AI Could Translate 5,000-Year-Old-Language, Saving Time and Historical Insights

https://www.discovermagazine.com/the-sciences/ai-could-translate-5-000-year-old-language-saving-time-and-historical

Tens of thousands of cuneiform tablets are sitting around, just waiting to be translated. It’s not an easy job; the ancient language is based on wedge-shaped pictograms and includes more than 1,000 unique characters that vary by era, geography, and individual writer.

But decoding the pictograms could be a culturally and historically significant task. Cuneiform arose about 5,000 years ago in Mesopotamia, in what is now Iraq. It is one of four known pristine languages — writing systems with no known influences from any other. Some translated cuneiform tablets have revealed contents as banal as a record of inventory for shipping. Others have been more profound — like the “Epic of Gilgamesh," the first known written work of literature.

Those translations, done by a relatively few individuals who know the language, required a lot of labor — and perhaps some guesswork. Decoding such complexity would be the perfect job for artificial intelligence, thought some Cornell University researchers, who, with colleagues at Tel Aviv University, created a system to do just that, they report in a paper to be presented at an April 2025 conference.

AI Deciphers Ancient Tablets

The research team developed a system that overcomes the many obstacles that variations present to translation.

“When you go back to the ancient world, there’s a huge variability in the character forms,” Hadar Averbuch-Elor, a Cornell computer science professor who led the research, said in a press release. “Even with the same character, the appearance changes across time, and so it’s a very challenging problem to be able to automatically decipher what the character actually means.”

The computer system reads photographs of clay cuneiform tablets, then adjusts by computationally overlaying the images atop ones with similar features, and whose meaning is known. Because the system automatically aligns the two images until they digitally click into place, they named the system ProtoSnap.


Read More: Could AI Language Models Like ChatGPT Unlock Mysterious Ancient Texts?


What We Can Learn From Ancient Texts

In the paper, the researchers demonstrated that the snapped characters can be used to train the system to see other similarities between other characters later in the process, what they call downstream. When the system received such training, ProtoSnap performed much better at recognizing cuneiform characters — even rare ones or characters with lots of differences — than previous AI efforts.

This advance could help automate the tablet-reading process. This would save an enormous amount of time. It could also help scholars better compare writings from different times, cities, and authors. But most importantly, it would dramatically hasten the translation process — ultimately giving the world access to an abundance of ancient writing.

“The base of our research is the aim to increase the ancient sources available to us by tenfold,” Yoram Cohen, a co-author and archaeology professor at TAU said in the press release. “This will allow us, for the first time, the manipulation of big data, leading to new measurable insights about ancient societies – their religion, economy, social and legal life.”

Although many translated tablets will likely just show, say, a receipt for a livestock purchase, others could contain fascinating historical accounts — or even another epic poem.


Article Sources

Our writers at Discovermagazine.com use peer-reviewed studies and high-quality sources for our articles, and our editors review for scientific accuracy and editorial standards. Review the sources used below for this article:


Before joining Discover Magazine, Paul Smaglik spent over 20 years as a science journalist, specializing in U.S. life science policy and global scientific career issues. He began his career in newspapers, but switched to scientific magazines. His work has appeared in publications including Science News, Science, Nature, and Scientific American.

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March 5, 2025 at 03:54PM

When will Toyota build an EV with its simulated manual transmission?

https://www.autoblog.com/news/when-will-toyota-build-an-ev-with-its-simulated-manual-transmission

Toyota has long been known for its innovative approach to automotive technology and its commitment to providing drivers with engaging and reliable vehicles. Yet, when it comes to electric vehicles, the automaker has been more cautious than some of its competitors, focusing heavily on hybrids and hydrogen fuel cells. Although it is famous for its line of trucks and SUVs, the brand has also worked hard to bring more engaging gas-powered vehicles into its lineup, including the GR86, GR Supra, and GR Corolla, all of which have manual transmissions.

Lexus UX 300e

Toyota

In 2023, Toyota developed a simulated manual transmission for electric vehicles that provides a driving experience similar to that of a gas-powered automobile. They even put the revolutionary system in a Lexus UX 300e, and it did exactly what it was intended to do. This kind of system would be a first for production EVs, offering a rare blend of electric efficiency and old-school driving involvement. But when will Toyota actually build an EV with this unique and potentially game-changing feature?

Related: Costco members can save $3,000 on a new Chevy Corvette

A manual “shifting” transmission for a single-speed electric setup?

Toyota’s simulated manual transmission has a clutch pedal, a six-speed manual shifter, synthetic engine sounds, and even the ability to stall the engine. If you want convenience and comfort, you can even drive it in regular, boring EV mode. The simulated manual transmission Toyota developed for EVs isn’t just a novelty—it’s an effort to preserve the engaging driving experience that many enthusiasts associate with stick-shift cars.

Toyota EV shifter

Toyota

Traditional EVs are typically single-speed, using the instant torque of electric motors to deliver seamless acceleration without the need for gear changes. While this makes them efficient and smooth, it also removes the tactile, interactive element of shifting gears — something that many driving purists miss.

Lexus UX 300e


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Toyota’s simulated manual works via software, which allows the car to shake if the driver fails to depress the accelerator enough, shift into the wrong gear, or mishandle the clutch pedal. The six-speed shift gear shift is embedded in an old-school H-gate with microswitches in each gear position but no physical connection to any shift rods, syncros, etc. The clutch pedal utilizes a return spring for feel. The gearshift lever and the clutch aren’t mechanically connected to anything. This is a brilliant and innovative system designed to make the driving experience as authentic as possible.

Related: Volvo ES90: An all-electric sedan that defines the future

What is Toyota’s plan with the revolutionary transmission?

Toyota’s electric vehicle strategy has been deliberate and measured as evidenced by its single EV offering, the bZ4x. The company has invested heavily in hybrid technology and has been a strong proponent of hydrogen fuel-cell vehicles like the Mirai. That said, Toyota has been criticized for lagging behind in the all-electric space, especially as automakers like Tesla, Hyundai, and Ford push forward with ambitious EV lineups.

Toyota FT-Se

Toyota

In December 2021, Toyota announced plans to release 30 new EV models by 2030, with the aim of selling 3.5 million electric vehicles annually by the end of the decade. They have since scaled back their EV plans, and rightly so given the slowing demand for electric vehicles. Toyota now expects to produce around 1 million EVs by 2026, down from the previous 1.5 million target. But as for when the simulated manual transmission will debut, Toyota has been tight-lipped.

There was the possibility of integrating this new transmission into future electric sports cars, like a potential EV successor to the Toyota GR86 or Supra, but now it appears that both models’ successors will probably have gas engines with mild hybrid assist. 

Toyota FT-Se


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Reports from Toyota insiders suggest that the company could launch a prototype featuring the simulated manual transmission by 2026, and the most likely candidate is the sporty, all-wheel-drive FT-Se EV concept introduced in 2023. This timeline aligns with Toyota’s broader EV goals and its push to bring more diverse electric options to the market. The use of a driver-centric EV aligns nicely with the company’s increasing focus on sporty vehicles.

As Toyota continues to expand its EV lineup, the prospect of a driver-focused electric sports car with a simulated stick shift is exciting. While we may have to wait a few more years to see it in action, the mere possibility suggests that Toyota is serious about keeping driving fun, even in an electric future.

Related: 2025 Toyota Camry vs Honda Accord: a midsize mashup

Final thoughts

A simulated manual could differentiate Toyota’s EVs in an increasingly crowded market. As electric cars become more common, features that enhance driving experience — rather than just efficiency and range — will likely become key selling points.

Toyota will need to determine whether a simulated manual transmission in an EV is a niche offering or something that could attract a wider audience by providing a more connected driving experience. Then there’s the question of how well the final product will be executed. To draw enthusiasts, it would have to improve on its mechanical “feel” and how well it mimics a real manual gearbox. If the system feels artificial or gimmicky, it could struggle to win people over.

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Related: GM sued for selling driver data to insurers

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March 5, 2025 at 04:03PM

This AI Bookmark Might Actually Help You Finish Reading Books

https://gizmodo.com/this-ai-bookmark-might-actually-help-you-finish-reading-books-2000569596

The problem: You don’t read physical books through to completion. The solution? According to the two developers behind it, it is a bookmark that helps you pick up where you left off. The AI-powered Mark does not yet exist but is suddenly available for pre-order with one objective: to help you remember what you just read.

Mark is a bookmark you place into a book when you are finished reading to mark your spot. Once you close the book, the gadget does the hefty lifting. It sends a summary of the pages you just read to your smartphone and then concocts a generalized summary based on information already associated with that title. The idea is that when you come back to it later, your brain will catch up with the breadcrumbs left behind.

For $130, Mark hopes to address those who feel like their attention is constantly “fragmented” and the books they’re reading remain “underutilized.” Specifically, this product is for “Americans who prefer physical books to e-readers and tablets,” or at least that’s what it claims in its manifesto.

“Just like Strava keeps you motivated in fitness, Mark keeps you inspired in reading,” says the Mark Twitter/X account. This refers to the social media element of the bookmark, which lets your friends know you’ve made a dent in your reading once you’ve shut the book. Mark will measure your reading pace and summarize key themes as you progress. A “Mark Wrapped” feature even keeps track of what you read, similar to services like Goodreads.

As I’ve repeatedly mentioned, I’m a millennial, which means I’m of the generation that got through school essays with the help of CliffsNotes. Eventually, they were replaced by Wikipedia summaries. I don’t see Mark offering groundbreaking technology, especially since I’m not sure how it does what it purports to do. While I appreciate the idea of being caught up on what I was reading before I abandoned the story, this whole practice is taking the onus off of the reader to keep track of what they’re reading.

I get the premise of being an inconsistent reader. I switched to audiobooks because they were easier to pick up and catch on with the plot, even if it was weeks before I could get to it. But $130 to pick up reading where you last left is a grotesque amount for something that doesn’t perform other functions. It is much cheaper to buy a packet of sticky notes and stay engaged with your reading instead of relying on the computer to do the heavy lifting.

You can sign up for the waitlist if you’re morbidly curious about Mark. I did because I wanted to know what the heck was going on here.

via Gizmodo https://gizmodo.com/

February 28, 2025 at 08:27AM

Citigroup Briefly Makes Customer the Richest Person in History With Mistaken $81 Trillion Transfer

https://gizmodo.com/citigroup-briefly-makes-customer-the-richest-person-in-history-with-mistaken-81-trillion-transfer-2000570240

Last year, an employee at Citigroup accidentally initiated a fund transfer to a customer’s account that would have made them the wealthiest person in the history of human existence. The incident, which took place last April, credited a client’s account with a whopping $81 trillion instead of the intended amount (a mere $280), the Financial Times first reported.

Citigroup itself only has a market capitalization of about $150 billion, and the entire U.S. GDP is only worth about $27 trillion. The GDP of the European Union is some $17 trillion. The GDP of China is close to $18 trillion. So, to be clear, the transfer amount would have been more money than most of the economies of the developed world combined. It’s not clear where the bank planned to get the money, and, unfortunately, the customer in question did not get to keep the funds (not that they ever existed).

It’s also unclear whether the person who initiated the transfer got to keep their job. In communications with the Federal Reserve and the Office of the Comptroller of the Currency, Citi referred to the incident as a “near miss” which, you know, is probably an understatement. No funds ever left the bank, the FT reports.

Actually, “near misses” seem to happen quite a lot and are a formal category of screwup in the banking industry. The said category applies to incidents that do not qualify for regulatory scrutiny, according to FT reporting:

A total of 10 near misses — incidents when a bank processes the wrong amount but is ultimately able to recover the funds — of $1bn or greater occurred at Citi last year, according to an internal report seen by the FT. The figure was down slightly from 13 the previous year. Citi declined to comment on this broader set of events. Near misses do not need to be reported to regulators, meaning there is no comprehensive public data on how often these incidents occur across the sector. Several former regulators and bank risk managers said near misses of greater than $1bn were unusual across the US bank industry.

Ultimately, automated systems at the bank were responsible for halting the impossibly massive transfer, while two human employees initially missed the gargantuan outflow of money.  A third employee finally caught wind that something was amiss approximately 90 minutes after the transfer was initiated, the FT writes. “Despite the fact that a payment of this size could not actually have been executed, our detective controls promptly identified the inputting error between two Citi ledger accounts and we reversed the entry,” the company told the New York Times.

The Times notes that Citi has made some massive fuckups before. Some two years ago, an accounting error for a trade inspired a huge selloff of stocks in Europe that ultimately obliterated some $322 billion in value. For having caused such significant economic chaos, Citigroup was fined $79 million.

Gizmodo reached out to Citigroup for comment and will update this story if it responds.

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February 28, 2025 at 03:27PM

Aerospace company Firefly released fantastic POV footage of Blue Ghost landing on the Moon

https://www.engadget.com/science/space/aerospace-company-firefly-released-fantastic-pov-footage-of-blue-ghost-landing-on-the-moon-195821368.html?src=rss

We already knew that the aerospace company Firefly successfully maneuvered its Blue Ghost lander onto the surface of the Moon, but now we have some gorgeous video proof. The lander captured footage throughout the touchdown, complete with a cinematic finale. Check it out below.

The POV footage shows the lander descending toward the Moon and the subsequent landing. It ends with a striking view of Blue Ghost emerging from a cloud of dust as its shadow stretches across the lunar surface. It’s pretty darn cool, with surprisingly-crisp HD visuals.

The touchdown happened Sunday at 3:30 AM ET and Blue Ghost made its home in a region known as Mare Crisium. This isn’t the first commercial lander to make its way to the Moon, but was the first one to land properly. The mission was a joint effort between Firefly and NASA’s Commercial Lunar Payload Services (CLPS) program, an organization that hopes to pave the way for an increased commercial presence on good ‘ole Luna.

Since landing, Blue Ghost has begun its surface operations. These include deploying payloads, sampling local regolith and capturing a bevy of images. The stationary lander will spend around two weeks on the lunar surface as it conducts various tests. It’s packed with ten NASA instruments designed to probe the ground and to test subsurface drilling methods.

This article originally appeared on Engadget at https://ift.tt/f1tFCsq

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March 5, 2025 at 02:03PM