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Interesting Engineering
Researchers connected with Cornell and UCLA analyzed 111 million references across 2.5 million scientific papers and found 146,900 citations that could not be matched to any real publication. While some were simple spelling errors, the study identified a sharp rise in fabricated references following the widespread adoption of large language models after 2023 — strongly implicating AI hallucination as the cause. The fake citations were spread across many papers rather than concentrated in a few, suggesting the problem reflects a broad pattern of researchers using AI-generated references without verification. The four databases where fake citations were found — arXiv, bioRxiv, SSRN, and PubMed Central — are among the most widely used scientific repositories in the world. In response, arXiv announced this week it will ban authors who submit papers containing hallucinated citations or unverified AI content. "The corpus of science is getting diluted," arXiv scientific director Steinn Sigurdsson told CNET. "A lot of the AI stuff is either actively wrong or it's meaningless. It's just noise." The study is currently hosted on arXiv and has not yet been peer-reviewed.
#AI #Science #Research #Academia
1 hour ago | [YT] | 15
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Interesting Engineering
Voyager 2 remains the only spacecraft to have ever visited Uranus and Neptune, flying past them in 1986 and 1989 respectively. Nearly four decades later, no follow-up mission has launched. Both planets hold extraordinary features that scientists have barely begun to understand: Uranus orbits on its side with a bizarre magnetic field, its moon Miranda hosts the largest known cliff in the Solar System at up to 20 kilometers tall, and Neptune's moon Triton is a geologically active captured dwarf planet with cryovolcanoes. Getting there is the problem. An ideal launch window occurs every 12 to 13 years, when Jupiter is positioned to give a spacecraft a gravitational boost — cutting years off the journey. The next window opens in the early 2030s. NASA has a Uranus mission in development, the Uranus Orbiter and Probe, planned for the mid-to-late 2030s, with a flight time of over a decade. A Neptune mission called Neptune Odyssey was originally planned to launch in 2033 and arrive in 2049, but its future is uncertain given current NASA funding pressures. If neither mission launches in this window, the next favorable planetary alignment won't come around for another 12 to 13 years — pushing any arrival well into the second half of the century.
#Neptune #Uranus #NASA #Space #SolarSystem
7 hours ago | [YT] | 54
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Interesting Engineering
A bronze bottle containing 3,740 millilitres of liquid was recently excavated from the Shanjiabao cemetery near Guyuan in northern China, just 2 kilometers south of the Great Wall. The tomb dates to the end of the Warring States period (475–221 BCE). Chemical analysis of the liquid identified more than 2,400 organic compounds, while microscopic examination of starch grains, phytoliths, and yeast confirmed it was an alcoholic beverage. The presence of broomcorn millet and Triticeae — wheat or barley — indicated a cereal-based brew rather than a fruit wine, making it closer to beer than anything else. It would not have tasted like any modern beer: the liquid was relatively rich in lactic acid, oxalic acid, and tartaric acid, suggesting a sharp, sour flavour — though that's likely a consequence of sitting sealed in a tomb for two millennia. The bottle, described as having a garlic-shaped mouth, was found among burial goods, suggesting the deceased was sent off with a final drink.
#Archaeology #AncientHistory #China #Beer
11 hours ago | [YT] | 62
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Interesting Engineering
In the early 1990s, Bill Gates promoted Microsoft Encarta by showing that what once required shelves of printed books could now fit on a single CD-ROM. The disc contained tens of thousands of articles, images, and multimedia entries, marking one of the earliest moments when knowledge began shifting from physical libraries to digital storage.
#TechHistory #Microsoft #CDROM #DigitalRevolution #BillGates
17 hours ago | [YT] | 56
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Interesting Engineering
China's robotics companies are rapidly expanding into the global rehabilitation sector, with AI-powered exoskeletons and intelligent therapy systems gaining recognition in hospitals across Europe, North America, and Southeast Asia. Fourier, a Shanghai-based robotics company founded in 2015, saw its overseas sales double in 2025 compared to the previous year, with its products now deployed in over 2,000 institutions across 40 countries. The technology uses force-feedback systems that sense a patient's muscle strength and adjust assistance accordingly — a shift from traditional rehabilitation robots that rely on repetitive passive movement. ETH Zurich professor Robert Riener highlighted stroke rehabilitation as one of the highest-impact use cases, given the scale of new cases annually and the resulting need for neurorehabilitation. Researchers and executives at the Global Rehabilitation & Assistive Technology Network Summit in Shanghai pointed to a broader industry shift: from single hospital devices toward comprehensive solutions that can eventually reach community and home environments. "The game-changing thing will come when we are able to embody intelligence in the robotics system," said Professor Jose Luis Pons of the Shirley Ryan AbilityLab.
#Robotics #Rehabilitation #AI #China #MedTech
19 hours ago | [YT] | 41
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Interesting Engineering
Sony has updated its Reon Pocket wearable cooling device with the Pro Plus model, which sits around your neck between your shoulders and uses the Peltier effect — cooling or heating caused by electric current flowing across two different conductors — to adjust your skin temperature on demand. The original model could lower skin temperature by up to 13°C or raise it by 8°C. The Pro Plus improves on that with an additional 2°C of cooling capability over the 2025 model, a redesigned neckband for a more secure fit, and an adjustable air vent that can rise above high collars. On its highest cooling setting, it runs for 5.5 hours on a full two-hour charge; on its lowest, up to 34 hours. A companion sensor tag monitors ambient temperature and humidity to inform automatic adjustments. The device won't affect core body temperature — only skin temperature — which limits how much relief it can realistically provide. It's currently available in Singapore for S$349 (~$273) and is heading to the UK and Europe, but has no confirmed US release.
#Sony #Wearables #Tech #Gadgets #Innovation
19 hours ago | [YT] | 24
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Interesting Engineering
The 19-second clip “Me at the Zoo,” uploaded in 2005 by Jawed Karim, is widely recognized as the first video on YouTube. Filmed at the San Diego Zoo, the video simply shows Karim standing in front of elephants and commenting on their long trunks.
Nearly two decades later, the clip has become part of the collection at the Victoria and Albert Museum, where curators recreated an early YouTube watch page to preserve a moment that helped launch the era of user-generated video on the internet.
What moment from today’s internet do you think could end up in a museum someday?
#YouTube #InternetHistory #DigitalCulture #TechHistory
20 hours ago | [YT] | 79
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Interesting Engineering
Scientists have for the first time documented and sampled a large system of freshened water beneath the seafloor off the coast of New England, south of Cape Cod. The project — IODP³-NSF Expedition 501 — involved 40 scientists from 13 countries who drilled into the seabed and extracted core samples from roughly 200 meters below the seafloor. What they found was a layer of sediment saturated with freshened water: seawater whose salinity has been dramatically reduced, functioning similarly to an onshore aquifer. The existence of such offshore freshwater systems had been theorized for decades and suggested by indirect evidence, but this is the first time one has been thoroughly documented and sampled. Key questions remain unanswered: the age of the water, its total volume, how it interacts with surrounding seawater, and where it came from. It may have been trapped during a period when sea levels were around 100 meters lower than today, or originated beneath an ice sheet during glacial periods roughly 450,000 or 20,000 years ago. Whether systems like this exist globally — and whether they could serve as viable freshwater reserves — is still unknown. The discovery comes as roughly half the world's population already experiences severe water scarcity for at least part of the year.
#Freshwater #Ocean #Science #ClimateChange #Environment
21 hours ago | [YT] | 70
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Interesting Engineering
Researchers at Tsinghua University have published a detailed model in Nature Energy showing that a fully renewable global power system by 2050 is technically achievable. The model simulates hourly electricity demand across every geographic region on Earth and calculates how 15–20 terawatts of solar and wind capacity could meet those needs. Over 80% of the required renewable energy would be located within 200 kilometers of the populations it serves. The study also identifies the key obstacles: solar panels alone would require over 9 million hectares of land, and the system's viability depends heavily on international cooperation. Removing trade barriers on renewable energy technology could cut system costs by 12.2% — saving roughly $345 billion per year. Expanding international transmission lines would cut costs by a further 5.6%. Demand-side management, meaning changes in when and how people use electricity, could add another 6.5% reduction. The researchers also note that renewable energy costs in low-income regions — particularly Africa — could be significantly lower than current energy costs, making the transition a matter of climate justice as much as climate policy.
#RenewableEnergy #ClimateChange #Energy #Sustainability #NetZero
1 day ago | [YT] | 86
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Interesting Engineering
On December 6, 1917, a French munitions ship carrying thousands of tons of explosives collided with another vessel in Halifax Harbour, Canada. The ship caught fire and exploded about 20 minutes later, producing what was then the largest human-made explosion in history.
The blast killed around 1,800–2,000 people, injured roughly 9,000, and destroyed entire neighborhoods within seconds. Buildings collapsed, a tsunami surged through the harbor, and shockwaves shattered windows miles away.
The disaster became a turning point for industrial safety, urban disaster response, and hazardous cargo regulations, highlighting how a single engineering and procedural failure could scale into a city-level catastrophe.
#EngineeringDisaster #Explosion #IndustrialSafety #HalifaxExplosion
1 day ago | [YT] | 59
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