable, and this study is perhaps the best example of lidarpotential in the field.

WTF is lidar

&We simply would not have seen these massive fortifications. Even on the ground, many of their details remain unclear. Lidar makes most human-made features clear, coherent, understandable,& explained co-author Stephen Houston, of Brown University, in an email. &AI and pattern recognition may help to refine the detection of features, and drones may, we hope, bring down the cost of this technology.&

&These technologies are important not only for discovery, but also for conservation,& pointed out co-author, Ithaca CollegeThomas Garrison, in an email. &3D scanning of monuments and artifacts provide detailed records and also allow for the creation of replicas via 3D printing.&

Lidar imagery can also show the extent of looting, he wrote, and help cultural authorities provide against it by being aware of relics and sites before the looters are.

How aerial lidar illuminated a Mayan megalopolis

The researchers are already planning a second, even larger set of flyovers, founded on the success of the first experiment. Perhaps by the time the initial physical work is done the trendier tools of the last few years will make themselves applicable.

&I doubt the airplanes are going to get less expensive but the instruments will be more powerful,& Estrada-Belli suggested. &The other line is the development of artificial intelligence that can speed up the project; at least it can rule out areas, so we don&t waste any time, and we can zero in on the areas with the greatest potential.&

Healso excited by the idea of putting the data online so citizen archaeologists can help pore over it. &Maybe they don&t have the same experience we do, but like artificial intelligence they can certainly generate a lot of good data in a short time,& he said.

But as his colleagues point out, even years in this line of work are necessarily preliminary.

&We have to emphasize: ita first step, leading to innumerable ideas to test. Dozens of doctoral dissertations,& wrote Houston. &Yet there must always be excavation to look under the surface and to extract clear dates from the ruins.&

&Like many disciplines in the social sciences and humanities, archaeology is embracing digital technologies. Lidar is just one example,& wrote Garrison. &At the same time, we need to be conscious of issues in digital archiving (particularly the problem of obsolete file formatting) and be sure to use technology as a complement to, and not a replacement for methods of documentation that have proven tried and true for over a century.&

The researchers& paper was published today in Science; you can learn about their conclusions (which are of more interest to the archaeologists and anthropologists among our readers) there, and follow other work being undertaken by the Fundación Pacunam at its website.

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Earlier this year, the FTC settled with PayPal over the companyhandling of privacy disclosures in its peer-to-peer payments app Venmo, but Mozilla doesn&t think the changes Venmo made as a result went far enough. This week, Mozilla says it delivered a petition signed by 25,000 Americans asking Venmo to set transactions shared in its app to private by default, instead of public.

As Mozilla explains, &millions of Venmo users& spending habits are available for anyone to see.Thatbecause Venmo transactions are currently public by default — unless users manually update their settings, anyone, anywhere can see whom they&re sending money to, and why.&

Many Venmo users likely feel that itnot very dangerous to share through Venmofeed & a key feature of its popular payments app & that they paid back a friend for part of the dinner, drinks or some concert tickets, for example.

Buta Berlin-based researcher, Hang Do Thi Duc, recently studied the risks associated with this sort of over-sharing.

Do Thi Duc analyzed more than 200 million public Venmo transactions made in 2017 by accessing the data through a public API. This allowed her to see the names, dates and transactions of Venmo users. She found that a lot could actually be gleaned from this data, including users& drug habits in some cases, as well as their relationships, junk food habits, location, daily routines, personal finances, rent payments and more.

In other words, while the individual transaction itself may seem harmless, in aggregate these transactions can be very revealing about the person in question.

Mozilla says it, along with Ipsos, also polled 1,009 Americans how they felt about Venmo&public by default& nature. 77% said they didn&t think that should be the case, and 92% said they don&t support Venmojustifications for making them public. (It thinkssharing is fun, basically.)

Venmo didn&t respond to Mozillapetition directly, we understand.

&We delivered our petition to Venmooffices in person, and spoke with the team briefly,& saysSara Haghdoosti, MozillaDirector of Advocacy. &Venmo declined to provide a statement that we could share with our petition signers. We hope that Venmo will take the views of the over 25,000 people who signed the petition — and the results of our recent poll — in account in future decisions,& she say.

Venmo, however, tells TechCrunch via a spokesperson that it takes its users& trust seriously.

&Venmo was designed for sharing experiences with your friends in todaysocial world, and the newsfeed has always been a big part of this,& the spokesperson said. &The safety and privacy of Venmo users and their information is always a top priority. Our users trust us with their money and personal information, and we take this responsibility and applicable privacy laws very seriously,& they added.

The company also pointed out it takes several steps to ensure some level of user protection, including not making sensitive transactions public, never publishing dollar amounts, and allowing users to control the publicity of the item, even after the fact.

As part of the FTC settlement, Venmo also had to make other changes, as well. The company now has to explain to new and existing users how to limit the visibility of transactions through the use of privacy settings.

We recently saw this in the updated Venmo app, in fact.

Users are walked through a tutorial that spells out how you can change settings to make transactions private by default, or any time you choose.

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Mozillapetition comes at a time when PayPal has been weighing whether to change the default in Venmo from public to private, according to a report from Bloomberglast month.

Thanks to large-scale scandals like Cambridge Analytica and others involving user data being overexposed, timed alongside the rollout of new privacy regulations like EuropeGDPR, many companies are reviewing their data-protection policies.

Venmocasual over-sharing now feels like a holdover from an earlier, more naive time on the web, and it wouldn&t be surprising if it decided to later adjust the appsettings to match where consumer sentiment is headed today.

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A government watchdog has said that the Internal Revenue Service could do more to prevent tax fraud if it invested more money in ensuring that the identities of taxpayers are properly verified.

From the IRSown data, fraudsters scammed the agency out of at least $1.6 billion in tax refunds during the 2016 tax season that belonged to taxpayers. Thata drop in the ocean to the $383 billion paid out in legitimate tax returns. But the new report by the Government Accountability Office said that the IRS still has a way to go to prevent further fraudulent activity.

&While IRS regularly assesses risks to and monitors its online authentication applications, it has not established equally rigorous internal controls for its telephone, in-person, and correspondence channels, including mechanisms to collect reliable, useful data to monitor authentication outcomes,& said the report. &As a result, IRS may not identify current or emerging threats to the tax system.&

In other words, the IRS can&t always guarantee that ityou calling up about your tax affairs or logging in to the website.

Thata problem because around tax season, scammers obtain tax returns or filings — through leaks or breaches — and use that information to impersonate taxpayers. By filing fake tax returns before the legitimate taxpayer does, the scammer can collect the fraudulently obtained return.

These breaches aren&t helping matters, said IRS chief information officer Gina Garza at a House committee hearing on Thursday. Indeed, the IRS had to clean up after its own data breach last year, in which 100,000 taxpayers had their tax information stolen — just two years after a separate IRS breach affected 300,000 taxpayers.

Although the government watchdog said that the IRS has made some steps to improve its taxpayer verification efforts, the agency &does not have clear plans and timelines& to implement guidance provided by the National Institute of Standards and Technology that would properly authenticate taxpayers.

One of the ideas was to notify taxpayers when a tax return had been filed in their name, which would help get ahead of scammers trying to cash in on fraudulent returns. But the watchdog said that the IRS hasn&t found the funding to roll out notifications.

Some of the measures could still take between six months and three years to complete, the report said, leaving millions of taxpayers to defend themselves against the ongoing threat of tax fraud.

The IRS accepted all of GAO11 recommendations. IRS spokespersonCecilia Barreda declined to comment further.

How a simple tech upgrade at the IRS could transform the economy

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