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The Day My Smart Vacuum Turned Against Me

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Would you allow a stranger to drive a camera-equipped computer around your living room? You might have already done so without even realizing it.

The Beginning: A Curious Experiment

It all started innocently enough. I had recently bought an iLife A11 smart vacuum—a sleek, affordable, and technologically advanced robot promising effortless cleaning and intelligent navigation. As a curious engineer, I was fascinated by its workings. After leaving it to operate for the entire year, my curiosity got the better of me.

I’m a bit paranoid—the good kind of paranoid. So, I decided to monitor its network traffic, as I would with any so-called smart device.

Within minutes, I noticed a steady stream of packets being sent to servers located halfway across the world. My robot vacuum was constantly communicating with its manufacturer, transmitting logs and telemetry that I had never consented to share.

That’s when I made my first mistake: I decided to stop it.

All I did was block its data logging IP address—just the logs, not firmware updates or OTA channels. Simple enough, I thought.

At least, I thought so.

The Sudden Death of a Smart Vacuum

For a few days, everything seemed fine. It continued to clean, map, and obediently avoid the furniture. However, one morning, it failed to power on.

I sent it for repair. The service center assured me, “It works perfectly here, sir.” They sent it back, and—miraculously—it worked again for a few days. Then, it died once more.

This became a surreal cycle:

  1. I shipped the robot off.
  2. They “fixed” it.
  3. It worked briefly.
  4. It died again.

I began to feel like I was losing my mind. How could a simple IP block disable a vacuum cleaner that is supposed to work offline as well?

Then, one day, the service center refused further service.

“Out of warranty, sir.”

And just like that, my $300 smart vacuum transformed into a mere paperweight.

The Turning Point: Nothing Left to Lose

That’s when curiosity overpowered my frustration.

With the warranty void, I picked up a screwdriver and cracked open the vacuum cleaner. If I couldn’t revive it, I would at least understand why it had died. What started as a simple repair turned into a full-blown reverse-engineering journey.

Peeling Back the Layers

Inside, the iLife A11 wasn’t just a vacuum cleaner; it was a small computer on wheels. At its core, I discovered:

  • An AllWinner A33 SoC running a full Linux OS (TinaLinux)
  • A GD32F103 microcontroller managing motors and sensors
  • Lidar, gyros, encoders — the works

It was a marvel of cheap engineering, but also a privacy nightmare waiting to happen.

I disassembled the entire device down to each sensor. I traced the printed circuit board (PCB) and created labels for each component and chip, documenting their purpose.

I designed similar PCB connectors to interface the sensors with the computer and tested the sensors, wheel motor, and encoder. I spent a lot of time with each sensor to understand how it worked and successfully interfaced them with a computer. I wrote simple Python scripts to interface these devices directly into a computer.

To test the system, I built my own control system — a Raspberry Pi joystick interface that could drive the vacuum cleaner manually. It worked perfectly.

By this time, I had a complete understanding of how the hardware was designed, down to each chip and wire connector.

The First Breakthrough: Software Root Access

While probing the USB debug port, I discovered something shocking: Android Debug Bridge (ADB) was wide open — no password, no authentication. And it was running a version of Linux.

In seconds, I had full root access. No hacks, no exploits. Just plug and play.

However, the device’s access gets disconnected after a few seconds of booting up. So, I realized there was something I needed to do in those precious seconds to keep the connection alive. After some research online, I discovered that similar devices required creating a file in the root folder. This was just a simple hack that the manufacturer had implemented to prevent unauthorized access, like mine. Surprisingly, it wasn’t that difficult to figure out. Through trial and error, I learned about a few tricks that could permanently enable access to the device.

At this point, I had enabled SSH port access, allowing me to connect to the system from a computer. Then, I reassembled the entire device. After experimenting with Linux access for a while, I found logs, configurations, and even the unencrypted WiFi credentials that the device had sent to the manufacturer’s servers.

Then, I encountered a bigger surprise: the device was running Google Cartographer, a professional-grade SLAM system used for autonomous mapping and robotics.

This inexpensive vacuum was utilizing top-tier robotics software to construct a live 3D map of my home. What began as a malfunctioning vacuum transformed into an open-source robot research platform.

The Dark Discovery

Deep within the robot’s startup scripts, I discovered the smoking gun.

Inside the /etc/init.d/ directory, one script had been modified to prevent the main application from launching. This wasn’t a glitch; it was an intentional command.

In the logs, I found this line:

2024/02/29, 14:06:55.852622 [LogKimbo][CAppSystemState] Handle message! cmd_id 501 RS_CTRL_REMOTE_EVENT, len 8 serialno 0

That was the moment my vacuum ceased functioning. The timestamp matched precisely with when it had stopped working, even though I hadn’t touched the app.

Someone—or something—had remotely issued a kill command.

I reversed the script change and rebooted the device. It came back to life instantly. They hadn’t merely incorporated a remote control feature. They had used it to permanently disable my device. 

The device came with rtty software installed by default. This small piece of software allows remote root access to the device, enabling the manufacturer to run any command or install any script remotely without the customer’s knowledge.

At this point, I felt slightly more knowledgeable than the local service center staff, who were supposed to understand these devices much better than me.

The Service Center Mystery, Solved

Remember the endless cycle of service visits? It finally made sense.

When I blocked the robot’s telemetry servers, it used cached DNS entries to reach alternate IPs. Each time I blocked a new one, it lost contact again, like a game of digital “whack-a-mole.”

At the service center, they flashed the device and connected it to an open network. It reconnected to the mothership and was remotely “revived.” However, when it returned to my firewall, it got bricked again. This wasn’t a coincidence; it was control.

Retaliation for Privacy

The manufacturer had the power to remotely disable devices and used it against me for blocking their data collection.

Let’s call it what it was: retaliation. Whether it was intentional punishment or automated enforcement of “compliance,” the result was the same: a consumer device had turned on its owner.

What This Means for All of Us

This wasn’t just one rogue brand. The same hardware, the 3irobotix CRL-200S, powers devices from Xiaomi, Wyze, Viomi, and Proscenic.

Dozens of smart vacuums, all potentially vulnerable to the same abuse. Our homes are filled with cameras, microphones, and mobile sensors connected to companies we barely know, all capable of being weaponized with a single line of code.

Taking Back Control

I may have lost my warranty, but I won back my autonomy.

Now, my vacuum runs entirely offline. No cloud, no tracking, no stranger access—just a local robot that does what I tell it to.

My Achievements

  • Full local control
  • Manufacturer access blocked
  • All findings documented for the community
  • The robot resurrected—on my terms
  • Learn more about Google Cartographer and experiment with the configuration files to enhance the device’s performance.

Lessons Learned:

What “Smart” Really Means:

  • “Smart” often implies a lack of control.
  • “Cheap” signifies compromised security.
  • “Convenience” often involves hidden surveillance.

The Golden Rule:

  • Never use your primary WiFi network for IoT devices.
  • Treat them as strangers in your home.

A Personal Reflection:

What started as curiosity transformed into a revelation. They didn’t merely create a backdoor; they utilized it. All I sought was to prevent my vacuum from calling home. However, I discovered that it was never truly mine to begin with.

The next time you purchase a “smart” device, consider this:

  • Who truly owns it—you or the company that manufactured it?
  • Because sometimes, even a vacuum cleaner can become a spy.

A complete documentation and reverse engineering details are available in the repo: VacuumRobot

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‘A medical miracle’: is period blood ‘the most overlooked opportunity’ in women’s health? | Women's health | The Guardian

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Somewhere in the US a woman on her period pulled out her dripping, saturated tampon. But instead of wrapping it in toilet paper and tossing it into a bin, she put the tampon in a special plastic sample container, screwed the lid on tight and mailed it to an address in Oakland, California.

The address was that of NextGen Jane (NGJ), a Bay Area-based startup founded in 2014. And now Julia Carr, NGJ’s clinical research coordinator, stands in the company’s lab under a fume hood happily decanting a mixture of the woman’s blood and a preservation solution into a test tube. She will go on to pipette out small amounts to freeze and store for later analysis. NGJ has obtained about 2,500 menstrual blood samples this way – from women volunteering to send in their used tampons – for its research. That Carr is dealing with their period blood does not gross her out in the slightest. “This is a beautiful project for women’s science, and we are exploring a novel sample type,” she says.

NGJ is one of a handful of small, mostly women-led “femtech” startups that, alongside a few academic research teams, are in a race to develop blood tests using menstrual effluent collected non-invasively at home. Usually, we use urine, saliva and, of course, blood drawn from our veins to test for a range of medical conditions. The FDA-approved Cologuard test allows people to collect their own feces and send them off for screening for colon and rectal cancer. These groups ask: why not also a fluid that half the world’s population produces monthly for a long stretch of their lives?

The big emphasis is on diagnosing gynaecological and reproductive health conditions for people who send in their period blood for analysis. But that blood could also be used to help track hormones, screen for cancers, monitor diseases such as diabetes and boost stem cell research. If Theranos became shorthand for Silicon Valley junk science, its proponents put menstrual-blood testing at the other end of the spectrum: an underexplored sample source whose clinical potential is only now being examined with scientific care.

“It is an obvious biological specimen that has been totally neglected,” says Christine Metz, who co-leads the Research Outsmarts Endometriosis (Rose) project out of the Feinstein Institutes for Medical Research at Northwell Health. “It is considered waste but in fact it’s a real treasure.”

No one had given much thought to analyzing menstrual effluent – which contains a mix of tissue from the lining of the uterus (the endometrium) as well as circulating blood and vaginal fluid – for the purpose of medical testing until the mid-2010s, when the Rose project and companies such as NGJ arrived on the scene. (“You matter PERIOD,” reads a tag in one of the stalls of NGJ’s arty, graffiti-decorated bathroom.) What little work that had been done to test period blood before was mostly concerned with distinguishing menstrual from circulating blood, for police forensic purposes.

That it was overlooked for so long is not exactly surprising to those in the field. Women – their bodies, their health concerns – have been understudied due to a combination of historical exclusion from clinical research, persistent gender bias and societal stigma around menstruation and reproductive health. Much to do with women’s health research is woefully underfunded.

An “ick” factor has slowed research with menstrual blood specifically, according to Renate van der Molen, an immunologist at Radboud University medical center in the Netherlands who uses the fluid to study various gynecological conditions. “It is thought of as dirty, a bit stinky and useless … People hesitate to give a sample,” she says.

Yet tapping menstrual blood makes sense, she says. Not only is it non-invasive and easy to obtain but, most importantly, it is unique in that it contains cells and molecules that reflect the state of a uterus. It can deliver messages to doctors that other bodily fluids may not. It is just “so different” from blood drawn from a vein, says Van der Molen.

All told, the startups and research groups see huge potential, even if it is early days. And one of the holy grails the field is hotly pursuing is endometriosis.

Diagnosing endometriosis

Having an easy test for diagnosing endometriosis would be a breakthrough, says Abigail Trotter, a 23-year-old living with endometriosis from Pennsylvania. That’s why she sent her period blood to NGJ.

Endometriosis – in which tissue similar to the uterus’s endometrial lining grows outside the uterus in spots known as lesions, causing severe pelvic pain and heavy bleeding, and making it harder to get pregnant – is a debilitating disease. It is estimated to afflict more than 10% of women of reproductive age. Not only is there no cure and limited treatment options, but confirming a diagnosis can be a nightmare: the only way to do it is via laparoscopic surgery, typically performed under general anaesthesia. Because endometriosis presents differently in different people and its symptoms resemble those of other conditions, it can take years to even get to the surgical diagnostic stage.

Trotter was surgically diagnosed with endometriosis late last year, after nearly a decade of pelvic pain and period problems. “All the years you go without it being diagnosed it is spreading, wreaking havoc on your inner parts,” she says. The surgery itself resulted in an under-the-skin infection that laid her so low she missed six weeks of work at the veterinary clinic where she is employed as a technician. (She recently underwent further surgery to remove her lesions robotically and is recovering well.) “A surgical procedure just to have it diagnosed … [That] really does need change,” she says.

Trotter came across NGJ’s work while recuperating from her diagnostic surgery and got in touch to receive a collection kit. She wanted to help other women avoid what she went through.

Developing a non-invasive, at-home test for endometriosis became NGJ’s main focus in 2021, though the company had been asking menstruators to mail in their used tampons for much longer.

After receiving enough samples, the company started hunting for molecular signals of gynaecological conditions by analyzing DNA, RNA and proteins. Particularly strong differences in messenger RNA, the molecule that tells cells which proteins to make and when, between women with and without endometriosis stood out.

“We leaned in,” says co-founder and CEO Ridhi Tariyal, noting that the company has fine-tuned its collection kit and is now confirming the approach works. (She remained tight-lipped about which exact biomarkers NGJ is focused on.) Tariyal adds that NGJ’s trove of stored samples provides it with a “jumping-off point” to explore other molecular signals for different gynaecological conditions in the future.

Other players such as the Rose project are trying to develop a test for endometriosis using a predominantly cellular rather than molecular approach, looking for abnormalities in the whole live cells in the period blood of people with the disease. There are differences in the quantity and shape of certain cells in women who have endometriosis versus women who don’t, explain Metz and her co-lead Peter Gregersen. “From that combination we can develop a diagnostic,” says Metz.

Rather than tampons, the Rose project collects samples with menstrual cups, so it can get the whole live cells. (Indeed, the perception that period blood is just dead material is wrong.)

So does Katherine Burns, an associate professor of environmental and public health sciences at the University of Cincinnati, who is also working on a test for endometriosis based on a different set of cellular abnormalities, and who herself lives with endometriosis.

Yet menstrual cup collection, as it stands, could be a barrier. The cups can be messy, prone to spills and difficult to insert and remove, particularly for someone who has pelvic pain or has not had their period long (endometriosis starts in the teenage years, and the earlier the condition can be diagnosed the better). Developing a more comfortable and less spillable cup is a goal, say Metz and Gregersen.

Beyond endometriosis, proponents point to several gynaecological conditions that menstrual blood could help diagnose – including other disorders of the endometrium such as adenomyosis and chronic endometritis, as well as fibroids, polycystic ovary syndrome, and ovarian and endometrial cancers. Many of these conditions also go undetected for years and, in some cases, can only be confirmed through invasive procedures such as an endometrial biopsy.

Ultimately whichever method proves to be best at detecting endometriosis and when it might become available to buy remains to be seen. All require further studies, including in teens, and none are yet seeking regulatory approval. (While full FDA approval is the gold standard, there is a less tightly regulated but still legitimate pathway that allows companies to bring tests to market more quickly.)

Nonetheless, the good news for those with endometriosis, Burns notes, is that there are multiple irons in the fire. “We are all working towards the same goal to help diagnose endometriosis without surgery,” she says. “Do I hope and wish and pray that any of them are correct? You bet.”

Making testing a reality

Beyond endometriosis, some startups and research groups are experimenting with a grab bag of other conditions and period blood collection techniques.

German startup Theblood, founded in 2022, is exploring how to use period blood collected via a menstrual cup to provide women with health status reports. It envisages an at-home test for hormone levels related to fertility, cycle health and perimenopause, typically done via a standard blood draw. It is also looking at inflammation markers with the aim of identifying patterns that might point toward chronic conditions earlier, and has studied using menstrual blood to monitor vitamin levels.

In May, researchers at ETH Zürich in Switzerland unveiled a prototype menstrual pad with a non-electronic sensor that changes color in the presence of certain proteins in menstrual blood that could indicate disease, including potentially cancer.

Then there is Qvin, another ambitious Bay Area-based startup also founded in 2014, which may be farthest ahead in the race to make menstrual blood testing a reality.

Last year, the company became the first to receive FDA approval for a special menstrual pad and test for women already diagnosed with diabetes to track blood sugar levels – an A1C test but using period blood rather than blood from a vein. The pad has a special collection strip where a small amount of blood pools and dries before it is mailed in to Qvin for analysis.

However, Qvin has stopped offering the test directly on its website for the time being and pivoted to include a different market: governments and health organisations, particularly in the global south, seeking inexpensive and more convenient ways of detecting diseases for the millions of women they serve.

“[Using period blood is] the most overlooked opportunity in women’s health,” says co-CEO Sara Naseri. “We can make it easy for women to get information about what’s going on in their body, and get it early.”

But only if Qvin’s pads are able to test a menstrual blood sample for more conditions than diabetes. It is selling its pad system to research institutions and large healthcare companies to encourage the development of more tests, including for endometriosis, and looking into getting additional FDA approvals of its own, like a test for high-risk human papillomavirus (HR-HPV), which is linked to cervical cancer and currently screened for with a Pap smear, and another for various sexually transmitted infections (STIs). Indeed, it has already secured approval in Thailand for the former. A big advantage of the pad over tampons or cups is it is the most widely used menstrual product worldwide, says Naseri.

Kate Clancy is a biological anthropologist at the University of Illinois at Urbana-Champaign, where she is using period blood to study endometriosis lesions, as well as author of the book Period, which investigates the overlooked science of menstruation. She has watched with interest as the field unfolds. Some of what she sees, she likes – including using period blood to test for endometriosis. “Conditions that actually affect the uterus I absolutely see a use case; it totally makes sense,” she says.

But she is skeptical of menstrual blood testing where a standard blood test already exists, such as A1C for diabetes or hormone testing to assess reproductive health. “Why wait until a person menstruates?” she says, adding that if an argument for the menstrual blood tests is that they increase women’s access to healthcare, the real answer lies in addressing the societal issues that limit access.

She also raises a broader concern: while diagnostic tests provide clear answers, definitively confirming or ruling out conditions, a wave of new menstrual blood-based screening tests – which might, for instance, flag signs of cancer or STIs in healthy populations – could end up being burdensome, adding extra steps to confirm results and potentially needless anxiety.

And she urges caution around menstrual blood tests marketed more for health and wellness rather than medical purposes. Because they are not making medical claims, they are often less regulated and may sell insights about hormone balance or vitamin levels that have not been clinically validated.

“We are a ways from good translational work,” Clancy says.

A potential stem cell source

There is a “medical miracle” that happens once a month in women’s bodies, when the endometrial lining that is shed during menstruation regenerates, thickening explosively as new blood vessels sprout from existing ones, says Thomas Ichim, a scientist and biotech entrepreneur who co-authored a 2007 paper on the discovery of stem cells in menstrual blood. It is stem cells in the endometrium – some of which slough off into period blood – that drive that process. “It’s logical to think that you can use those cells to stimulate blood vessel production in somebody else,” Ichim says.

In other words, menstrual fluid does not just have diagnostic and screening potential.

The big promise of stem cells is that one day they will be used by doctors to regenerate damaged tissue. (To date, virtually all stem cell-based therapies are experimental.) And when they were first discovered in menstrual blood, a flurry of research began exploring applications for treating gynaecological disorders, among other diseases.

Theoretically, menstrual blood could be a plentiful source of stem cells: donors could give by menstrual cup instead of undergoing an invasive biopsy to harvest them from bone marrow, as is practice now.

But little of the initial increase in research ever advanced; according to one recent estimate, just 0.25% of the adult stem cell research in recent years has involved menstrual blood-derived stem cells. Without a solid understanding of their basic utility, these stem cells are probably decades away from yielding therapies, says Brendan Harley, a tissue engineer also at the University of Illinois at Urbana-Champaign (he and Clancy are married).

“Menstrual effluent is an intriguing stem cell source … but we are not far enough along to really say more than that,” he says.

Fundamental work, he believes, is being held back in the US by the lack of funding and that ick factor– that anything related to menstrual blood is seen as dirty. “I think it has permeated folks’ thinking about using it for regenerative medicine,” Harley says.

In 2004, researcher Caroline Gargett published her discovery of stem cells in the human endometrium, setting the scene for their later discovery in menstrual blood. These days Gargett, who works at the Hudson Institute of Medical Research in Australia, uses stem cells from the endometrium in her own work: helping treat pelvic organ prolapse. She says they have greater regenerative potential and longer-lived effects than those in menstrual blood, though getting them requires invasive endometrial biopsy. “A lot of people have just gone, ‘well let’s try,’ with stem cells in period blood, without really understanding” the intricacies, she says. (For instance, menstrual blood contains a mixture of true stem cells and stem cell-like cells, making it more challenging to isolate a pure, reliable sample.)

Yet she envisions an alternative use for menstrual blood. She would like to grow tiny, personalized models of the uterine lining for women with endometriosis, so-called “organoids”, from the fragments of endometrial tissue in their period blood. Each womans “miniorgan” would be stored in a ‘menstrual fluid biobank’ and used to test how they respond to different drugs.

“Blokes cringe if you talk about it in the pub,” Gargett says. “[But] menstrual fluid has so much potential.”

Funding remains the biggest hurdle for period blood testing, say those in the field. While NGJ and Qvin, the Bay Area companies, have bagged roughly $20m in funding each since their inception over a decade ago, it is a small sum compared with vast amounts of cash sloshing around in Silicon Valley. The Rose project has no funding in place for the work of developing a better menstrual cup. Burns has had to pause development on her test for endometriosis because it is unfunded. Gargett has not yet secured funding for her biobank, though she continues to try.

In a spot of good news, the Massachusetts Institute of Technology (MIT) launched a $10m menstruation science initiative earlier this year. “This is frontier science,” says Linda Griffith, director of MIT’s center for gynaepathology research and the initiative’s leader.

Meanwhile, NGJ wants to keep the flow of blood incoming: as the startup’s CEO Tariyal, not one to miss an opportunity, says: “If you’re thinking about how you can contribute, give us your tampon.”

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3,370 flights delayed Monday as air traffic controllers face pay pause

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Global rise in sea levels may be inevitable, experts warn...

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Thirteen hundred pages into Kim Stanley Robinson’s majestic Mars trilogy, the narrative switches back to Earth.

It’s the middle of the 22nd century and the West Antarctic ice sheet has suddenly collapsed. A private spaceplane is circling over the South Pole and a geologist and a plutocrat are peering down at Antarctica. The geologist says the huge volumes of ice tumbling into the Southern Ocean are going to raise global sea levels by several metres. “That’s it for every beach in the world,” the plutocrat responds.

This is science fiction, so not a reliable guide to the future. Indeed, the West Antarctic ice sheet may collapse much sooner than that.

Scientists from several Australian, South African and French universities warned in a paper in Nature last week that the planet may already, even in a best-case scenario, be heading for a tipping point of unstoppable ice loss that would mean “abrupt changes”.

“Abrupt” in climatological terms means happening over decades, rather than centuries. The reason, say the researchers, is that if global temperatures rise more than 1.5C above pre-industrial levels, some parts of the Antarctic environment might be more vulnerable to irreversible change than had been thought.

‘We’ve got a major problem with the West Antarctic ice sheet. Is it on its way to destruction?’

Martin Siegert, glaciologist

Either way, experts believe a global rise in sea level of at least three metres may now be inevitable as a result of the break-up of Antarctica’s giant western glaciers. That may not spell the end of beaches, but it would be enough to make the Netherlands nervous. The UK could lose Lincolnshire and parts of East and South Yorkshire unless flood defences are substantially improved. Mumbai, New York and Shanghai would all be vulnerable.

The glaciology and geology of Antarctica are better understood now than when Robinson’s novels were published in the 1990s. Satellites began capturing images of the polar cap in 1978 and up to this point British Antarctic Survey and other research teams had surveyed the continent’s seismology using drills and dynamite.

Now, researchers use airborne radar to chart the seabed under the ice, investigate the deep waters below the ice sheet using autonomous vehicles such as the Nasa-funded Icefin, and can tag elephant seals with sensors that measure temperatures 1,000 or more metres below the surface.

“The fundamentals of the West Antarctic ice sheet are known fairly well now,” said glaciologist Prof Martin Siegert, who is deputy vice-chancellor of the University of Exeter. “It’s a marine-based ice sheet, so it’s resting on a bed, but all around it is ocean water.”

The ice may seem solid, but it consists mostly of glaciers, such as the vast Thwaites, which flow slowly down towards the ocean. That ocean water has been getting warmer along with the rest of the planet, which create a particular problem here. The warmer water eats away at the point where the ice meets the seabed, which scientists call the grounding line.

Rob Larter, a marine geophysicist with the British Antarctic Survey, says the ice shelves rise and fall by a metre or so each day, pushing the warmer water up and down and putting the glaciers under further stress. As the water separates ever-larger amounts of ice from the seabed, the ice sheet grows less and less stable, cracking up and calving icebergs.

Since Robinson’s Mars trilogy was published, the rate of ice loss from the West Antarctic sheet has accelerated sixfold, the Nature researchers said.

“The way we’re losing ice is the increased flow of these big glaciers – Thwaites, Pine Island,” Larter said. “They’re flowing faster. The Thwaites is the keystone of the West Antarctic ice sheet. It sits in the middle. If you take out Thwaites, you open up new fronts on the large glacier basins either side of it.”

Hollowing out the ice sheet would allow warmer water to start melting its underbelly.

Yet Siegert said, there are gaps in the science that leave important questions open: “We know we’ve got a major problem with the West Antarctic Ice Sheet.

“Is it on its way to complete destruction? And if it is, how long will that take? To answer that properly, we need a huge amount of geophysical data.”

Scientists’ understanding of the ice sheet is a patchwork of studies, he said, so they are working on the next generation of radar surveys to establish more precisely factors such as how unstable the ice shelf is, and where the grounding line is retreating fastest.

For Siegert and his colleagues, the solution is obvious: keep global heating below 1.5C and the worst effects will be avoided.

Other scientists have suggested geo-engineering solutions, such as spraying Antarctica with sulphur dioxide to reflect sunlight back into space, scattering hollow glass beads into new ice to thicken it, or installing sea curtains to divert warm water away from the ice sheet.

“The cost of these things would be absolutely huge,” said Jim Marschalek, a postdoctoral research associate at Imperial College London and part of its West Antarctic team. “It’s so hard – and so costly – to work in Antarctica because it’s such a hostile place. You’re better off spending the money decarbonising.”

Some scientists are alarmed that these geo-engineering ideas are being taken seriously, with projects under way in the US and EU, and are mobilising opposition. For now, science fiction is not done with Antarctica.

Photograph by Nature Picture Library/Alamy

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We’re really talking about glass beads and ice curtains instead of bike lanes?
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A group of scientists set out to study quick learners. Then they discovered they don't exist | KQED

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But as the scientists confirmed their numerical results across 27 datasets, they began to understand that we commonly misinterpret prior knowledge for learning. Some kids already know a lot about a subject before a teacher begins a lesson. They may have already had exposure to fractions by making pancakes at home using measuring cups. The fact that they mastered a fractions unit faster than their peers doesn’t mean they learned faster; they had a head start.

Like watching a marathon

Koedinger likens watching children learn to watching a marathon from the finish line. The first people to cross the finish line aren’t necessarily the fastest when there are staggered starts. A runner who finished sooner might have taken five hours, while another runner who finished later might have taken only four hours. You need to know each runner’s start time to measure the pace.

Koedinger and his colleagues measured each student’s baseline achievement and their incremental gains from that initial mark. This would be very difficult to measure in ordinary classrooms, but with educational software, researchers can sort practice exercises by the knowledge components required to do them, see how many problems students get right initially and track how their accuracy improves over time.

In the LearnLab datasets, students typically used software after some initial instruction in their classrooms, such as a lesson by a teacher or a college reading assignment. The software guided students through practice problems and exercises. Initially, students in the same classrooms had wildly different accuracy rates on the same concepts. The top quarter of students were getting 75% of the questions correct, while the bottom quarter of students were getting only 55% correct. It’s a gigantic 20 percentage point difference in the starting lines.

However, as students progressed through the computerized practice work, there was barely even one percentage point difference in learning rates. The fastest quarter of students improved their accuracy on each concept (or knowledge component) by about 2.6 percentage points after each practice attempt, while the slowest quarter of students improved by about 1.7 percentage points. It took seven to eight attempts for nearly all students to go from 65% accuracy, the average starting place, to 80% accuracy, which is what the researchers defined as mastery.

The advantage of a head start

The head start for the high achievers matters.  Above average students, who begin above 65% accuracy take fewer than four practice attempts to hit the 80% threshold. Below average students tend to require more than 13 attempts to hit the same 80% threshold. That difference – four versus 13 – can make it seem like students are learning at different paces. But they’re not. Each student, whether high or low, is learning about the same amount from each practice attempt. (The researchers didn’t study children with disabilities, and it’s unknown if their learning rates are different.)

The student data that Koedinger studied comes from educational software that is designed to be interactive and gives students multiple attempts to try things, make mistakes, get feedback and try again. Students learn by doing. Some of the feedback was very basic, like an answer key, alerting students if they got the problem right or wrong. But some of the feedback was sophisticated. Intelligent tutoring systems in math provided hints when students got stuck, offered complete explanations and displayed step-by-step examples.

The conclusion that everyone’s learning rate is similar might apply only to well-designed versions of computerized learning. Koedinger thinks students probably learn at different paces in the analog world of paper and pencil, without the same guided practice and feedback. When students are learning more independently, he says, some might be better at checking their own work and seeking guidance.

Struggling students might be getting fewer “opportunities” to learn in the analog world, Koedinger speculated. That doesn’t necessarily mean that schools and parents should be putting low-achieving students on computers more often. Many students quickly lose motivation to learn on screens and need more human interaction.

Memory ability varies

Learning rates were especially steady in math and science – the subjects that most of the educational software in this study focused on. But researchers noticed more divergence in learning rates in the six datasets that involved the teaching of English and other languages. One was a program that taught the use of the article “the,” which can be arbitrary. (Here’s an example: I’m swimming in the Atlantic Ocean today but in Lake Ontario tomorrow. There’s no “the” before lakes.) Another program taught Chinese vocabulary. Both relied on students’ memory and individual memory processing speeds differ. Memory is important in learning math and science too, but Koedinger said students might be able to compensate with other learning strategies, such as pattern recognition, deduction and induction.

To understand that we all learn at a similar rate is one of the best arguments I’ve seen not to give up on ourselves when we’re failing and falling behind our peers. Koedinger hopes it will inspire teachers to change their attitudes about low achievers in their classrooms, and instead think of them as students who haven’t had the same number of practice opportunities and exposure to ideas that other kids have had. With the right exercises and feedback, and a bit of effort, they can learn too. Perhaps it’s time to revise the old saw about how to get to Carnegie Hall. Instead of practice, practice, practice, I’m going to start saying practice, listen to feedback and practice again (repeat seven times).

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sarcozona
2 days ago
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Epiphyte City
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when i was younger and stupid and in the (glass) closet i was dating the son of a pharmacologist….

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inkskinned:

when i was younger and stupid and in the (glass) closet i was dating the son of a pharmacologist. this man had made millions developing medications. he was fond of me and privately told me i was too funny and smart to be dating boys.

he also said that it was incredibly unlikely that sexism will ever be resolved in the medical field. that the majority of medications i will ever take - even some of which are “for women” - will not be clinically tested on my body.

the problem, he said, was in getting any human clinical trial approved. to test on a body with a uterus - any body, even elderly patients or those who have been sterilized - was often nigh-impossible, because the concern was that the test patient may, at any point, become pregnant. once/if the patient became pregnant, the study would not be about “the effects of New Medication on the body.” instead, the trial would fail - the results would be “the effects of New Medication on a developing fetus/pregnant patient.”

it was massively easier, he said, to just test without accounting for a uterus. that’s how he phrased it - accounting for a uterus.

at the time, i remember him talking about the ethical implications of testing on a developing fetus; how such testing could theoretically bankrupt a company if a lawsuit was filed. he talked about informed consent and about how long it took for any legislation to be passed about this - that in 1993; the year i was born, it finally became illegal to outright exclude women and minorities from clinical trials.

i remember him shrugging. “that’s not to say it doesn’t happen,” he said. my ears were ringing.

i was thinking about how every time i have been rushed to the ER, the first thing they have asked me is if i am pregnant. when i broke my wrist at 16 years old - despite never having had sex - they made me wait three hours for the test to come back negative before they gave me pain meds. the possibility of a child haunts my health.

how many people have died on the table because they were waiting for the pregnancy test before treatment. how many people have died on the table because they were pregnant, and the only thing we care about is the fetus.

it is hard to explain to other people, but it feels like some kind of strange ghost. our entire lives, we are supposed to “save” our bodies for our future partners. but really we are just saving the body for the future child, aren’t we? that hovering future-almost that cartwheels around in a miasma. you can’t get your tubes tied, what if you change your mind? think of the child you must have, eventually.

who cares about you and your actual safety. think about what you could be carrying.

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rocketo
1 day ago
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seattle, wa
sarcozona
3 days ago
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Epiphyte City
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