Grinex, a US-sanctioned cryptocurrency exchange registered in Kyrgyzstan, said it’s halting operations after experiencing a $13 million heist carried out by “western special services” hackers.
Researchers from TRM, which has confirmed the theft, put the value of stolen assets at $15 million after discovering roughly 70 drained addresses, about 16 more than Grinex reported. Neither TRM nor fellow blockchain research firm Elliptic has said how the attackers slipped past Grinex’s defenses. Grinex said it has been under almost constant attack attempts since incorporating 16 months ago. The latest attacks, it said, targeted Russian users of the exchange.
Damaging “Russia’s financial sovereignty”
“The digital footprints and nature of the attack indicate an unprecedented level of resources and technology available exclusively to the structures of unfriendly states,” Grinex said. “According to preliminary data, the attack was coordinated with the aim of causing direct damage to Russia’s financial sovereignty.”
“Due to the attack, the Grinex exchange is forced to suspend operations,” Grinex continued. “All available information has been transferred to law enforcement agencies. An application has been submitted to the location of the infrastructure to initiate a criminal case.”
TRM said that TokenSpot, a second Kyrgyzstan-based exchange, was also breached. Two of the exchange’s addresses sent funds to the same consolidation address used by the affected Grinex-linked wallets. What’s more, both exchanges became inoperable on Wednesday, suggesting they were hit by the same attacker.
TRM said TokenSpot was a front for Grinex, which the US Treasury Department sanctioned last year. The department’s Office of Foreign Assets Control said that Grinex, in turn, was a rebrand of Garantex, an exchange it had sanctioned in 2022. The department said then that Garantex had “directly facilitated notorious ransomware actors and other cybercriminals by processing over $100 million in transactions linked to illicit activities since 2019.” Last year’s sanctions against Grinex came a few months after TRM said that the exchange was likely a front for Garantex.
Grapple, clamber and fall thousands of meters down into a dark and ancient place in this first-personhorror climbing game. You are being hunted.
Features and System Requirements:
First-person physics-based climbing system with a grappling hook
Hunted by a huge monster in an ancient mega-structure
Unlockable difficulty modes including additional content
Atmospheric visuals and audio
Approximately 20-40 minutes to complete on Normal
Screenshots
SystemRequirements
Minimum
Requires a 64-bit processor and operating system
OS *: Windows 7 or later
Processor: Intel Core i3 (7th Gen) or AMD Ryzen 5 2600
Memory: 4 GB RAM
Graphics: Intel HD 5000 (Shader Model 3)
Storage: 1 GB available space
Support the game developers by purchasing the game on Steam
InstallationGuide
TurnOff Your Antivirus Before Installing Any Game
1 :: Download Game 2 :: Extract Game 3 :: Launch The Game 4 :: Have Fun 🙂
Why does your business need product engineering services for innovation and acceleration? The irony is that the need for innovation in your business seems to disappear into thin air. On one side, it is as tame as your pet, and on the other side, it wanders into the woods, making you go whiteboarding, assuming that overall competition is three steps ahead of you with product innovation. This is exactly the need for product engineering services. It helps one not roam aimlessly in the woods with a foggy forest sense of innovation, with expert hands waiting to reach out to help with product engineering.
Product engineering services are the unsung heroes of making the business grow. It is what makes dreams come true, giving a person the chance to make his biggest dreams come true without losing his mind in the process. In a way, product engineering services are all linked up to a set of skills that are a deep knowledge base of how things work, markets, and people’s responses when interacting with things, all mixed with a dash of problem-solving skills, specifically a workflow that ensures design disasters don’t happen, which helps take your product from that cool, hot new gadget that can heat things up faster than a toaster to a software upgrade that crashes when someone sneezes on it.
It becomes even simpler when you have a solid platform such as Cad Crowd, and the best of the best rise to the top with relative ease, except for the freelancers who are, in fact, experts at what they do. Instead of embarking on a mission to scour profiles that are pretty much the same, almost, with your hopes resting on your second cousin’s friend probably being a design guru, Cad Crowd brings you people who actually know what they are talking about.
It’s a masochist obstacle course, and fun is had watching top executives break a sweat. The customer’s needs are never satisfied, with technologies that are changing on a daily basis and a new competitor that looms every night in the marketplace. Even the most stable industry is being forced along by an unseen power that urges, “Move faster, or be gone.” It is a certain degree of innovation is required to survive. It is not the loose innovation that is idle, but the sprinting innovation. This is essentially saying that one has to produce innovations, prototypes, execute prototypes, take feedback, design, and develop a product that customers are passionate about, all before the competition even gets in.
In fact, it is one of these problems that can turn even what appears to be a shy-looking squad into a desperate, frantic, and solution-seeking mob. Product engineering services are a way to give order to the chaos that is evident in product development experts. Through product engineering services, organizations are assisted in harnessing the force of pressure to their advantage in product development. It is not a situation where organizations have to grapple with competition, but are now the ones who derive advantage from outsmarting the competition. It is no longer a game of catch-up in the race for technological advancement, but a force that propels organizations towards faster development.
How to turn ideas into product reality without losing your mind
Every single human being has thoughts. Every thought is an idea. Ideas are cheap. They are, of course, stellar; some of them are a little dubious, but some of them are such that they should never see the light of day, safely locked in a bank vault. Then, the problem is to separate them, to see which ones are worth the trouble, to develop them into a product that is usable, that is marketable. And that is no easy trip, no easy ride. Most businesses forget how many decisions need to be made, not to talk of headaches that come with advancements in technology. It is no easy job to get a product together, yes, to make a multi-tiered cake with your eyes closed.
The services delivered by product engineering expert designers make it easier for a person to remove the blindfold from his eyes, as they provide a real recipe for him. Being part of the development, they are aware of how your idea should be developed. They help develop your idea, assess its feasibility, and deliver it as per your vision, what the markets want, and a plan to avoid accidental disasters. Not only development, but they are experts in developing a balance between development and feasibility, which, when developed, is impressive as well as useful.
The second reason is that working with product engineering experts would eliminate a situation where something has been developed, that is, a product, where customers would tilt their head to say, “customers tilt their head to say, ‘Interesting, but why?’” The product engineering experts are going to make sure that what is being developed is what is desired and is worth a pretty penny.
Smarter, faster development with no corners cut
It is evident that one of the most dominant factors for every single business is to simply get going quickly in the marketplace, but it also has some really embarrassing product launches. There are reels and reels of instances of products that were launched quickly in the marketplace, which ended up with disastrous effects, as there were a number of reasons – some buggy, some are harmful, and some, although useless, are merely that. There is a thread that connects all these instances, which is the development that happened quickly with relatively less engineering input for engineering design firms.
In this way, these product engineering services are going to make the companies faster, smarter, more structured, and sustainable. The product engineering services offered accelerate company development by improving workflows, leveraging the latest technologies, and leveraging real knowledge. It is a process that helps a business cut no corners but go around them. It helps businesses cut no corners but eliminate the unnecessary waiting. This has geared the organizations towards achieving competitive advantage when launching new, innovative products and entering markets before rivals, with a promise to deliver high-quality products.
Speed with precision is one of the most significant advantages that come with partnering with experienced engineers. For instance, there is a website called Cad Crowd that connects businesses with the best engineers and designers in the world who are capable of handling the product from design to completion with efficiency. The website also connects businesses with freelancers who are capable of handling the timeline of a project with quality work.
Smarter engineering = lower prices
Additionally, most businessmen believe that the incorporation of freelance engineering experts would cost them a lot to carry out the task. Most of the time, this is contrary to the fact because professional engineers reduce costs by preventing problems from happening, which would be costly to repair if they occurred. It is many times more expensive to correct a design error in a mass-produced product than to correct it when the product is initially designed.
Product engineering services might be the solution to overcome such difficulties because they identify inefficiencies, indicate areas where costs could be optimized with respect to materials and processes, and highlight potential problems that could prove costly. Smart’s best engineering practices ensure the feasibility of this potentially costly development process through their solutions. The cost is used entirely for better product development, unlike repairing those errors that should have been prevented.
It is here that the most delicate stages of prototype design services and product development take place, before the launch of the product. It is here that dreams are made to change from success to failure within a short span of overnight success. It is because here the product prototype may realize that what seemed awesome on paper is, in fact, a temperamental product with buttons that are stuck together, things that fall apart, and software that hangs during the most critical stages. The product engineering service also takes into consideration the relevance of prototypes.
They go on with the development of prototypes, which are accurate representations of real life. The prototypes are also subjected to tests to identify their strengths, weaknesses, usability, safety, and speed. This is part of what is supposed to happen with a view to determining what is working out and what needs improvement. Prototyping is not a laughing matter; it is research, a trial, or a revelation of the truth. It is only after a set of tests that the engineers are confident that the final product is going to offer a user-friendly experience, unlike an experience that can make the user furious.
The product’s robustness is also tested by engineers with unpredictable scenarios likely to come from the customer, such as throwing, bending, poking, shaking, pushing, and even acting as a paperweight. The phases that go into the construction of prototypes can also be taken care of by freelancers on the Cad Crowd platform. The skills required to implement 3D modeling design services, prototypes, and mechanical testing, among others, are carefully considered by freelancers on the platform.
User Experience is the feel that the customer experiences when they are actually using a product. If a product is engineered in a proper way, User Experience provides customers with a sense of trust, comfort, and happiness. On the other side, when it goes south, customers should feel that sense as if they have made a bad life choice. The product engineering service includes the idea of user experience design on various interfaces during the product development life cycle. Product engineers analyze the nature of product attributes, including ergonomic design, user interface design, usability, user comfort, and mechanisms that provide user feedback.
The aim is to develop a user-friendly, comfortable, and even delightful product to use. Such a user might find that the design engineering service brings him amazing satisfaction. They cannot resist the products that might be solutions for problems with such a lucid approach. A design that reads his mind really impresses such a user because it is surely user-centric. So what that means is it’s a lot of product engineering. It brings together technology, design, and behavior. The goal is to make a product, but on top of that, it’s critical that when people use it, it feels right.
Strategic risk-reduction approach
With every product, there is promise as well as danger. Every single business has had a trial by choice from the moment it started, a choice to produce a product, which means that even with the best design plan on earth, the path is fraught with hidden dangers waiting to strike in the background at every opportune moment. The hidden dangers are going to strike, whether in design, production, compatibility, regulatory, supply chain, or software. The product design services minimize such risks with careful planning and expert execution.
Such problems that product engineers do not need to address themselves include those that are already in production. It is apparent that they can even predict potential problems before they happen. Other people, who are also non-experts, would be surprised to find out what might go wrong, which is already known to product engineers. This is the way that gives an individual a sense of confidence. Unlike pacing with a sense of care because of uncertainties that are bound to exist, organizations can progress with utmost confidence.
The sense that complexities will be handled by experts gives the top-level management enough scope to look after marketing, strategy, brand, and distribution. The overall effect is that there is a significantly more compact process from concept to completion, with significantly fewer nights of frantic calls, design changes, and unsalable inventory.
Scalability for growing businesses
Not all growth, naturally, occurs in exactly this manner. It can sucker punch us in the face, ambush us when that welcome guest arrives with a welcome splash of panic, along with a splash of joy. Then, once a business is airborne, a call for more product and faster development cycles ensues. Product engineering services add scalability to businesses. This means that businesses can actually scale up in terms of development and growth, even though they might not have engineers for everything within the business.
This is necessary for small- to medium-scale consumer product businesses, as they are interested in development but do not need a large engineering team within their establishment. Even more challenging tasks can now be accomplished with the assistance of engineers. Businesses can now determine whether to use such tasks to expand the product into other markets, including adopting the latest technologies. The whole development task can now take as long as a person wants, with a more consistent development process, unlike all over the place.
This is even more important in magnitude because Cad Crowd is going to expose this particular instance of the project to a worldwide freelance community. This may very well be what is required to make design inputs, temporarily at least, or even engineering inputs, but what is required is certainly more than what can be managed with the best people on board.
Innovation, innovation, innovation!
Innovation is what playing the game of the modern customer is all about. Too much quality is ruining the customer. It finally gives them a realization that improvement, maximization, and innovation are necessary. Customers want more, better, faster, stronger, and smarter, irrespective of what is being offered to them. The moment a company reaches the pinnacle, something better is offered, which the customers switch to.
This would ensure that corporations have a constant need for innovation, as they upgrade existing products not only to provide new technologies but also to introduce changes that keep customers interested and maintain the brand in a fast-moving sector. The new product concept design companies that have the ability to maintain such innovation are mostly the ones that have a phenomenally high level of customer loyalty. This is because it provides customers with a sense of importance by listening to their feedback and delivering improved products, which is a promise of the product.
Technology is improved and upgraded uninterruptedly at a rate that seems, for some reason, vindictive. The minute one has learned what is happening, it is already replaced by another one that has been waiting in the wings, waving a flag and saying, “What is keeping you so long?” Artificial Intelligence, Digital Prototyping, Robotics, Smart Sensors, Machine Learning, and Materials Science are a few of the names from the dozens of technologies that have impacted how your products are made.
Product designers support the use of such technologies in businesses; otherwise, a business involving such a technology might end up being disrupted. In this context, product engineers employ such technologies in product development, enabling faster, more accurate development and creative problem-solving. Technologies such as 3D modeling, simulation, and generative design culminate in a certain competitive advantage for such businesses with a prototyping, simulative environment.
In contemporary engineering practices, organizations can respond faster with better decisions, yielding better products, compared to those that use the traditional engineering approach. It is considered competitive because technology is a requirement, not a complementary element. Cad Crowd connects clients with contractors who are some of the earliest to use developments in technological advancements. The contractors that they bring with them come with a set of perspectives that are highly advanced in terms of technological skills.
Product engineering is a team process. It is, of course, known to thrive when teamwork is desired. There are so many benefits to a fresh perspective, as engineers are forced to interact with designers, producers, marketers, managers, and customers. The skills are diverse, and once they come for the solution, this solution is optimized. This is probably the most creative piece, where different ideas conflict, melt, and coalesce into a full idea. The product engineering service minimizes this intersection point.
The partnerships that result from the corporations, through the design engineers, open an entirely different set of perspectives, thus a different level of innovation. The innovators come from different backgrounds, technologies, and design ideologies that, in themselves, might ignite innovations that would never occur in a closed environment. The most important strengths are that “great product engineering” has a synergistic effect on a team. It avoids tunnel vision from taking place.
Innovation as long-term strategy
Innovation is a commitment, not a moment. It is the hard work that takes businesses on a journey of growth when they are thinking of engineering as a strategic investment. It is a culture of improvement, experimentation, and innovation that businesses adopt over time. Contribution streams, on the other hand, are channeled through product engineering services that are known to be a good fit when it comes to the life cycles of different products.
Whether it is the development of “the first,” “the fiftieth,” or even “the hundredth” product for the business, the aim of product engineering, as far as its purpose is concerned, would remain the same, which is to make all products shine with intelligence and customers at the forefront. Investing in engineering is essentially investing in the future. The bottom line gives businesses what they need to react, compete, and succeed in a rapidly changing marketplace. It is these businesses that learn the significance of the bottom line, which culminates in giants in their own right.
Product engineering services bring clarity, vision, as well as competitive advantage. This is with the aim of ensuring that workable solutions are developed. The development process would take a faster rate, with no compromise on the quality. It would also result in a better user experience in the long run, owing to the fact that it is set to reduce the cost of production complexity for the enterprises.
It has assisted enterprises in staying up to date with technological advancements, meeting client demands, and capitalizing on opportunities. This, in short, is a way of stating that product engineering services have matured to the point of being a matter of economic force, rather than a matter of economic choice, within an industry that is desperately seeking a means to innovate, never mind grow.
How Cad Crowd can help
What Cad Crowd brings to the table is taking it to a different level, thanks to the fact that there is a community of freelance 3D design talent that is comprised of the best that the world has to offer. Additionally, that is what gives every project a touch of distinction in terms of engineering, creativity, and professionalism. Now that you are set to turn your vision into fantastic products, benefits, and so on, it is high time for your considered input. Contact us for a free quote.
MacKenzie Brown is the founder and CEO of Cad Crowd. With over 18 years of experience in launching and scaling platforms specializing in CAD services, product design, manufacturing, hardware, and software development, MacKenzie is a recognized authority in the engineering industry. Under his leadership, Cad Crowd serves esteemed clients like NASA, JPL, the U.S. Navy, and Fortune 500 companies, empowering innovators with access to high-quality design and engineering talent.
As reported by IGN and DotEsports, German Counter-Strike 2 player MAUschine has been banned from the CAGGTUS Leipzig tournament for 10 years for striking his opponent, Fabian “Spidergum” Salomon, after a heated match.
Influencer Jake Lucky shared a video to X of the moment MAUschine socked Spidergum during the awards portion of the tournament: Spidergum’s glasses flew off, and MAUschine moved on to shake other players’ hands without missing a beat—the brass balls on this guy—as the presenter quickly realized something was wrong.
A Counterstrike pro known as MAUschine has been banned for 10 years after sucker punching his opponent after the match live on stage pic.twitter.com/SfbQ0dYDHTApril 19, 2026
In a video shared by ClipsGD on X, MAUschine apparently explains his reasoning for punching Spidergum. We haven’t translated the video from German at this time, but MAUschine clearly had some objection to Spidergum shouting the phrase “papichulo”—potentially the Spanish “papi chulo“—after winning a match against MAUschine’s team. IGN and esports observer Rod Breslau noted that this was MAUschine’s own catchphrase or alias, repeated back to him mockingly.
Article continues below
Tournament organizers Dach CS Masters acted quickly to censure MAUschine. “We do not tolerate physical assaults against other players at LAN and have acted accordingly,” the organization wrote in a tweet on X. “MAUschine is banned for at least 10 years and the incident has additionally been reported to [the Esports Integrity Commission]. In case it wasn’t clear, we think violence has no place in our league.”
If the tournament victory, a 10-year ban, and potentially further consequences weren’t enough, Spidergum definitely got the last laugh with this sick burn on Twitter: “Bullseye from MAUschine,” he wrote. “Better aim than with the AWP and especially on stream.”
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Ransomware threats continue to evolve, and one of the most concerning groups in recent cybersecurity news is the Medusa ransomware gang. Known for targeting businesses, government agencies, and critical infrastructure, this group has refined its tactics using phishing campaigns as a primary entry point. Once inside a system, attackers encrypt sensitive data and demand cryptocurrency payments in exchange for decryption keys. The rise of such attacks highlights the growing risks organisations face in today’s digital landscape. This article explains how Medusa operates, how phishing plays a central role in its attacks, and what individuals and businesses can do to protect themselves from becoming victims.
Quick Answer: How Does Medusa Ransomware Work?
Medusa ransomware typically begins with phishing emails that trick users into revealing credentials or downloading malware. Once inside a system, attackers encrypt files, exfiltrate data, and demand cryptocurrency payments to restore access.
Key Takeaways
Medusa ransomware uses phishing as a primary attack vector
Attackers encrypt and often steal sensitive data
Victims are pressured to pay ransom in cryptocurrency
Double extortion tactics are increasingly common
Human error remains a major vulnerability
Strong cybersecurity practices can significantly reduce risk
What Is Medusa Ransomware?
Medusa ransomware gang is a cybercriminal organization that specializes in ransomware attacks. Unlike early ransomware variants, Medusa employs sophisticated techniques that combine social engineering, data theft, and encryption.
The group targets organizations of all sizes, often focusing on sectors such as healthcare, education, finance, and government. Its operations are part of a broader trend where cybercriminals operate like businesses, complete with support teams and negotiation strategies.
How Medusa Uses Phishing Campaigns
Social Engineering Tactics
Phishing is the foundation of many Medusa attacks. Attackers send emails that appear legitimate, often impersonating trusted entities such as banks, colleagues, or IT departments.
These emails may include malicious links or attachments designed to trick users into taking action.
Credential Theft
In many cases, phishing emails direct victims to fake login pages. When users enter their credentials, attackers gain access to internal systems.
This allows the ransomware group to bypass traditional security measures.
Malware Delivery
Phishing emails often contain attachments that install malware when opened. This malware creates a backdoor, giving attackers remote access to the system.
Targeted Spear Phishing
Medusa campaigns often use targeted phishing, known as spear phishing. These attacks are tailored to specific individuals or organizations, making them more convincing and harder to detect.
The Attack Lifecycle: Step-by-Step
Step 1: Initial Access
Attackers gain entry through phishing emails or compromised credentials.
Step 2: Establishing Persistence
Once inside, they install tools to maintain access and avoid detection.
Step 3: Lateral Movement
Attackers move across the network to identify valuable data and systems.
Step 4: Data Exfiltration
Sensitive data is copied and transferred to external servers.
Step 5: Encryption
Files are encrypted, making them inaccessible to the victim.
Step 6: Ransom Demand
Victims receive a demand for payment, usually in cryptocurrency, along with threats of data leaks.
What Is Double Extortion?
Modern ransomware groups like Medusa ransomware gang use a tactic known as double extortion.
This means attackers not only encrypt data but also threaten to release stolen information if the ransom is not paid. This increases pressure on victims, especially organizations handling sensitive data.
Comparison Table: Traditional vs Modern Ransomware
Feature
Traditional Ransomware
Modern (Medusa-style)
Entry Method
Basic malware
Phishing + credential theft
Data Theft
Rare
Common
Extortion Type
Single
Double extortion
Targeting
Broad
Highly targeted
Payment Method
Digital payments
Cryptocurrency
Why Cryptocurrency Is Used
Ransomware groups demand payment in cryptocurrency because it offers a level of anonymity and is harder to trace than traditional financial systems.
Cryptocurrencies also enable fast cross-border transactions, making them ideal for cybercriminal operations.
Real-World Impact of Medusa Attacks
Business Disruption
Organizations often face downtime, lost productivity, and reputational damage after an attack.
Financial Losses
Costs include ransom payments, recovery expenses, legal fees, and regulatory penalties.
Data Breaches
Sensitive information such as customer data, financial records, and intellectual property may be exposed.
Expert Insights
Cybersecurity experts emphasize that ransomware attacks are becoming more organized and professional.
Groups like Medusa ransomware gang operate with structured workflows, making them highly effective.
Experts also note that human behavior remains the weakest link. Even advanced security systems can be compromised by a single phishing email.
Common Mistakes That Lead to Attacks
One of the biggest mistakes is failing to train employees on phishing awareness.
Another issue is weak password practices, which make credential theft easier.
Organizations also underestimate the importance of regular software updates and patch management.
Lack of backup systems can worsen the impact of ransomware attacks.
Best Practices to Prevent Medusa Ransomware Attacks
Employee Training
Regular training helps employees recognize phishing attempts and avoid malicious links.
Multi-Factor Authentication (MFA)
MFA adds an extra layer of security, making it harder for attackers to access systems.
Email Security Solutions
Advanced filtering can detect and block phishing emails before they reach users.
Regular Backups
Maintaining secure backups ensures data can be restored without paying ransom.
Always verify unexpected emails—especially those tied to tactics like Medusa ransomware gang phishing campaigns—that request urgent action or sensitive information. A few seconds of caution can prevent a major security breach.
The Future of Ransomware Threats
Ransomware is expected to become increasingly sophisticated, with attackers leveraging AI, automation, and advanced social engineering tactics—such as those seen in Medusa ransomware gang phishing campaigns—to enhance the effectiveness and scale of their attacks.
Phishing campaigns will likely become more personalized, making them harder to detect.
At the same time, governments and cybersecurity firms are increasing efforts to combat these threats through regulations, intelligence sharing, and advanced security technologies.
Conclusion
The rise of Medusa ransomware gang highlights the growing complexity of modern cyber threats. By leveraging phishing campaigns, attackers gain access to systems, encrypt data, and demand cryptocurrency payments, often using double extortion tactics to increase pressure.
For organizations and individuals, the key to defense lies in awareness, preparation, and proactive security measures—especially in the face of threats like Medusa ransomware gang phishing campaigns. As ransomware continues to evolve, staying informed and adopting best practices will be essential in protecting data and minimizing risk.
FAQs
1. What is Medusa ransomware?
Medusa ransomware is a cybercriminal operation that uses phishing and malware to encrypt data and demand cryptocurrency payments.
2. How does phishing help ransomware attacks?
Phishing tricks users into revealing credentials or downloading malware, giving attackers access to systems.
3. What is double extortion in ransomware?
Double extortion involves encrypting data and threatening to leak stolen information if the ransom is not paid.
4. Why do attackers demand cryptocurrency?
Cryptocurrency provides anonymity and allows fast, cross-border transactions, making it ideal for cybercriminals.
5. Can ransomware attacks be prevented?
Yes, through strong security practices such as employee training, MFA, backups, and monitoring systems.
6. What should you do if attacked?
Disconnect affected systems, report the incident, and consult cybersecurity professionals before taking action.
7. Who are the main targets of Medusa attacks?
Targets include businesses, government agencies, healthcare organizations, and educational institutions.
Obviously, gaming is a huge reason why I love all things PC hardware. However, my other love is folks doing completely improbable or impractical things with their gaming PC. As such, please give a warm welcome to a truly unique PC build the creator is considering dubbing ‘Seraphim’.
The build in question features an extremely extra, though apparently fully functional fan array which looks not unlike the aforementioned, many-winged angel. That’s coupled with many criss-crossing pipes of a water cooling system that is already giving me The Fear. It all took about four years to put together in the end.
Creator Yam_Founder explains that the project was born out of a personal dislike of “the current state of boxy copy and paste cases on the market that are hard to work in and hard to modify.”
“So I decided to build an extremely overkill case that is designed to make regular maintenance easier,” Yam_Founder says. “Also I love welding and building stuff, so why not show off a bit.”
‘Overkill’ is definitely the word. But while I can understand not wanting yet another black box as part of your gaming setup, I’m sceptical of the claim that this build is comparatively simpler to maintain (though my personal plumbing skill set is non-existent). The Redditor explains the almost organ-esque build is easier to take apart than it looks.
“Every part that [needs] regular maintenance can be removed as one solid part,” Yam_Founder writes, going on to later elaborate, “Each part of the PC is separated into ‘Zones’ which can be isolated from the rest of the loop and drained if a part needs to be cleaned or replaced.”
As for all of those radiators in the back, they’re there for both substance and style. Yam_Founder explains they’re especially useful for passive cooling, adding, “The amount of radiator surface area means the fans can be off or on low power most of the time so no sound, except from the D5 pumps.”
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That’s right, this thing more or less quietly looms in the corner of whatever room it’s placed in—but let’s fight off that shadow with an equally terrifying thought: what would happen if this complex-looking cooling system were to spring a leak?
For a start, it turns out the Redditor’s day job is as a welder for a cryogenics company, and they have “a decade of experience hunting down very small leaks on MUCH more complex piping systems.” Their tried and true leak-hunting process involves 1-3 psi of pressure, a wee bit of dish soap, and then keeping your eyes peeled for any big bubbles over time.
If you are especially taken by this majestic creation, you’ll be pleased to hear that Yam_Founder is open to creating custom cases for others. If you’re still stuck on the ‘but why?’ of the whole endeavour, I’ll leave you with this comment from the creator: “I just love buildin’—sometimes [I don’t know] what I’m building, I just like buildin’!”
How Much Does It Cost To Develop A Logistics and Supply Chain Management Application?
Warehouse management and streamlined logistics are core segments of product-based organizations. Starting from production and warehouse shipment to logistics and distribution, every phase needs to be monitored and better managed to ensure business effectiveness.
Unlike traditional manual tracking of logistics operations, organizations across manufacturing and retail are using advanced Artificial Intelligence (AI) based contemporary logistics and supply chain management applications.
Using the capabilities of automation technologies like AI, businesses are streamlining the value chain of logistics and supply-chain operations. Organizations can automatically monitor warehouses, inventories, shipments, and deliveries at the lowest operational costs. On top of all, the next-generation AI-based logistics and supply-chain apps make the entire process transparent and smooth.
Today, through this article, we would like to discuss the benefits of logistics and supply chain management solutions and how much it cost to develop AI-based supply chain management apps for Android/iOS/Windows.
Significant Benefits Of Logistics and Supply-Chain Management Apps
An intelligent, collaborative, and easy-to-use logistics app reshapes the company’s warehouse management and logistics operations. Here are a few top benefits of supply chain management software that you must know if you have plans to develop AI-based logistics and supply-chain applications.
Streamlined Process & Cost Saving
It is one of the top benefits of implementing the logistics management software solution for better-organizing inventory and managing warehouse & distribution operations. Such an automated process will reduce the overall expenses on resources and warehouse maintenance.
Order Processing & Delivery Status Tracking
It is another top benefit of implementing customized AI-based supply-chain management solutions. Innovative AI apps automate client-to-brand interactions and make order processing virtual.
The order management feature of the logistics apps will mainly involve automating the order fulfillment process. Starting from product loading and shipment to temporary storage in a warehouse, order packaging and deliveries to logistics, intelligent supply chain management apps will handle smartly with high accuracy.
Further, order management functionality also plays a key role in properly maintaining inventory databases and order information. This information would be further processed to predict sales opportunities and improve business efficiency.
Here is another significant feature of an enterprise-centric supply-chain management Solution. Using machine learning and deep learning technologies, supply chain management apps with inventory tracking features allow organizations to better organize and manage their inventories as per the market demand. It helps the companies monitor stock levels and always stay on top of the demand.
Geolocation Tracking Of The Fleet or Vehicle Management
Internet-of-Things (IoT) plays a key role in tracking the fleets. Yes, AI, coupled with IoT technology will continuously monitor the live location of the fleet or goods carriers. Hence, by using intelligent supply-chain management solutions, companies can benefit from reliable logistics and deliveries on time.
Besides, by connecting multiple IoT sensors to the vehicle, organizations can monitor the fuel levels, and tire pressure, and get notifications on overall carrier performance reporting instantly. It will help companies to improve vehicle performance and ensure reliable deliveries to the distribution centers on scheduled time.
Scheduling Goods Delivery
Implementation of AI-based logistics and supply chain management solutions will help manufacturing and retail companies automatically process purchase orders from clients and schedule goods delivery rights from the app. It will help the logistics department to access the delivery information from anywhere at any time.
Orders History Management
By adopting supply chain and logistics management applications, organizations can completely reduce the burden of paperwork. Every order will be automatically stored in the application. Hence, using AI-based supply-chain management applications, businesses can maintain clean data records of order details and make accounting and auditing processes smooth.
Risk Analysis and Management
Risk analysis is one of the core and must-have functionality of a logistics application. The logistics software solutions can predict the risks by determining the data received from the IoT sensors located in the different parts of the fleet. For instance, suppliers will get instant notifications about freight accidents if any, and helps in taking immediate actions with no delay.
Centralize Customer Support Functions
By integrating AI-based customer support chatbots or virtual assistants in supply-chain management apps, businesses can seamlessly interact with clients and resolve their issues in order taking, deliveries, or any other service-related concerns.
How Much does Logistics App Development Cost
Logistics app development costs in 2026 typically range from $20,000 to over $600,000 . The final price depends heavily on the complexity of features, the technology stack, and the geographic location of your development team.
Cost Breakdown by App Complexity
The more advanced the functionality—such as AI-driven route optimization or IoT integration—the higher the investment
Basic App (MVP): $20,000 – $30,000
Includes essential features like user registration, simple real-time tracking, and basic delivery scheduling .
Timeline: 3–4 months
Medium Complexity: $30,000 – $40,000
Adds automated scheduling, route optimization, barcode scanning, and multi-user access
Timeline: 5–7 months
Enterprise/Advanced Solution: $40,000 – $80,000+
Features cutting-edge tech like AI for predictive analytics, 5G-ready architecture, and deep integrations with existing ERP/WMS systems
Timeline: 8+ months
Development Stage Estimates
A typical project budget is often distributed across these core phases:
Planning & Discovery: $5,000 – $10,000 (Research and prototypes)
UI/UX Design: $10,000 – $30,000 (Wireframes and user flows)
Core Development: $40,000 – $60,000 (Frontend and backend coding)
Testing & Launch: $10,000 – $15,000 (QA and app store submission)
Conclusion
Intelligent supply chain and logistics management software streamlines the value chain of operations, including warehouse shipping, inventory management, order management, logistics management, and many more. Such an automated process improves business efficiency and optimizes the overall supply-chain operations.
Another leaker has been stirring the PS6 pot just a few days after Sony’s three-console next gen strategy started swirling around the rumor mill. This time we’re looking more at performance and less at price, though.
Kepler L2, a leaker generally considered fairly reliable, has posited that the PS6 will over performance gains at around 3.1x the PS5’s current ray-traced framerates, following from “AMD’s most optimistic estimate” that its new system will be able to deliver up to 10x the ray-traced power in Sony’s new device.
In a NeoGAF post, the insider used an Assassin’s Creed Shadows performance disclosure to estimate where this boost in RT handling would take us in real-world experience. While the PS5 will take 5ms to conjure a frame (note that the disclosure uses 1440p rather than the system’s top 4K resolution), KeplerL2 extrapolates a 1.35ms rendering time for the PS6.
That translates to 3.1x higher framerates in the PS6 (100fps vs the PS5’s 33fps if you really want to get muddy with it). It should be noted, though, that this is strictly a discussion of ray-tracing task performance – there’s a whole bunch of extra processes going on that could effect that bottom-line.
Of course, that’s all to be taken with a heavy dose of salt. After all Sony hasn’t even confirmed the PS6’s AMD chipset yet, and everything we’re using to come to these conclusions is based on rumor and speculation.
Still, if it turns out to be close to the truth, current estimates put the PS6 on par with an RTX 4080 level of performance, and leagues ahead of the Steam Machine.
(Image credit: Future)
That’s to be expected, after all Valve’s device is positioned as a mid-range PC for the living room. Its AMD RDNA3 GPU and Zen 4 processing architecture were enough to know that this isn’t a high-end enthusiast device, no matter how hard it pushes that 8GB VRAM. With performance expected to run at around a mobile RX 7600 level, it wants to run competitive games at 1080p or 1440p, and push into 4K 60fps when immersion is the top priority.
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That’s not what the PS6 wants to be. Facing a new console generation, Sony wants to be the best and it wants to offer a tangible level-up from the PS5 in order to see success. Unfortunately, with the way the supply chains are faltering right now – that goal isn’t aligned with its market.
With a speculated holiday 2027 release window, there’s still plenty of time for the PS6’s pricing to change before any kind of official announcement. However, rumors have put the top end console at around $1,000, with a cheaper option at between $350 and $550. That means the PS6 ‘proper’ likely isn’t the device most Sony fans will be buying.
It’s going to come down to how much you care about squeezing every last ounce of new-generation power into your TV screen. Do you want to play your games or do you want to play your games in the highest possible graphical settings possible, bank balance be damned?
With the way things are going right now, I (and I’m willing to bet most players alongside me) am in the former camp. Is it nice to be able to turn on high-end ray tracing and still maintain a 60fps cap? Absolutely. Would I like a Lambo? You bet, but at the end of the day my old beater still does the same job.
If the Steam Machine costs significantly less than the full-fat PS6 it’s going to have a much easier time getting into people’s living rooms this console cycle.
On the latest episode of TechCrunch’s Equity podcast, Kirsten Korosec, Sean O’Kane, and I did our best to round up all the latest OpenAI news. While the company’s latest acquisitions seem to be classic acqui-hires, Sean suggested they also address “two big existential problems that OpenAI is trying to solve right now.”
First, with the team behind personal finance startup Hiro, the company may be hoping to come up with a product that has “more hooks than just a chatbot, and maybe something worth paying more for.” And with new media startup TBPN, OpenAI could be looking to “better shape its image in the public eye, which lately has not been great.”
Read a preview of our conversation, edited for length and clarity below.
Anthony: [We have] two deals that are worth mentioning, one is that OpenAI acquired this personal finance startup called Hiro. And that comes after another deal that was literally announced when we were recording our last episode of Equity, so we didn’t get to talk about it: OpenAI had also acquired TBPN — a business talk show, like a new media company.
And I think both of these deals are pretty small compared to the scale of OpenAI. These are not things that people expect to really change the course of their business or anything like that, but they’re interesting because it suggests that there’s still this [attitude of,] “Let’s try out different things.”
Especially [with] the TBPN deal […] particularly at this time when it feels like OpenAI, from all the reporting we’re reading, is also trying to really refocus on making ChatGPT and its GPT models really competitive in an enterprise context with programmers.
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Is running a tech talk show, should that really be on the to-do list?
Kirsten: No, this should not be on the to-do list. That’s it.
I do want to mention Hiro because to me, that’s an interesting one, because Julie Bort, our venture editor, super talented, she wrote about this and was I think the first to write about it. She dug in a little bit and basically this looks like an acqui-hire. The company is folding. They basically said, “By this date, you won’t be able to access this anymore.”
This is a personal finance startup. And they only launched two years ago. So this absolutely is about getting talent on board. So I’m very curious to see if OpenAI is going to be just absorbing them into the ether at OpenAI, or if they’re actually interested in some sort of personal finance product that they want to work on. To me, it’s not really clear.
Sean: I think you look at both of these as acqui-hires to a certain extent. I mean, the TBPN acquisition, allegedly they are going to retain their editorial independence on the show that they make every day. And all respect to those guys who’ve put that out there and gotten it off the ground so quickly and grown it into what it has become.
I think any person who follows the media should have a healthy dose of skepticism that when you acquire something like that and you put the people who make the show under the org of the public policy people and comms or marketing adjacent people higher up at the company making the acquisition, that you could have good questions about whether or not saying “editorial independence” is enough. It’s not an incantation that just works.
But you know, what’s interesting to me about these two, while they are similar in their acqui-hire-ness, I think they both represent two major problems that OpenAI is facing.
One is Hiro. OpenAI has a very successful product in ChatGPT. As far as whether or not that will actually ever make them enough money to become a sustainable business that’s not raising the largest private rounds in the world, ever, to keep things going, is a big question. And they also seem to be struggling to keep up on the enterprise side of things where the real money seems to be, so bringing in a team like this seems like taking a shot at, “What else can we do?”
The guy who founded Hiro seems to have a serial entrepreneur streak of creating consumer apps, and so this seems to me like a bet on them being able to come up with something else that may have more hooks than just a chatbot, and maybe something worth paying more for.
And then TBPN is an acquisition made to help better represent what the company does and better shape its image in the public eye, which lately has not been great and certainly is under more questions now than just a few weeks ago, because Ronan Farrow just led a report at The New Yorker that dropped suspiciously right around the time that this and a couple other announcements from OpenAI came out last week.
I think those are two big existential problems that OpenAI is trying to solve right now.
Kirsten: So the thing that you didn’t say is, there’s Anthropic kind of looming in — not in the shadows, I mean, they’re very much taking up a lot of space here — but they’re having a lot of success on the enterprise side of things.
It feels like these guys are competitors and they also feel like very different companies in a lot of ways. Anthony, I’m wondering if you see them as direct competition to OpenAI? Or [are they] just finding their stride in enterprise and in a way, these two companies are clearly going to coexist and they’re really not directly competing with each other — maybe on talent, but not necessarily as we initially thought of them?
Anthony: I think they’re directly competing with each other. There’s definitely a scenario where if AI as an industry, as a technology, is as successful as its proponents hope for, they could both be very successful companies, they could just be the one and two. And the success of one does not necessarily mean that the other will just fade into obscurity.
And again, none of this is official, but there’s just been a lot of reporting around how it seems like OpenAI, more than anyone, is obsessed with and upset about Anthropic’s rise.
Our reporter Lucas [Ropek], he did a great piece over the weekend about the HumanX conference, where he was talking to everyone there and they’re sort of like, “Yeah, ChatGPT is fine, too,” but like they were all about Claude Code. And I think that is exactly what OpenAI is worried about.
Because again, in theory, there could be many other opportunities for generative AI, but it feels like the big growth area, the area where the most money is and where they could at least see a path to having a sustainable business in the future, is in these enterprise and coding tools.
Zoom “has partnered with World, Sam Altman’s iris-scanning identity company (previously known as Worldcoin), ” reports Digital Trends, “to add real-time human verification inside meetings.”
Zoom is now inviting organizations to join the beta version of the rollout, which Digital Trends says “lets hosts confirm that every face on the call belongs to a real person, not an AI-generated imposter. ”
For those wondering how World’s Deep Face technology works, it includes a three-step process. It cross-references a signed image from a user’s original Orb registration, a live face scan from the device, and the frame of the video that’s visible to the other participants in the meeting. Only when the three samples match does a “Verified Human” badge appear next to the user’s name…
Hosts can also make Deep Face verification mandatory for joining meetings, preventing unverified participants from joining entirely. Mid-call, on-the-spot checks are also possible…
