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Nested Learning AI Tackles Catastrophic Forgetting

The post Nested Learning AI Tackles Catastrophic Forgetting appeared first on StartupHub.ai.

Google Research introduces Nested Learning AI, a paradigm that unifies architecture and optimization to combat catastrophic forgetting, enabling true continual learning.

The post Nested Learning AI Tackles Catastrophic Forgetting appeared first on StartupHub.ai.

Samsung confirms 10.7 Gbps LPDDR6 memory for next-gen systems

Samsung plans to showcase its 10.7 Gbps LPDDR6 memory at CES 2026 Samsung has confirmed its plan to showcase its new 12nm LPDDR6 memory modules at CES 2026. The LPDDR6 memory standard was ratified earlier this year, and Samsung appears to be one of the first companies to create new memory modules using it. With […]

The post Samsung confirms 10.7 Gbps LPDDR6 memory for next-gen systems appeared first on OC3D.

TerraMaster D1 Portable SSD Enclosure Review: Quiet and Fast Storage

A close-up of a silver TerraMaster external hard drive on a wooden surface, with the Petapixel Reviews logo in the upper right corner.

With modern, high-resolution camera systems, photographers are capturing tens or even hundreds of gigabytes of files per shoot, before even considering video. Your storage workflow is now almost as important as the camera and lenses you use to capture everything. This is why portable, interchangeable Solid State Drives (SSDs) like the TerraMaster D1 SSD Plus have become commonplace among photographers.

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Kingston Fury's newest 8TB SSD is so fast it'll give your files whiplash

Kingston FURY Renegade G5 SSD

Kingston Fury is the latest brand to announce and release a large-capacity SSD geared for high-performance gaming and storage solutions, with the Kingston Fury Renegade G5 8TB SSD. Kingston Fury is following in the footsteps of other top-tier brands that have launched their own 8TB Gen5 SSDs of late, including Western Digital with its WD_Black SN8100, and Samsung’s 9100 Pro, the latter of which was released just a couple of months ago.

Although Kingston Fury and its Kingston Fury Renegade line of memory and storage technology products are geared towards gamers and high-end gaming PCs, you can still use them in any PC setup you want. Even if you don’t play games and you simply need a high-performance SSD. This can serve that purpose and give you lots of storage capacity on top of that.

The Kingston Fury Renegade G5 8TB SSD isn’t yet available at most online retailers

Kingston says the drive is available, but looking at Amazon, Kingston’s own website, Walmart, Newegg, and others, the 8TB model isn’t available or even listed as an option. Amazon has the 8TB capacity listed, but it says currently unavailable. You can, however, get the 4TB models pretty much anywhere, including on Amazon. And with Amazon being the only place where we could find the 8TB model listed, this might be the place to buy it if you’re in the market for an SSD with this much storage space.

As for cost, Kingston Fury doesn’t mention a price, but most 8TB models of any Gen5 SSD from competing brands have been available for around $999.99. So, expect the Fury Renegade G5 8TB to be about the same price. With a heatsink, if there will be one offered, it might cost a tiny bit more than that.

Outside of a large 8TB capacity, if speed and performance are something you seek, the Kingston Fury Renegade G5 can certainly provide both. With read speeds of up to 14,800 MB/s and write speeds of up to 14,000 MB/s, you’ll be able to blaze through file installations and transfers like there’s no tomorrow. Load times for games will be a breeze as well. It’s worth noting that you’ll want to make sure your system can support Gen5 SSD speeds before going with something like this. You can use the Kingston Fury Renegade G5 in a system that isn’t Gen5, but you won’t get the maximum speeds.

The post Kingston Fury's newest 8TB SSD is so fast it'll give your files whiplash appeared first on Android Headlines.

A simple illusion can unlock your childhood memories, according to new psychology research

A new study has found that people can better access detailed memories from their childhood by experiencing an illusion of owning a younger version of their own face. The research, published in Scientific Reports, suggests a profound link between how we perceive our bodies and our ability to recall events from our personal history. This finding is the first to show that temporarily changing one’s sense of bodily self can facilitate the retrieval of remote memories.

The investigation was led by a team of neuroscientists at Anglia Ruskin University who were exploring the connection between the self, the body, and autobiographical memory. Our memories are not just recordings of external events; they are experiences that happened to us while we inhabited a particular body. The researchers reasoned that since our bodies change throughout our lives, the physical self we had in childhood is different from the one we have as adults.

“When our childhood memories were formed, we had a different body,” said senior author Jane Aspell, who leads the Self & Body Lab at Anglia Ruskin University. “So we wondered: if we could help people experience aspects of that body again, could we help them recall their memories from that time?” This question formed the basis for their experiment, which sought to see if reintroducing body-related cues from the past could help reactivate memories associated with that period.

To test this idea, the researchers recruited 50 healthy adults for an online experiment. Participants were randomly split into two groups. In the experimental group, individuals viewed a live video of their own face that had been digitally altered with a filter to look like a childlike version of themselves. The control group viewed a live, unaltered video of their adult faces.

The scientists then induced what is known as an “enfacement illusion.” Participants were instructed to move their heads in time with a metronome. For both groups, the face on the screen would mirror their movements, creating a powerful sensation that the face they were seeing was their own, similar to looking in a mirror. This synchronous movement was designed to create a strong feeling of ownership over the on-screen face.

To test the strength of the illusion, the experiment also included a condition with asynchronous movement. In this part, the face on the screen moved in the opposite direction to the participant’s head movements, which tends to weaken the feeling of ownership. After each session of head movements, participants answered a questionnaire to measure how strongly they felt that the face on the screen was their own.

Immediately following the illusion, participants engaged in an autobiographical memory interview. While still viewing either their childlike or adult face, they were asked to recall specific events from two different time periods: their childhood (up to age 11) and the past year. The researchers provided cues like “home” or “holiday” to prompt the memories.

The study’s primary interest was not just whether people could remember events, but the richness of those memories. The interviews were recorded and scored based on the level of detail provided. Specifically, the researchers distinguished between two types of memory.

One is semantic memory, which involves factual information, like the name of a place you visited. The other is episodic memory, which involves the ability to mentally re-experience an event, recalling sensory details, emotions, and the feeling of being there. This is often described as a form of mental “time travel.”

The results showed a clear difference between the two groups. Participants who experienced the illusion with their childlike face recalled significantly more episodic details about their childhood memories compared to the control group who saw their adult faces. This effect was specific to childhood memories; the illusion had no impact on the recall of recent events from the past year. It also did not affect the recall of semantic, or factual, details about childhood.

Lead author Utkarsh Gupta, who conducted the study as part of his PhD, explained the potential mechanism behind the results. “All the events that we remember are not just experiences of the external world, but are also experiences of our body, which is always present,” he said. “We discovered that temporary changes to the bodily self, specifically, embodying a childlike version of one’s own face, can significantly enhance access to childhood memories.”

He added, “This might be because the brain encodes bodily information as part of the details of an event. Reintroducing similar bodily cues may help us retrieve those memories, even decades later.”

The researchers noted some limitations and areas for future exploration. The strength of the illusion, whether induced by synchronous or asynchronous movement, did not appear to affect the amount of memory detail recalled. This may suggest that simply viewing and identifying with the childlike face was enough to trigger the memory enhancement, a phenomenon that could be related to priming. Future studies could directly compare the embodiment illusion with a simpler priming condition, such as just looking at a static picture of a young face, to separate these effects.

Another limitation was that the digital filter was a generic approximation of a younger face, not a personalized rendering based on participants’ actual childhood photos. Future experiments in a lab setting could use more advanced technology to create more realistic and personalized younger selves, possibly strengthening the effect. Researchers also suggest that modifying the protocol to administer the illusion questionnaire after the memory interview could help avoid biasing participants’ responses.

Despite these limitations, the findings open up new possibilities for understanding memory. They suggest that the self is not a single, static entity but is fluid, and that our memories are deeply intertwined with our physical form at the time they were made.

“These results are really exciting and suggest that further, more sophisticated body illusions could be used to unlock memories from different stages of our lives – perhaps even from early infancy,” said Aspell. She suggested that in the future, it might be possible to adapt these techniques “to create interventions that might aid memory recall in people with memory impairments.”

The study, “Illusory ownership of one’s younger face facilitates access to childhood episodic autobiographical memories,” was authored by Utkarsh Gupta, Peter Bright, Waheeb Zafar, Pilar Recarte-Perez, Alex Clarke, and Jane E. Aspell.

The memory shortage has arrived, and it’s going to get worse

DDR5 memory prices reach crazy new highs due to DRAM shortages DRAM pricing is soaring, and we all know what to blame. AI! The spike in AI infrastructure spending has led to a squeeze in DRAM supply, to the extent that Samsung has reportedly stopped giving customers contract prices for its DDR5 DRAM. These contracts would guarantee stable […]

The post The memory shortage has arrived, and it’s going to get worse appeared first on OC3D.

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