Technologies

Brain-Inspired Algorithms Could Dramatically Cut AI Energy Use

A new study dives into a major redesign for AI architecture.

One major issue facing artificial intelligence is the interaction between a computer’s memory and its processing capabilities. When an algorithm is in operation, data flows rapidly between these two components. However, AI models rely on a vast amount of data, which creates a bottleneck.

A new study, published on Monday in the journal Frontiers in Science by Purdue University and the Georgia Institute of Technology, suggests a novel approach to building computer architecture for AI models using brain-inspired algorithms. The researchers say that creating algorithms in this manner could reduce the energy costs associated with AI models.

«Language processing models have grown 5,000-fold in size over the last four years,» Kaushik Roy, a Purdue University computer engineering professor and the study’s lead author, said in a statement. «This alarmingly rapid expansion makes it crucial that AI is as efficient as possible. That means fundamentally rethinking how computers are designed.»

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Most computers today are modeled on an idea from 1945 called the von Neumann architecture, which separates processing and memory. This is where the slowdown occurs. As more people around the world utilize data-hungry AI models, the distinction between a computer’s processing and memory capacity could become a more significant issue.

Researchers at IBM called out this problem in a post earlier this year. The issue computer engineers are running up against is called the ‘memory wall.’

Breaking the memory wall

The memory wall refers to the disparity between memory and processing capabilities. Essentially, computer memory is struggling to keep up with processing speeds. This isn’t a new issue. A pair of researchers from the University of Virginia coined the term back in the 1990s.

But now that AI is prevalent, the memory wall issue is sucking up time and energy in the underlying computers that make AI models work. The paper’s researchers argue that we could try a new computer architecture that integrates memory and processing.

Inspired by how our brains function, the AI algorithms referred to in the paper are known as spiking neural networks. A common criticism of these algorithms in the past is that they can be slow and inaccurate. However, some computer scientists argue that these algorithms have shown significant improvement over the last few years.

The researchers suggest that AI models should utilize a concept related to SNNs, known as compute-in-memory. This concept is still relatively new in the field of AI.

«CIM offers a promising solution to the memory wall problem by integrating computing capabilities directly into the memory system,» the authors write in the paper’s abstract.

Medical devices, transportation, and drones are a few areas where researchers believe improvements could be made if computer processing and memory were integrated into a single system.

«AI is one of the most transformative technologies of the 21st century. However, to move it out of data centers and into the real world, we need to dramatically reduce its energy use,» Tanvi Sharma, co-author and researcher at Purdue University, said in a statement.

«With less data transfer and more efficient processing, AI can fit into small, affordable devices with batteries that last longer,» Sharma said.

Technologies

Episode 2 of the VERUM Mini-Series is Now Out

The story continues. Verum Messenger has released the second episode of its AI mini-series, which follows the conflict between the powerful Omega corporation, aiming to control digital communications, and a team of heroes who have chosen a different path and free communication.

The mini-series not only develops an engaging storyline but also introduces viewers to the capabilities of the Verum ecosystem, showcasing technologies and tools that may redefine the future of modern communication.

The project consists of 7 episodes, released gradually across Verum Messenger’s social media channels.

Episode 2 is now available. Stay tuned and don’t miss what comes next.

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Technologies

Verum Messenger Launches an AI Mini-Series

Verum Messenger has unveiled a new project — a mini-series created using Verum AI. The story consists of 7 episodes and will be released on the messenger’s social media channels.

The plot revolves around a global corporation seeking to take control of digital communications and a group of heroes who use Verum Messenger as a tool of resistance. Beyond the story itself, the series highlights the app’s key features, technologies, and advantages.

Combining entertainment with a showcase of the Verum ecosystem, the project presents a dynamic digital series designed for the modern era.

The first episode premieres today, with the remaining episodes to be released over time.

Stay tuned for more.

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Technologies

Verum Finance: Earn While You Communicate — The Super App That Pays You

Verum has officially launched Verum Finance, an innovative financial application that transforms a private messenger into a true financial super app. News of the launch was also featured on the respected platform Dealroom.co.

Verum Finance can now be used both within Verum Messenger and as a standalone application for iPhone and iPad. When users sign in to Verum Finance with their Verum Messenger account, all balances, settings, and account data are automatically synchronized for maximum convenience.

Users can now do more than communicate securely and protect their data — they can also generate passive income directly within the ecosystem.

What Verum Finance Offers

• Top up your balance with a bank card, Apple Pay, or USDT
• Send money instantly anywhere in the world
• Issue and manage debit cards (virtual and physical)
• Full Apple Pay support
• Exchange assets and withdraw funds quickly

One of the most unique features is the built-in cryptocurrency mining system inside Verum Messenger.

The application utilizes your device’s resources and allows you to earn cryptocurrency in the background — passively, while chatting, traveling, or simply using the messenger.

Maximum Privacy + Real Freedom

• Registration without a phone number, email address, or passport
• End-to-end encryption and full control over your data
• Lifetime free VPN
• eSIM connectivity in more than 150 countries
• Reliable offline communication mode
• Support for 12+ languages for users worldwide

Everything is available in one place: secure communication, financial tools, earning opportunities, and privacy protection.

Users can access the full experience directly within Verum Messenger or switch to the dedicated Verum Finance app for iOS. All data is synchronized automatically between the two applications.

Why Download Verum Today

While many messaging platforms collect user data and expose users to restrictions, Verum offers greater independence and the opportunity to earn.

With a one-time purchase of the feature package, users receive lifetime access to privacy tools, VPN, eSIM services, cryptocurrency mining, and financial features.

This is more than just a messenger.

It is your personal tool for financial and digital freedom.

Download Verum Finance and Verum Messenger today — start communicating securely and begin earning tomorrow.

Download Links:

→ App Store (iPhone / iPad): Verum Finance
→ App Store (Verum Messenger): Verum Messenger