
Intel Builds the World’s Largest Neuromorphic System
Hala Point, the industry’s first 1.15 billion-neuron neuromorphic system, is paving the way for more efficient and scalable artificial intelligence.
Hala Point, the industry’s first 1.15 billion-neuron neuromorphic system, is paving the way for more efficient and scalable artificial intelligence.
Intel today announced that it has built the world’s largest neuromorphic system.
First deployed at Sandia National Laboratories and Intel’s Loihi 2 This large-scale neuromorphic system, codenamed Hala Point, aims to support future brain-inspired artificial intelligence research and overcomes challenges related to the efficiency and sustainability of today’s artificial intelligence.
Hala Point, Intel’s first generation large-scale research system Pohoiki SpringsIt enhances , with architectural improvements to achieve more than 10 times neuron capacity and up to 12 times higher performance.
Hala Point stands out as the first large-scale neuromorphic system to demonstrate cutting-edge computational efficiencies in mainstream AI workloads.
Characterization shows that Hala Point can support up to 20 quadrillion operations per second, or 20 petaops, with an efficiency exceeding 15 trillion 8-bit operations per second (TOPS/W) per watt when running conventional deep neural networks.
Therefore, Hala Point competes with and exceeds the levels achieved by architectures built on graphics processing units (GPU) and central processing units (CPU).
Thanks to its unique capabilities, it can be used in real-time in the future for artificial intelligence applications such as solving scientific and engineering problems, logistics, smart city infrastructure management, large language models (LLMs) and intelligent agents (AI agents). continuous learningcan make it possible.
How to Use
Researchers at Sandia National Laboratories plan to use Hala Point for advanced brain-scale computing research. Establishment; It will focus on solving scientific computing problems in device physics, computer architecture, computer science and informatics.
Hala Point currently represents a research prototype that will improve the capabilities of future commercial systems. Intel predicts that lessons like these will lead to practical advances, such as LLMs being able to continuously learn from new data. These advances promise to significantly reduce the unsustainable training burden of widespread AI deployments.
Why is it important?
Recent trends to scale deep learning models to trillions of parameters have revealed daunting sustainability challenges in AI, while also highlighting the need for innovation at the lowest levels of hardware architecture.
Neuromorphic computing is an entirely new approach that leverages neuroscience insights that integrate memory and computation with highly granular parallelism to minimize data movement.
At the International Conference on Acoustics, Speech, and Signal Processing (ICASSP) held this month. published resultsAccording to Loihi 2, it demonstrated order-of-magnitude gains in the efficiency, speed, and adaptability of emerging small-scale edge workloads
About Hala Point: The Loihi 2 neuromorphic processors that still underlie Point include asynchronous, event-based spiking neural networks (SNNs), integrated memory and compute, as well as spaced and kaleidoscopic connections to achieve order-of-magnitude gains in energy consumption and performance. It applies informatics principles inspired by the brain. Neurons communicating directly with each other, rather than communicating through memory, reduces overall power consumption.
Hala Point packs 1,152 Loihi 2 processors manufactured on Intel 4 compute nodes in a six-rack data center chassis the size of a microwave oven. This system, which supports 1.15 billion neurons and 128 billion synapses distributed over 140,544 neuromorphic processing cores, consumes a maximum of 2,600 watts of power. In addition, it includes more than 2,300 embedded x86 processors for auxiliary computations.
Integrating processing, memory, and communication channels into a massively parallelized structure, Hala Point delivers a total of 16 petabytes per second (PB/s) of memory bandwidth, 3.5 PB/s of inter-core communication bandwidth, and 5 terabytes per second (TB/s) of chips. It provides inter-communication bandwidth. The system can process more than 380 trillion 8-bit synapses and more than 240 trillion neurons per second.
Applied to spiky neural network (SNN) models inspired by biology, the system can operate its full capacity of 1.15 billion neurons 20 times faster than a human brain, and lower capacities up to 200 times faster. Although Point is still not designed for neuroscience modelling, its neuronal capacity is roughly equivalent to that of an owl brain or a capuchin monkey cortex.
Hardware news and contents
AOC’s new QD-Mini LED monitor features price performance balance
AOC attracts attention with its new Q27G40xmn model targeting game enthusiasts. The 27-inch QD-Mini LED monitor stands out with its high renovation speed and strong HDR performance.

AOC attracts attention with its new Q27G40xmn model targeting game enthusiasts. The 27-inch QD-Mini LED monitor stands out with its high renovation speed and strong HDR performance.
The AOC brings an ambitious option to mid-segment game monitors with the new QD-Mini LED monitor Q27G40xmn, a 27-inch. The model, which is offered for sale with a price tag of approximately $ 220, is at a level that will challenge its more expensive competitors with its technical features.
The Q27G40XMN, which offers a resolution of 2560 x 1440 pixels, provides a fluent experience in fast games with its 180Hz renewal speed and 1 MS GTG (Gray Gray) response time. The screen is based on the fast Va panel technology supported by a 4608 LED back lighting system with a 1152 regional dimensioning area. Thanks to this structure, blacks are deeper and brightness transitions are presented more balanced.
The AOC monitor has a 1000 certificate of Displayhdr and can reach the highest 1200 nit brightness level. This means an impressive image performance, especially in HDR content. The model, which is also very ambitious on the color accuracy, covers the entire SRGB color space and 97 %of the DCI-P3. Developed with the Quantum Dot coating, the panel comes out of the factory in calibration and a detailed color report comes with each product.
Equipped with extra features for players, the monitor also has settled engagement indicators, zoom mode, FPS counter and dark space control. Adaptive-Sync and AMD FreeSync support are prevented from fracture. When the low delay time and high renewal rate is combined, a very satisfying experience emerges for competitive games.
The Q27G40XMN, which exhibits a simple but useful posture as a design, comes with the slope -tuned stand and can easily be integrated into different table installations thanks to the support support support. Connection options include HDMI 2.0, DisplayPort 1.4 and 3.5 mm headphone jack. AOC’s G-Menu software makes access to the settings on the screen more practical; It is possible to access features such as game profiles, blue light filter, RGB lighting control and instant renewal speed tracking.
Middle The Q27G40XMN, which attracts attention with its high -level features despite the segment price, stands out as a strong alternative for users looking for a game monitor.
Hardware news and contents
Lenovo introduced Double SIM Router Xiaoxin 5G CPE
Lenovo is new to offer a 5G connection solution with both elegant and attractive priced. Xiaoxin 5G CPE introduced the mobile router.

Lenovo is new to offer a 5G connection solution with both elegant and attractive priced. Xiaoxin 5G CPE introduced the mobile router.
This device, which is currently sold for about $ 86, is ideal for users who need high -speed internet without being connected to the cable. The design in its thin and vertical form allows installation without space at home or office, while it works quietly and efficiently thanks to the non -fan aluminum refrigerant.
On the performance side, the Xiaoxin 5G CPE offers both energy saving and speed with a 6 nm architecture Unisoc V510 chipset. In 5G networks, the theory supports up to 2 GBPS and supports up to 900 Mbps, while the 5G is automatically switched to 4G when it is out of the shooting area and provides continuous connection. In addition to two internal 5G SIM slots on the device, it is possible to host the cards of large operators such as China Telecom in a third slot.
There is a Gigabit Ethernet port for those who prefer cables, while the double -band Wi -Fi support stands out on the wireless network side. It offers a wider coverage with Wi – Fi 6 (802.11ax) technology in the 2.4 GHz band, 802.11ac with 80 MHz channels, which offers high data efficiency between Ofdma and 2 × 2 MIMO in 5 GHz band and 2 × 2 MIMO. Moreover, thanks to the 512 MB RAM, it is optimized to serve up to 24 devices at the same time.
Lenovo, who also attaches importance to security, has a strong encryption chip of Xiaoxin 5G CPE, integrated The firewall equipped with anti -hack protocols and end -to -end encryption options. The device proved its durability by successfully out of continuous working tests and impact/fall scenarios over 15,000 hours.
The second news that will attract users was Lenovo’s announcement of the “digital hybrid” power bank with a capacity of 20.000 mAh, with a 140 W fast charging support. On the other hand, the leaks for the Legion Y700 tablet to be introduced soon increase the premium feature expectations by pointing to the Snapdragon 8 elite chipset set.
Hardware news and contents
ASUS announced its new CX14 and CX15 Chromebook laptops
Asus has updated the newest members of the popular Chromebook family CX14 and CX15 significantly in terms of hardware and feature.

Asus has updated the newest members of the popular Chromebook family CX14 and CX15 significantly in terms of hardware and feature.
These models, which now offer Core i3‑N355 processor options, can be configured from the CEleron N4500 from Intel’s Jasper and Twin Lake series to the i3‑n355. Full HD IPS and VIPS touch screen options extending from 14 inches to 15.6 inches come together with memory up to 16 GB of RAM and fast storage from 32 GB Emmc to 128 GB. In this way, there are ideal configurations for both basic users and professionals who feel more dense screen and memory requirements.
In the new ASUS CX14 and CX15 Chromebooks, the 1080P IPS panels offer wider color gamuts and more vivid images compared to the limited view -angle TN screens of the previous generation. In addition to the touch function, Chromebook Plus versions support Chromeos’ advanced multi -task capabilities with at least 8 GB RAM and 128 GB storage. Integrated Full HD webcam and optional touch screen, video conference and hybrid training scenarios also provide a great advantage.
On the connection side, the ASUS CX14 and CX15 stands out with its detailed hardware portfolio: USB 3.2 GEN 1 type, one or two USB 3.2 Genes 1 TYPE – C, HDMI 1.4B and 3.5 mm sound jack meets all basic needs. In wireless communication, depending on the model, Wi -Fi 6 or Wi -Fi 6E support and Bluetooth 5.3/5.4 technologies offer users with high -speed online connection and low delay.
Both models up to 63 when battery option hosts; This allows you to watch video for long hours on a single charging, navigation on the web, or run office applications. In terms of weight, the CX14 stands out in portability with approximately 1.4 kg, while the CX15’s 1.6 kg light design is also at a level that will satisfy mobile users with a wide screen advantage.
ASUS has not yet made an official statement about the price and release dates of CX14 and CX15 Chromebooks; However, these renewed models, which are equipped with strong Intel processors, rich connection options and high -quality 1080p screens, will be sure of competition in the Chromebook market.
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