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NASA’s Mars Rovers Are Having a Rough Time Out There



The two robots, working alone and far apart from one another, are struggling on their respective treks along the Red Planet's rough terrain.




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SNP MSP welcomes contest with Flynn as she declares bid to restand for seat

"I look forward to any contest, where of course it will be for branch members to select those they wish to represent them in Holyrood in the 2026 Scottish Parliament elections.”




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Treasury stake in NatWest falls to 11.4% on £1bn shares buyback

NATWEST has moved to reduce the UK Government’s stake in the bank after buying back a significant tranche of shares from the Treasury in what it described as a “another important milestone”, it was announced this morning.




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Stunning Rangers and Celtic 3D chess sets are pitch perfect for Christmas

3D Scotland are an innovative, Glasgow-based company who specialise in the design and manufacture of unique chess sets. Their sets have proved extremely popular as Christmas gifts, graduation gifts, fathers’ day gifts and everything in between.




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Record obesity rates and a dental crisis: Survey lays bare state of nation's health

What does 2023's Scottish Health Survey tell us about Scotland's population - from smoking rates to obesity, and alcohol consumption?




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Film on bid to ban greyhound racing in Scotland wins major animal welfare award

A film about a campaign to ban greyhound racing in Scotland has won an animal welfare award at a ceremony in London.




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Scottish investment group sells off software subsidiary

Scottish investment giant abrdn has sold its Focus Solutions software business and is said to be eyeing other potential disposals




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RPG Cast – Episode 548: “Do Not Karen on Me”

New Game Plus Expo comprises the bulk of this week’s news, while the crew ponders their love and hate for Phantasy Star Online 2. Just what has Anna Marie been playing the last two weeks? You’ll have to listen to the episode to find out!

The post RPG Cast – Episode 548: “Do Not Karen on Me” appeared first on RPGamer.




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RPG Cast – Episode 575: “You Only Press F for Things You Care About”

Chris really wants a giant salad in a bread bowl, Anna Marie says no to Poké-non theories. Kelley is having all the Crises because Chris won't let her read the news in peace, and Alex is quietly contemplating a Final Fantasy VII: Belt Edition while everyone argues.

The post RPG Cast – Episode 575: “You Only Press F for Things You Care About” appeared first on RPGamer.



  • News
  • Podcasts
  • RPG Cast
  • Crisis Core: Final Fantasy VII
  • Final Fantasy VII
  • Final Fantasy VII Ever Crisis
  • Final Fantasy VII Remake
  • Final Fantasy VII The First Soldier
  • Persona 5 Strikers
  • Pokémon Brilliant Diamond / Shining Pearl
  • Pokémon Legends Arceus
  • Ys IX


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RPG Cast – Episode 579: “Bad Nugs Are Still Nugs”

Josh tells us another tale of the Mehss Effect. Sam poots. Anna Marie gets snuggles, not struggles. Kelley tells us about the big hole in her heart. And Chris disinfects himself with Atelier Lysol.

The post RPG Cast – Episode 579: “Bad Nugs Are Still Nugs” appeared first on RPGamer.




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RPG Cast – Episode 582: “Are Those Cat Butthole Coasters?”

Chris gets review bombed outta existence, after Pascal gleefully mocks the list of games that Chris still didn't play. Anna Marie insists genital monsters yes, f-bombs no. Kelley thinks Anna Marie should get out of the pocket of Big Farming. We're all pretty tired from vaccine side effects, please bear with us.

The post RPG Cast – Episode 582: “Are Those Cat Butthole Coasters?” appeared first on RPGamer.




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RPG Cast – Episode 627: “Maybe His Feet Are Nobodies”

This week on RPG Cast, Kelley falls asleep for four years and misses the announcement of Kingdom Hearts 4. Chris is a five year old with beefy fists. Sam tells us how her video game marriage life works. And we all agree that Bidoof is our buddy.

The post RPG Cast – Episode 627: “Maybe His Feet Are Nobodies” appeared first on RPGamer.





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RPG Cast – Episode 677: “My Parents Thought Final Fantasy Tactics Was a Strategy Guide”

Kelley "accidentally" barbecues her horse. Josh slaps "Trails" onto Horizon: Forbidden West to get Americans to play it. Jason has to go get a tako taco.

The post RPG Cast – Episode 677: “My Parents Thought Final Fantasy Tactics Was a Strategy Guide” appeared first on RPGamer.



  • News
  • Podcasts
  • RPG Cast
  • Fuga: Melodies of Steel 2
  • Horizon Forbidden West
  • Like a Dragon: Ishin!
  • The Legend of Zelda: Tears of the Kingdom

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RPG Cast – Episode 686: “Head Harem”

Sam puts magnets on her arms. Kelley sits down to play Diablo 4 with a proper English muffin. Chris gets hit with a pie for money. And Phil has the cast roll a head-petting check.

The post RPG Cast – Episode 686: “Head Harem” appeared first on RPGamer.





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Switch Comfortably Best-Seller - Japan Hardware Estimates for October 2024

The Nintendo Switch was the best-selling console in Japan with 241,803 units sold for October 2024, according to VGChartz estimates. The Nintendo Switch has now sold an estimated 34.30 million units lifetime in Japan.

The PlayStation 5 sold an estimated 49,056 units to bring its lifetime sales to 6.12 million units. The Xbox Series X|S sold 5,862 units to bring their lifetime sales to 0.64 million units. The PlayStation 4 sold an estimated 162 units to bring its lifetime sales to 9.68 million units.

PS5 sales compared to the same month for the PS4 in 2017 are down by nearly 53,000 units, while the Xbox Series X|S compared to the same month for the Xbox One are up by over 5,000 units. PS4 sold 101,851 units for the month of October 2017 and Xbox One sales were at 563 units.

Nintendo Switch sales compared to the same month a year ago are down by 41,368 units (-14.6%). PlayStation 5 sales are down by 17,208 (-26.0%) and Xbox Series X|S sales are down by 2,294 units (-28.1%). The PlayStation 4 is down by 5,362 units (-97.1%) year-over-year.

Looking at sales month-on-month, Nintendo Switch sales are down up nearly 67,000 units, the PlayStation 5 sales are down by over 4,000 units, and Xbox Series X|S sales are up by over 2,000 units.

2024 year-to-date, the Nintendo Switch has sold an estimated 2.47 million units, the PlayStation 5 has sold 1.16 million units, and the Xbox Series X|S has sold 0.09 million units.

Monthly Sales:

Japan hardware estimates for October 2024 (Followed by lifetime sales):

  1. Switch - 241,803 (34,300,699)
  2. PlayStation 5 - 49,056 (6,121,649)
  3. Xbox Series X|S - 5,862 (636,764)
  4. PlayStation 4 - 162 (9,679,626)

Weekly Sales:

Japan October 12, 2024 hardware estimates:

  1. Switch - 55,097
  2. PlayStation 5 - 11,810
  3. Xbox Series X|S - 429
  4. PlayStation 4 - 31

Japan October 19, 2024 hardware estimates:

  1. Switch - 58,866
  2. PlayStation 5 - 11,324
  3. Xbox Series X|S - 1,612
  4. PlayStation 4 - 36

Japan October 26, 2024 hardware estimates:

  1. Switch - 67,736
  2. PlayStation 5 - 11,951
  3. Xbox Series X|S - 1,207
  4. PlayStation 4 - 40

Japan November 2, 2024 hardware estimates:

  1. Switch - 60,104
  2. PlayStation 5 - 13,971
  3. Xbox Series X|S - 2,614
  4. PlayStation 4 - 55

A life-long and avid gamer, William D'Angelo was first introduced to VGChartz in 2007. After years of supporting the site, he was brought on in 2010 as a junior analyst, working his way up to lead analyst in 2012 and taking over the hardware estimates in 2017. He has expanded his involvement in the gaming community by producing content on his own YouTube channel and Twitch channel. You can contact the author on Twitter @TrunksWD.

Full Article - https://www.vgchartz.com/article/463008/switch-comfortably-best-seller-japan-hardware-estimates-for-october-2024/




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What are we all playing this weekend?

Okay, look folks, I'm terribly sorry you've been trapped in the bubble of silence for this weekend while comments are still un-fucking themselves. I'm expecting some really juicy catch-up comments next weekend! In the meantime, this post will stay up as usual so you can at least hear what we're getting up to in the treehouse.

Congratulations on making it to another checkpoint, fellow traveller. Please spend your hard-earned coin on one of the following bonuses: either a weekend of games but no sleep; a weekend of sleep but no games; or a weekend of health and activity but nothing to post in the comments below? Your choice! Here's what we're all clicking on this weekend.

Read more



  • Playing This Weekend

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Dragon Age: The Veilguard won't get expansions, reports say, as BioWare move to the next Mass Effect

BioWare currently has no plans for Dragon Age: The Veilguard expansions, according to reports. Instead the studio will support the fantasy RPG with smaller updates and otherwise turn their full attention towards Mass Effect 5.

Read more




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Warcraft 2: Tides Of Darkness Remastered apparently leaks ahead of the RTS series’ 30th anniversary direct next week

We’re still a week away from Blizzard’s Warcraft 30th Anniversary Direct next Wednesday the 13th of November, but art from an apparent remaster of 1995 real time strategy game Warcraft II: Tides Of Darkness has leaked online, via Xibbly user Stiven. It’s a thin one, as far as leaks go, but does show what looks to be cover, logo art, and a Battle.net icon. Thanks for the spot, Percy Coswald Gamer.

Read more





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Take-Two are selling Private Division and closing Roll7 and Intercept, because they're in "the business of making great big hits"

Take-Two Interactive have sold their publishing label Private Division to an unnamed party, along with five of Private Division's "live and unreleased titles". The GTA 6 publisher have also finally confirmed that they have shut down OlliOlli World and Rollerdrome devs Roll7 together with Kerbal Space Program 2 creators Intercept Games, months after performing mass layoffs at both studios.

Read more




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Sega are delisting over 60 'classic' games from Steam, including Crazy Taxi and Streets Of Rage

Sega are delisting several bundles of 'classic' games from digital stores, along with "select individual" games. On Steam specifically, this adds up to over 60 games in total, including several actual classics including the original Streets Of Rage trilogy, Crazy Taxi, and Jet Set Radio.

The games will be removed on December 6th but will remain playable to those who already own them.

Read more




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Nvidia are slapping a 100-hour monthly cap on GeForce Now streaming, with charges for extra time

GeForce Now, Nvidia’s PC-focused game streaming service, will begin calling time on its most muscular of power users. A post on the GFN subreddit announced the introduction of a 100-hour monthly cap (or "allowance"), effective from January 1st 2025 for anyone who signs up after that date. Existing streamists, or anyone who signs up by the end of 2024, will get a year’s grace period before the limit kicks in from January 2026.

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Here are the patents Nintendo and the Pokémon Company are suing Palworld about, according to Pocketpair

Palworld developers Pocketpair have finally revealed which patents Nintendo and the Pokémon Company are suing them about. It looks like they're focusing on the act of throwing capsular items to catch or release monsters, together with the usage of monsters as mounts.

If you've somehow yet to encounter Palworld, it's a bestselling survival game that takes hefty - some would say, scandalous - inspiration from Pokémon, with players poaching Pokésque critters using magic spheres, and deploying them as soldiers and minions.

Read more




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What are we all playing this weekend?

Alright everyone, let's put this new comments section through its paces. I want to hear deep and detailed roundups of everything you've been playing over the past two weeks this time! We're gonna make our tech team weep. Here's what we're clicking on this weekend!

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  • Playing This Weekend

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Ubisoft is being sued over The Crew in a lawsuit that compares the server shutdown to a bumperless pinball machine

"Imagine you buy a pinball machine, and years later, you enter your den to go play it, only to discover that all the paddles are missing, the pinball and bumpers are gone, and the monitor that proudly displayed your unassailable high score is removed". As reported by Polygon, that's an argument put forth by a new lawsuit against Ubisoft, filed by two Californian players of The Crew. They're suing the company in a proposed class action lawsuit over shutting down the racing game's servers, rendering it unplayable.

Read more




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Puerto Ricans still don’t have reliable drinking water, and fears of contamination are rising

Watch Video | Listen to the Audio

JUDY WOODRUFF: It’s been almost a month since Hurricane Maria destroyed much of Puerto Rico and killed at least 48 people. The island and its residents are still coming to grips with the scale of the devastation.

William Brangham brings us the latest.

WILLIAM BRANGHAM: Many Puerto Ricans are still in the dark, without electrical power. Hundreds of thousands still have no access to running water, and the rebuilding of the countless damaged homes, roads and facilities is just beginning.

The Associated Press reported yesterday that almost half the sewage treatment plants on the island are still out of service, increasing the risk of contamination and disease.

I’m joined now by David Begnaud. He’s a correspondent from CBS News who’s been doing some very strong reporting there from since when the storm hit, and is just back from his latest trip to the island.

David, welcome to the NewsHour.

I wonder. We saw many of your reports and others of people still three weeks out from the storm who are still drinking from streams and creeks. You heard — I mentioned this AP report about fears of contamination.

Can you just tell us what is going on there? How are people getting water now?

DAVID BEGNAUD, CBS News: Well, let me tell you this.

The governor of Puerto Rico said this morning that he’s aware of those reports and that they’re looking into it. What’s concerning, William, is that three weeks after the storm and at least a week after the allegations first surfaced that people might be trying to drink from toxic wells at what’s known as Superfund sites, the governor of Puerto Rico is still saying, we’re looking into it and telling people to stay out of rivers where sewage may be spilling into the river.

And, he said, we want them to stay away from the coastal areas.

How are people doing? They’re still desperate to get water. No one seems to be able to figure out how to get enough water to every single person on that island who needs it. And as long as people need water, it’s still an emergency phase.

Nearly four weeks later, no one seems to be able to move from the emergency to the recovery.

WILLIAM BRANGHAM: So, people who are — we see them drinking out of these PVC pipes that they have kind of rigged and sort of poked into the side of a creek.

People are just drinking that water straight, without purification, without boiling it; is that right?

DAVID BEGNAUD: Absolutely.

Look, they have got the PVC pipes tapped into the mountains so that it’s coming out of the stream that way. And they literally are — I saw a woman walk up to a potable water tank that the military had brought in, and she had a Clorox bottle.

And I said, “Ma’am, you’re putting drinkable water in a Clorox bottle?”

And she said, “It’s all I have got.”

Now, that was a good scenario. The other scenarios are people right now who are drinking from streams and creeks and rivers who have no water filters, who have nothing, right? They’re just taking this water.

Now, listen, the government got a million water-purifying tablets within the last week. It took almost three weeks to get those. Now there’s a large push to bring in water filters.

I have got to tell you, most of the water filters I’m seeing brought in are coming from the private sector, and civilian samaritans who are getting 1,000 or more from the mainland and flying them over to Puerto Rico and personally hand-delivering them.

WILLIAM BRANGHAM: That’s really incredible.

Medical facilities were another big — just a huge devastation on the island. I know you have been doing a lot of reporting on the USS Comfort.

DAVID BEGNAUD: Yes.

WILLIAM BRANGHAM: This is the huge Naval hospital that is now just offshore Puerto Rico.

But I understand it hasn’t been fully utilized. Can you tell us what your reporting has found there?

DAVID BEGNAUD: The two men running the ship told us that nearly 87 percent of the ship is empty. Sounds alarming, right? They have 200 beds, and 87 percent are empty.

Now, here’s what they said: We stand ready for whatever the government wants to do. We are waiting to be told by the government.

So, I went to the governor, and said exactly what’s happening. And he said: “Look, I’m not satisfied with what the protocol was from the beginning.”

He said, initially, they were prioritizing only the most critically ill patients go to the Comfort. And he said there was a layered process that was complicating things.

So, the governor, Ricardo Rossello, said: “I started to take out some of those layers, and I, said, listen, take people on the ship who may not be critically ill, but need good medical care and can’t get it at the hospital, where the lights are flickering and the A.C. is not running.”

That’s what the governor said.

Within a matter of hours, I got a tweet from a third-year medical student who said: “Let me tell you what a nightmare it has been to reach the Comfort.”

He said: “We have got a pediatric patient who desperately needs to get off this island, either to a hospital on the mainland or to the Comfort.”

And he said: “I went through Google and the local newspaper to find the number. I couldn’t find it.”

Now, here is how things work. Within about 30 minutes of that tweet going out and that medical student’s story being posted, the governor’s spokesperson responded with numbers that should be able to help.

The bottom line here, William, is that asking relentless questions and the good work of journalism is what’s making a difference there. It’s no one person. There’s no heroic work that’s being done by any journalist, other than people who are going back to the same officials and asking some of the same questions, relentlessly seeking the right answer that will make a difference.

WILLIAM BRANGHAM: One of the other pieces of reporting that you did that was very early in the story was this backlog of supplies trapped in container ships on the ports in Puerto Rico.

I understand some of that — some of those supplies are now moving. Can you tell us, are they getting to where they need to be throughout the island?

DAVID BEGNAUD: So, the shipping containers you’re talking about, about 3,000 sitting in the Port of San Juan, have been moved out, not all of them, but a majority of them.

And they were intended for grocery stores around the island. Right? So, those were private companies that had brought in these shipping containers, paid for the supplies, but couldn’t move them because their truck drivers were either at home, because the home had been destroyed, or the road was impassable.

More and more supplies are getting out. But let me tell you, the grocery stores around the island, they have a lot of nonperishables, Pringles, candy, cookies, all on the shelf.

But when you go to the meat section, it’s nearly 75 percent empty at the stores we have been to, the produce section 90 percent empty. And finding bottled water there is almost like playing a game.

WILLIAM BRANGHAM: David Begnaud, CBS News, thank you so much for your reporting. Thanks for your time.

DAVID BEGNAUD: You bet.

The post Puerto Ricans still don’t have reliable drinking water, and fears of contamination are rising appeared first on PBS NewsHour.




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Karen Pence to outline goals for art therapy initiative

File photo of Karen Pence (right) by Jonathan Ernst/Reuters

WASHINGTON — When Karen Pence found out that an art therapist in hurricane-ravaged Puerto Rico couldn’t afford the clay her clients needed, she sprang into action.

A trained watercolor artist and advocate of the little-known mental health profession, Vice President Mike Pence’s wife went to the Virginia art supply store she frequented when they lived in the state during his tenure in Congress, bought 120 pounds of self-drying clay and packed it aboard Air Force Two for their flight down to survey the damage.

“She cleaned him out,” the vice president said of the store’s owner.

Mrs. Pence made art therapy her cause ever since she first learned about it more than a decade ago. She has visited numerous art therapy programs, both in the U.S. and abroad, and on Wednesday in Florida, nine months into the administration, she planned to formally announce the goals for her art therapy initiative.

She wants to help people understand the difference between art therapy and arts and crafts, and to grasp that art therapy is a viable option for treating trauma, injury and other life experiences. She also wants to encourage young people to choose art therapy as a career.

“I don’t think that a lot of people understand the difference between therapeutic art and art therapy,” Mrs. Pence, a trained watercolor artist, told The Associated Press in an exclusive interview before the announcement at Florida State University in Tallahassee. The school has an art therapy program she described as “tremendous.”

Blabbing to a girlfriend can be therapeutic, she explained, but it is not the same as art therapy, which has three elements: a client, a trained therapist and art.

READ MORE: VP Pence’s wife aims to raise awareness about art therapy

As passionate as she is about raising art therapy’s profile, other issues help make Karen Pence tick, too.

One of them is helping military families, especially spouses. Her only son, Michael, is in the Marines.

There’s also her interest in honeybees. Mrs. Pence installed a beehive on the grounds of the U.S. Naval Observatory, where the vice president’s official residence is located, to help call attention to a decline in managed bee colonies that officials say could negatively affect U.S. agricultural production. She had a beehive at the Indiana governor’s residence for the same reason.

Now 60 and married to the vice president since 1985, Mrs. Pence has long been viewed as one of her husband’s most trusted political advisers. They are often together on trips, at the White House, or at the observatory, almost always holding hands.

Since returning to Washington in January (the family lived in the area when her husband served in Congress), she has accompanied the vice president on goodwill tours of Europe, Asia and Latin America, as well as trips to survey recent hurricane damage in Texas, Puerto Rico and the U.S. Virgin Islands. She tries to visit art therapy programs wherever she goes. Journalists who travel with Pence often keep an eye out for his wife; she often brings them cookies when he ventures back to the press cabin for small talk.

READ MORE: Devastated Puerto Rico needs unprecedented aid, says governor

She’s even done a little campaigning, urging Virginians to vote next month for Ed Gillespie in what’s viewed as a tight gubernatorial race.

“It really makes a difference, I can tell you. Nobody thought that we were going to win,” she said, an apparent reference to the Trump-Pence ticket.

The vice president often refers to his wife as the family’s “prayer captain.” She has led congregations in prayer during their hurricane-damage trips.

“We’re people of faith so we just try and approach everything with prayer,” Mrs. Pence said from her sunny, second-floor office in the Eisenhower Executive Office Building in the White House complex, where she and her staff enjoy coveted views of the Washington Monument and Jefferson Memorial. Art therapy drawings given as gifts adorn the outer office.

She proudly displayed several of her paintings, including of the Capitol dome, the vice president’s residence, a Ball canning jar-turned-flower vase, a cardinal bird and a pink peony. She turns many of her watercolors into prints and boxed notecards that she gifts to art therapists she meets.

Except for myriad pets, including two cats, a dog and a rabbit named Marlon Bundo, the Pences are empty nesters. Their son and two adult daughters are off on their own.

“I think for us this is a good time in our life for this role because our kids are out of college. They’re living their own lives,” Mrs. Pence said.

She’s also launching a blog in conjunction with Wednesday’s announcement to chronicle her visits to art therapy programs.

The post Karen Pence to outline goals for art therapy initiative appeared first on PBS NewsHour.




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Critics of the International Space Station are missing the point

As the International Space Station comes to the end of its life, we should recognise its biggest achievement – showing that a better world is possible




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Banana-shaped galaxies are helping unpeel the mysteries of dark matter

Astronomers have been spotting strange banana-shaped galaxies and the evidence seems to indicate that filaments of dark matter make them take this shape




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We keep finding water on Mars – here are all the places it might be

Researchers recently found a possible reservoir of liquid water more than 11 kilometres below Mars's surface – the latest in a long series of potential water discoveries on the Red Planet, hinting at its temperate past




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What are the weird noises coming from Boeing's Starliner capsule?

NASA is investigating a strange noise coming through the speaker on Boeing’s Starliner capsule, which has been beset with technical issues




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Black hole’s jets are so huge that they may shake up cosmology

Spanning 23 million light years, or 220 Milky Way galaxies, a set of giant, newly discovered black hole jets known as Porphyrion may change our understanding of black holes and the structure of the universe




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Bacteria on the space station are evolving for life in space

Genetic analysis shows that microbes growing inside the International Space Station have adaptations for radiation and low gravity, and may pose a threat to astronauts




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ESA prepares Hera mission to investigate aftermath of NASA DART impact

The European Space Agency's Hera spacecraft must be thoroughly tested before being sent to investigate the aftermath of the collision of NASA's DART probe with Dimorphos




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We are a long way from pregnancy being safe on Mars

Dangerous radiation reaches Mars at levels we aren't exposed to on Earth, which makes the Red Planet a particularly dangerous place to be during pregnancy




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We need transparency from the companies disseminating misinformation

As misinformation about the upcoming US elections rockets across social media, creating chaos, companies need to be honest about where this content is coming from, says Annalee Newitz




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The deepfakes of Trump and Biden that you are most likely to fall for

Experiments show that viewers can usually identify video deepfakes of famous politicians – but fake audio and text are harder to detect




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OpenAI’s warnings about risky AI are mostly just marketing

A powerful new AI called o1 is the most dangerous that OpenAI has ever released, the firm claims – but who are these warnings for, asks Chris Stokel-Walker




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Useful quantum computers are edging closer with recent milestones

Google, Microsoft and others have taken big steps towards error-free devices, hinting that quantum computers that solve real problems aren’t far away




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AIs are more likely to mislead people if trained on human feedback 

If artificial intelligence chatbots are fine-tuned to improve their responses using human feedback, they can become more likely to give deceptive answers that seem right but aren’t




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Drone versus drone combat is bringing a new kind of warfare to Ukraine

Machines are fighting machines on the Ukrainian battlefield, as a technological arms race has given birth to a new way to wage war




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It's parents who are anxious about smartphones, not their children

Smartphones have indeed created an "anxious generation", but it isn't young people, it is their parents, argues neuroscientist Dean Burnett




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Human scientists are still better than AI ones – for now

A simulator for the process of scientific discovery shows that AI models still fall short of human scientists and engineers in coming up with hypotheses and carrying out experiments on their own




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How 'quantum software developer' became a job that actually exists

While quantum computers are still in their infancy, more and more people are training to become quantum software developers




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Are we really ready for genuine communication with animals through AI?

Thanks to artificial intelligence, understanding animals may be closer than we think. But we may not like what they are going to tell us, says RSPCA chief executive Chris Sherwood




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Audio AIs are trained on data full of bias and offensive language

Seven major datasets used to train audio-generating AI models are three times more likely to use the words "man" or "men" than "woman" or "women", raising fears of bias




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Robot Metalsmiths Are Resurrecting Toroidal Tanks for NASA



In the 1960s and 1970s, NASA spent a lot of time thinking about whether toroidal (donut-shaped) fuel tanks were the way to go with its spacecraft. Toroidal tanks have a bunch of potential advantages over conventional spherical fuel tanks. For example, you can fit nearly 40% more volume within a toroidal tank than if you were using multiple spherical tanks within the same space. And perhaps most interestingly, you can shove stuff (like the back of an engine) through the middle of a toroidal tank, which could lead to some substantial efficiency gains if the tanks could also handle structural loads.

Because of their relatively complex shape, toroidal tanks are much more difficult to make than spherical tanks. Even though these tanks can perform better, NASA simply doesn’t have the expertise to manufacture them anymore, since each one has to be hand-built by highly skilled humans. But a company called Machina Labs thinks that they can do this with robots instead. And their vision is to completely change how we make things out of metal.


The fundamental problem that Machina Labs is trying to solve is that if you want to build parts out of metal efficiently at scale, it’s a slow process. Large metal parts need their own custom dies, which are very expensive one-offs that are about as inflexible as it’s possible to get, and then entire factories are built around these parts. It’s a huge investment, which means that it doesn’t matter if you find some new geometry or technique or material or market, because you have to justify that enormous up-front cost by making as much of the original thing as you possibly can, stifling the potential for rapid and flexible innovation.

On the other end of the spectrum you have the also very slow and expensive process of making metal parts one at a time by hand. A few hundred years ago, this was the only way of making metal parts: skilled metalworkers using hand tools for months to make things like armor and weapons. The nice thing about an expert metalworker is that they can use their skills and experience to make anything at all, which is where Machina Labs’ vision comes from, explains CEO Edward Mehr who co-founded Machina Labs after spending time at SpaceX followed by leading the 3D printing team at Relativity Space.

“Craftsmen can pick up different tools and apply them creatively to metal to do all kinds of different things. One day they can pick up a hammer and form a shield out of a sheet of metal,” says Mehr. “Next, they pick up the same hammer, and create a sword out of a metal rod. They’re very flexible.”

The technique that a human metalworker uses to shape metal is called forging, which preserves the grain flow of the metal as it’s worked. Casting, stamping, or milling metal (which are all ways of automating metal part production) are simply not as strong or as durable as parts that are forged, which can be an important differentiator for (say) things that have to go into space. But more on that in a bit.

The problem with human metalworkers is that the throughput is bad—humans are slow, and highly skilled humans in particular don’t scale well. For Mehr and Machina Labs, this is where the robots come in.

“We want to automate and scale using a platform called the ‘robotic craftsman.’ Our core enablers are robots that give us the kinematics of a human craftsman, and artificial intelligence that gives us control over the process,” Mehr says. “The concept is that we can do any process that a human craftsman can do, and actually some that humans can’t do because we can apply more force with better accuracy.”

This flexibility that robot metalworkers offer also enables the crafting of bespoke parts that would be impractical to make in any other way. These include toroidal (donut-shaped) fuel tanks that NASA has had its eye on for the last half century or so.

Machina Labs’ CEO Edward Mehr (on right) stands behind a 15 foot toroidal fuel tank.Machina Labs

“The main challenge of these tanks is that the geometry is complex,” Mehr says. “Sixty years ago, NASA was bump-forming them with very skilled craftspeople, but a lot of them aren’t around anymore.” Mehr explains that the only other way to get that geometry is with dies, but for NASA, getting a die made for a fuel tank that’s necessarily been customized for one single spacecraft would be pretty much impossible to justify. “So one of the main reasons we’re not using toroidal tanks is because it’s just hard to make them.”

Machina Labs is now making toroidal tanks for NASA. For the moment, the robots are just doing the shaping, which is the tough part. Humans then weld the pieces together. But there’s no reason why the robots couldn’t do the entire process end-to-end and even more efficiently. Currently, they’re doing it the “human” way based on existing plans from NASA. “In the future,” Mehr tells us, “we can actually form these tanks in one or two pieces. That’s the next area that we’re exploring with NASA—how can we do things differently now that we don’t need to design around human ergonomics?”

Machina Labs’ ‘robotic craftsmen’ work in pairs to shape sheet metal, with one robot on each side of the sheet. The robots align their tools slightly offset from each other with the metal between them such that as the robots move across the sheet, it bends between the tools. Machina Labs

The video above shows Machina’s robots working on a tank that’s 4.572 m (15 feet) in diameter, likely destined for the Moon. “The main application is for lunar landers,” says Mehr. “The toroidal tanks bring the center of gravity of the vehicle lower than what you would have with spherical or pill-shaped tanks.”

Training these robots to work metal like this is done primarily through physics-based simulations that Machina developed in house (existing software being too slow), followed by human-guided iterations based on the resulting real-world data. The way that metal moves under pressure can be simulated pretty well, and although there’s certainly still a sim-to-real gap (simulating how the robot’s tool adheres to the surface of the material is particularly tricky), the robots are collecting so much empirical data that Machina is making substantial progress towards full autonomy, and even finding ways to improve the process.

An example of the kind of complex metal parts that Machina’s robots are able to make.Machina Labs

Ultimately, Machina wants to use robots to produce all kinds of metal parts. On the commercial side, they’re exploring things like car body panels, offering the option to change how your car looks in geometry rather than just color. The requirement for a couple of beefy robots to make this work means that roboforming is unlikely to become as pervasive as 3D printing, but the broader concept is the same: making physical objects a software problem rather than a hardware problem to enable customization at scale.