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Healing With Psychedelics, Virtual Reality & Artificial Intelligence – Microdose Psychedelic Insights

Set refers to the subject; setting is the sessions environment. Matrix is the environment from which the subject comes: the environment surrounding the subject before and after the session, and the larger environment to which the subject returns. Betty Eisner, 1997, Pioneer, LSD Research

The use of psychedelics in therapy and personal growth continues to grow, thanks in part to the growing body of research showing their potential for healing depression, anxiety, addiction, and other mental health issues. At the same time, virtual reality (VR) has become an increasingly popular tool for creating immersive and powerful therapeutic experiences, whether for treating phobias, addiction, or trauma. These fields offer a new frontier for innovation and therapeutic healing.

This article will explore how psychedelics and VR are being combined with AI to create powerful therapeutic experiences. So, lets look at what we know about psychedelics, VR, and AI separately.

Psychedelics are natural or man-made compounds that produce profound changes in consciousness, including non-ordinary states of perception and intense emotional experiences. The physiological effects are usually mild and short-lived, but the psychological impacts can be significant.

VR is a computer-generated simulation of a three-dimensional environment that users can interact with using specialized hardware or equipment. It can be used to create immersive, interactive experiences that allow users to explore and manipulate a virtual environment.

Artificial Intelligence (AI) is a technology that enables machines to think like humans and act intelligently. AI systems can recognize patterns, learn from experience, and make decisions based on their analysis. This technology has been used in various industries, including healthcare, finance, automotive, and more. AI is rapidly changing how we interact with the world around us by providing more innovative solutions and increased efficiency for everyday tasks.

When these three technologies are combined, the potential for therapeutic applications is profound. By manipulating a users senses in a virtual world, therapists may be able to create powerful therapeutic experiences that could not be achieved through traditional methods.

The research is building to assess the synergies between VR with LSD, psilocybin, and MDMA to treat certain psychiatric disorders effectively. In this literature review, we look at the efficacy of VR, AI, and psychedelics in treating various mental health conditions, including substance use disorder, post-traumatic stress disorder (PTSD), depression, anxiety, obsessive-compulsive disorder (OCD), eating disorders, bipolar disorder, and schizophrenia. Research results show evidence suggesting that VR and psychedelic therapies may effectively treat certain psychiatric diseases.

Alone, psychedelic psychotherapy has been well-researched and used to treat depression, anxiety, and post-traumatic stress disorder (PTSD). With AI, we further have the opportunity to revolutionize research into psychedelic drugs and unlock their potential as medical treatments. With its ability to quickly process large amounts of data and uncover patterns in complex systems, AI can further help scientists make progress in understanding how psychedelics affect our brains and bodies paving the way for more effective treatments in the future. AI can also be used to develop personalized treatment plans for individual patients based on their unique needs. AI allows these companies to search more comprehensively for novel psychedelics with desired therapeutic applications.

HMNC Brain Health uses its AI Platform to develop groundbreaking therapies, combining Psychiatry, Genomics, and Analytics. AI is also used to gain precision when assessing mental health, bio-markers, and DNA. AI enables researchers to conduct more comprehensive searches of chemical databases and uncover molecules that may have otherwise gone undiscovered. AI-assisted searches also provide greater insight into molecular structure and predict likely outcomes for potential medicines, which could lead to the earlier discovery of potentially effective treatments.

VR can simulate real-world scenarios that evoke strong emotional reactions from patients, allowing them to confront their fears in a safe environment. This immersive environment could help individuals process traumatic memories or gain insight into their behavior more quickly than traditional talk therapy alone. The need for more research and an evidence-based strategy to design and roll out Virtual Reality (VR) applications in psychedelic-assisted psychotherapy has been identified. VR research has far-reaching implications in various fields, such as psychology, pharmacology, and medicine. By gaining a better understanding of the inner workings of the brain, researchers have looked at VR. They have found the experience and benefits similar to LSD or other Psychedelics. Using VR as a research tool has allowed a deeper understanding of the effects of psychedelics, such as an altered perception of time and space, improved creativity, enhanced mood regulation, and deeper self-reflection. The same technology can be used to study how people respond to various kinds of stimuli in the environment.

One way to use VR is by allowing patients to create and build their setting from the inside out in the preparation process for the psychedelic session. Dr. Prash Puspanathan, Enosis Therapeutics

Enosis Therapeutics has advanced the research of VR technology used with psychedelic therapy to create immersive patient experiences. For example, as a state-altering method, VR can bridge normal and altered consciousness to ease the transition process and reduce some patients anxiety before a psychedelic experience. This allows a better capacity to surrender to the experience and go into it more easily, giving patients a chance to dive deeper. After all, this is your personal matrix.

Enosis Therapeutics modules enable individuals to experience the full range of a psychedelic journey. They recently conducted a groundbreaking study to determine the effectiveness of virtual reality (VR) in psychedelic therapy. The results were encouraging, as participants reported increased satisfaction and therapeutic efficacy from VR scenarios. This provides strong evidence for using VR technology in therapeutic protocols, demonstrating that incorporating such immersive experiences can positively impact the outcome of psychedelic therapy sessions. With this information, Enosis is now focused on leveraging properties unique to immersive environments, such as the capacity to buffer from unwanted stimuli or reliably and quickly induce a mindful presence to ensure more successful patient outcomes.

The potential benefits of combining psychedelic psychotherapy with AI and VR are vast. By leveraging these technologies, clinicians may be able to provide more effective treatments for mental health issues while reducing the risk of adverse effects associated with psychedelics. As research explores the synergies between these technologies and psychedelic psychotherapy, we may soon see even more significant advances in this field.

Entheo Digital develops Breath, Light, And Sound Therapy (BLAST) biofeedback systems that amplify psychedelic-assisted journeys, with or without medicine. Their systems provide immersive environments that modulate three aspects of experience: respiration, visual field, and auditory/tactile sensation. The system uses vocal toning, or long vowel tones, to generate an audio-visual trance experience that activates the parasympathetic nervous system. This helps to reduce stress, increase oxygen flow throughout the body, and cultivate positive states of mind. The visual field is modulated with specialized LED light patterns designed to activate specific brain waves like alpha, delta, and theta, which are associated with improved attention, cognitive flow, and focus. Finally, the musical experience is entirely generated from the users voice, which provides a personalized journey that results in feelings of greater self-efficacy. This system can help people rapidly learn mindfulness skills and better understand their psychological and emotional state by utilizing neuroscience techniques to understand how the brain works.

Its not like the end of the worldjust the world as you think you know it. Rita Dove

Neuroscience helps us better understand how psychedelics affect our mental states. For example, fMRI scans can show changes in brain activity after a psychedelic experience, which can help researchers pinpoint potential therapeutic benefits and uncover how psychedelic-assisted psychotherapy Neuroscience studies have already shown that certain psychedelic compounds can alter activity and communication in the brain, leading to changes in perception and cognition. AI has already been used to detect patterns in neural networks and can be utilized to identify new pathways between various brain regions. Additionally, VR provides an interactive platform for Neuroscience research by allowing users to experience simulated environments with carefully monitored modifications. Combining these technologies allows for a completely novel, immersive experience where the user interacts with a simulated environment, giving researchers valuable insight into how the brain reacts to different stimuli.

As neuroscience continues to evolve, the potential of psychedelics, AI, and VR to further our understanding of the brain is becoming increasingly apparent. For example, a recent study found that participating in a group virtual reality experience can produce responses similar to those triggered by psychedelics. This suggests that VR could be used as a full-spectrum tool to capitalize on and catalyze the innately therapeutic aspects of psychedelic substances.

Researchers investigate how different environments impact our brains and behavior through AI and VR technology. https://neurosciencenews.com/vr-psychedelics-21412/ The combination of psychedelics, AI, and VR has opened up new possibilities for Neuroscience research. As these technologies continue to advance, we may soon be able to explore the brains inner workings in ways we never thought possible. With this newfound knowledge comes the potential for us to better understand ourselves and develop treatments for various neurological disorders.

Psychedelics can cause confusion, disorientation, anxiety, panic, or paranoia. They also interfere with the perception of reality, which may lead to a distorted sense of self-awareness and blurred boundaries between the users existence and non-ordinary consciousness. It is essential to be aware and prepared for the possible risks before engaging in psychedelic use. The medicalized model is very focused on screening and contraindications.

Virtual Reality creates a simulated environment that immerses users in an artificial world. The risk is that users potentially become so immersed in virtual environments that they lose sight of their in-real-life (IRL) lives, creating psychological issues such as disillusionment with the natural world and addiction to virtual worlds. Again, a supervised approach to preparing, journeying and integration is the key.

Artificial Intelligence: The far-reaching implications for our society are positive and negative. AI can be used as an autonomous decision-making machine that humans do not fully understand or control. We must develop ethical standards for AI applications to ensure their use does not infringe upon our civil liberties or humanitys greater good. Go to this link for more information.

In summary, the research into psychedelics, AI, and VR offers tremendous opportunity for exploring how we think about our relationship with technology itselfthe idea that humanity does not exist separate from technology but is instead intertwined within itas well as promising potential to uncover new treatments for various conditions whether they are physical or mental disorders. Further research into these topics could also help identify ways machine learning algorithms can better interpret human behavior while preserving autonomy and choice over our data bio, psycho and social context resulting in a win-win situation for researchers and end users. But this is not a panacea, and there is a shadow side to these technologies and frameworks that needs careful consideration in their use and application.

Note: This article presents a study, research, and a point of view that should not be taken as advice. The author offers transpersonal coaching and counseling. He is an Interfaith MDiv, Contemplative Psychotherapist and Psychedelic Assisted Therapy Provider, who holds space for therapeutic presence, preparing, integration and the use of digital therapeutics. The Work Mindfulness Project http://www.workmindfulness.com The Mindfulness Experience podcast https://themindfulnessexperience.podbean.com/

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Google Clouds Sam Sebastian on how the pandemic accelerated the shift to cloud, converting the skeptics, and why Canada is now home – Toronto Star

Much in tech has changed since Sam Sebastian first joined Google in 2006. First, he and his colleagues were explaining newfangled search advertising to customers. Today, the Ohio-born executive is at the forefront of another major leap cloud computing as the Canadian head of Google Clouds operations.

When COVID-19 forced much of the worlds economy into lockdown, the thought of keeping data trapped on office-bound servers was intolerable to many CEOs. Cloud storage boomed, and forced painstaking digital transformations through in a matter of months rather than years.

Google Cloud was fairly well-positioned to capitalize on the sudden demand for off-premises yet adaptable places to store data. In a matter of minutes, companies can quickly scale up their storage to handle an influx of new data, or shed excess capacity. This flexibility is appealing to all three of Google Clouds main cohorts of customers: digital native firms like Lightspeed, stalwarts like Canadian Tire, and next-generation AI-oriented customers like Mobius.

To many average consumers, whether or not their favourite brands rely on the cloud or locally stored data is irrelevant. But firms like Google have made big business from convincing sometimes-reluctant CEOs to shell out for new operating systems capable of retrieving data from anywhere.

Youve bounced to and from multiple executive roles at Google. Your last position was in 2017. What keeps you coming back?

Yeah, Im a boomerang Googler. Theres a few of us around. I started at Google 17 years ago in the U.S. I was in different roles in the States, on the ad side for eight years. About nine years ago, I moved my family to Canada and ran the Canadian business for about three and a half years. At the time, most of our business was ads.

I loved every minute of it. But I had the opportunity to be the CEO of Pelmorex Corp., a big brand that included the Weather Network and MtoMdia. They had a business in Spain Eltiempo. So, after 11 years at Google, an opportunity to go be a CEO of a strong Canadian brand that needed to digitally transform was too good of an opportunity to pass up.

I thought I had a once-in-a-lifetime opportunity, in the early days of Google, to be on the ground floor when search advertising and YouTube was first kicking off. Now, I have the opportunity to come back and almost have a second chance at a once-in-a-million opportunity cloud which is new to many folks. Were on the cusp of this generative AI revolution, which is also tied in with the cloud. To be on another rocket ship, with another kind of revolutionary shift, was just too good to pass up.

Click to expand

Whats it like going back to a very senior position at Google after being a CEO at Pelmorex?

In the end, I have always thought about what I want to do in my career in three ways. Number one, I want to keep learning. As long as Im in a job, and Im learning a whole new set of skills, it doesnt really matter to me what role Im in. Number two, I love to lead. Regardless of whether Im leading an entire organization or a country inside of a larger multinational, so long as Im leading and working with people that inspire me, then Im good. And lastly, I need to add value.

I had never done the CEO role before. I could learn a ton. But I was an ads guy for 30 years. So, at Google, I had an opportunity to learn. I could lead great young Googlers and very experienced Googlers in cloud. I could both learn from them, but also be inspired by them. I knew the playbook for Google on the ad side because I had built out its country infrastructure.

You have a lot of leadership experience, but youre new to cloud computing itself. Are you still learning about it as you go? Are you leaning on other people? How does that work?

We have an incredible team who has made huge investments in this space, from training, evangelizing, and technology. I lean on the team significantly. But its a relatively new space. There are very few veterans in this space because it has only really been mature for a handful of years. My ultimate clients are CEOs, the C-suites and boards, and Im trying to convince them to make these tough decisions to modernize their infrastructure.

And I did that for five years figuring out how I was going to migrate on-premise stuff to the cloud at Pelmorex. We all had this MBA in cloud for two years during COVID, meaning anyone who was running a company had to figure out how to do it from home. COVID really saw demand for cloud services explode. So, to a certain extent, I had been through these wars myself as a C-suite leader.

Some businesses are very skeptical about the benefits of cloud computing. How do you convert them?

There are a couple of ways. Number one, every business has a core function. The core function of Pelmorex was weather forecasting. It was not managing data centres or modernizing technology. Doing so requires a huge set of resources, expertise and skills. To an extent, I can rent that experience and technology, and use it as I need it. Thats the ideal business model for someone who wants to really focus on their core business. When you sit down with a CEO, they will get that right away.

Then you have to go deeper and ask about the objections. They may say a cloud migration will take a long time, its not as secure as on-site storage, or there isnt a specific solution for their industry. But we can counter each of these objections. So we have to talk at the highest level with the CEO to inspire them, and then work inside the organization, and with our partners. COVID was a pretty big demand generator because, all of a sudden, folks had to manage all this stuff remotely, which is a bit more difficult when youre not in the cloud.

The vast majority of digital transformations fail. How are you trying to change that equation?

A couple of things. Digital transformations are huge projects, and any huge project comes with a lot of risk. What we try to do is break that project down, atomize it, and create a bunch of different milestones over time and then put all the right people on various parts of the project. One client, one vendor, one cloud player cant solve everything.

Whenever theres a burning platform, and a company has to succeed, there is no other alternative. COVID was a great example. Youd be amazed at what a company or an industry can do in a matter of months. Now, were trying to leverage that to create a sense of a burning platform, a no excuse but success mentality, so we can push folks to move.

There is a perception that cloud computing is a lot less secure than relying on on-site data storage. What do you say to critics who say to avoid the cloud because it is insecure?

Just look at Google. And you can look at Amazon as well. These are massive companies that built massive infrastructure targeted by the biggest cyber threats, both internally and externally, of any company in the world. And theyve been secure. Weve had to build so much threat detection, security and authentication protocols inside all of our own technology. Now, all were doing is making those same attributes available to customers.

The hard part for customers is that they feel out of control. Once we walk them through how, frankly, theyre more exposed to risks with the work theyre doing on-premises, their objections go away. Some of the biggest threats come from people inside an organization, who have access to a lot of things that they might not otherwise have with the cloud.

A lot of Googlers in executive roles end up going back to San Francisco. Do you think thats in the cards for you?

I dont. That was the thinking when I moved to Canada nine years ago. A lot of times, executives move up here, they do a stint, they learn some things, and they take it back. After four years, the kids loved the country. My wife and I love the country. We have built some great relationships. I had built a profile inside the country so that I could continue to take on new opportunities. And so, our entire perception changed.

Thats why I had no problem leaving Google to go to a Canadian company and get even more experience inside Canada. Now, Ive come back to Google in Canada. Both of my kids are in university in Canada. Weve got no plans to leave. We love it here. And we still have lots of family back in the States, and we go back and forth, obviously. But this is home now.

This conversation has been edited for length and clarity.

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Google Clouds Sam Sebastian on how the pandemic accelerated the shift to cloud, converting the skeptics, and why Canada is now home - Toronto Star

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Does ChatGPT save your data? Here’s what you need to know – Android Authority

Edgar Cervantes / Android Authority

Time is money and chatbots like ChatGPT and Bing Chat have become valuable tools. They can write code, summarize long emails, and even find patterns in large volumes of data. However, as with any free-to-use technology, you may be wondering about the privacy implications of it all. More specifically, does ChatGPT save your data and can you trust it?

So in this article, lets break down ChatGPTs data storage practices and how it handles your sensitive data. Well also detail how to permanently delete your data from ChatGPT and OpenAIs servers.

Does ChatGPT save conversations and user data?

Calvin Wankhede / Android Authority

Yes, OpenAI saves your ChatGPT conversations and prompts for future analysis. According to a FAQ page published by the company, its employees can selectively review chats for safety. In other words, you cant assume anything you say to ChatGPT is kept private or confidential.

All of your conversations with ChatGPT are stored on OpenAI's servers.

Besides prompts and chat conversations, OpenAI also saves other data when you use ChatGPT. This includes account details like your name and email as well as approximate location, IP address, payment details, and device information. Most websites collect this data for analytics purposes so its not unique to ChatGPT. However, it does mean that OpenAI can hand over your ChatGPT conversations and other data to courts or law enforcement.

According to OpenAI, its in-house AI trainers may use your ChatGPT conversations for training purposes. Like any machine learning-based technology, OpenAIs GPT-3.5 and GPT-4 language models were trained on billions of existing text samples. However, these can also be improved further through a process known as fine-tuning, which involves re-training the model on a small dataset (like user chats).

We already know that OpenAI has performed some fine-tuning on the models since it admitted to hiring humans to simulate ideal chat conversations. Now that the chatbot is widely available, its only logical that the company will continue collecting user data to train and improve ChatGPT. You can opt-out if you dont want your data to be used for training but this is a manual process that involves filling out a form.

Does OpenAI or ChatGPT sell user data?

Edgar Cervantes / Android Authority

OpenAI lets anyone use ChatGPT for free, even though generating responses likely costs the company a lot of money. So naturally, you might assume that OpenAI has found a way to sell or monetize your data. Luckily, thats not the case. According to an OpenAI support page, your ChatGPT conversations arent shared for marketing purposes.

As for how OpenAI stores ChatGPT data, the company says that its systems are located in the US. The company also requires anyone accessing your data to sign confidentiality contracts and uphold other security obligations.

Your ChatGPT data isn't sold to advertisers, but OpenAI employees may see it.

So how does a small startup like OpenAI serve millions of users without selling their saved data? In early 2023, Microsoft invested $10 billion in OpenAI. The company already uses OpenAIs GPT-4 language model for many of its own services, including Bing Chat. We also know that ChatGPT exclusively uses Microsofts Azure cloud servers to generate responses.

From all of this, we can infer that OpenAIs server costs are subsidized, which allows the company to continue offering ChatGPT for free. In the future, ChatGPT Plus and other revenue sources could help OpenAI turn a profit without selling user data.

Should you trust ChatGPT with your data?

Calvin Wankhede / Android Authority

In the few months since ChatGPT first became available to the public, it has already fallen victim to a couple of data leaks.

In one instance, a software bug resulted in some users seeing others chat titles when logged in. Luckily, the bug didnt expose full chat histories or other sensitive data. That wasnt the only leak either another one revealed the last four digits of some users saved credit cards. These incidents indicate a tangible risk if ChatGPT does indeed save all user data.

ChatGPT has suffered from data leaks already, but most user data remained safe.

OpenAI has managed to keep full chat records reasonably private and away from prying eyes so far. But that could change at any time in the future if it falls victim to a data breach or intrusion. After all, weve seen successful attacks executed against security-conscious companies like LastPass.

To that end, you should not share sensitive personal information, trade secrets, or medical data with ChatGPT or rival chatbots like Google Bard. In fact, many companies have explicitly clamped down on chatbots for this reason. Samsung Semiconductor, for example, reportedly found its employees had shared confidential information with ChatGPT. It has now imposed a character limit on ChatGPT prompts, making it harder to spill company secrets.

37 votes

Yes

11%

No, but I'll use it anyway

76%

No, I plan to delete my account

14%

How to delete your ChatGPT data

Calvin Wankhede / Android Authority

Its possible you didnt know that ChatGPT saves your conversations and prompts until now. So is there a way to clear all of your interactions with the chatbot? Well, clearing your history when logged into your ChatGPT account only removes the data from your view. It doesnt actually delete anything from OpenAIs servers.

For now, the only way to permanently delete your ChatGPT data is to close your OpenAI account. Heres how to do that:

Once OpenAI goes through with the deletion, all of your ChatGPT data and conversations should be permanently deleted. Keep in mind that this process takes anywhere between one to two weeks. If youd prefer not to log in or visit the help section, you can also send an account closure request to deletion@openai.com.

FAQs

No, you need to delete your OpenAI account to permanently delete your ChatGPT chat history. If you simply clear your chats instead, your data will continue to live on OpenAIs servers.

If you cant see your past chats once logged into your ChatGPT account, you may have cleared your account history or the service may be experiencing heavy demand at the moment.

No, you cannot export conversations from ChatGPT at the moment.

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EXCLUSIVE: ‘A Chernobyl for AI’ looms if artificial intelligence is kept unchecked, says scientist Stuart Russell – Business Today

Stuart Russell, a Professor of Computer Science at UC Berkeley and a leading expert in artificial intelligence and machine learning, has issued a warning about the potential dangers of unchecked AI development. As the co-author of the standard text in the field of AI, "Artificial Intelligence: A Modern Approach," Russell's credentials are unparalleled. In an exclusive interview with Business Today's Aayush Ailawadi, he emphasizes the need for reasonable guidelines and safety measures to prevent the possibility of a "Chernobyl for AI" a catastrophic event that could have far-reaching consequences.

Russell is one of the prominent AI experts who signed the petition to pause the development of the next powerful iteration of GPT-4. Other prominent voices in the open letter include Tesla CEO, Elon Musk and Apple co-founder Steve Wozniak.

In an exclusive interview with Business Today, he listed the perils of unchecked AI and warned against the potential for "a Chernobyl for AI." Russell, who has been an AI researcher for 45 years, acknowledges the unlimited potential for artificial intelligence to benefit the world but emphasizes the need for reasonable guidelines to ensure its safe development.

Russell explains that developing guidelines for AI systems may take time, but it is necessary to demonstrate convincingly that a system is safe before it can be released. He compares the process to building a nuclear power plant or an airplane, where safety guidelines must be met to prevent catastrophic consequences.

He said, "What we're asking for is, to develop reasonable guidelines. You have to be able to demonstrate convincingly for the system to be safely released, and then show that your system meets those guidelines. If I wanted to build a nuclear power plant, and the government says, well, you need to show that it's safe, that it can survive an earthquake, that it's not going to explode like Chernobyl did." He further added, "we do not want a Chernobyl for AI."

Also read: Elon Musk, Steve Wozniak call for pause on training of AI systems that can outperform GPT-4The scientist warns that without proper guidelines and safety measures, there is a risk of a "Chernobyl for AI," referring to the nuclear disaster that occurred in Ukraine in 1986, which destroyed the nuclear industry and had long-lasting effects on the environment and human health.

Russell acknowledges that it is difficult to predict exactly what a Chernobyl-like disaster for AI might entail, but emphasizes the need to take the possibility seriously. He calls for the application of common sense in the development of powerful AI systems to ensure that they do not pose a threat to society.

Also read:'No regulations for Artificial Intelligence in India': IT Minister Ashwini Vaishnaw

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EXCLUSIVE: 'A Chernobyl for AI' looms if artificial intelligence is kept unchecked, says scientist Stuart Russell - Business Today

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H100, L4 and Orin Raise the Bar for Inference in MLPerf – Nvidia

MLPerf remains the definitive measurement for AI performance as an independent, third-party benchmark. NVIDIAs AI platform has consistently shown leadership across both training and inference since the inception of MLPerf, including the MLPerf Inference 3.0 benchmarks released today.

Three years ago when we introduced A100, the AI world was dominated by computer vision. Generative AI has arrived, said NVIDIA founder and CEO Jensen Huang.

This is exactly why we built Hopper, specifically optimized for GPT with the Transformer Engine. Todays MLPerf 3.0 highlights Hopper delivering 4x more performance than A100.

The next level of Generative AI requires new AI infrastructure to train large language models with great energy efficiency. Customers are ramping Hopper at scale, building AI infrastructure with tens of thousands of Hopper GPUs connected by NVIDIA NVLink and InfiniBand.

The industry is working hard on new advances in safe and trustworthy Generative AI. Hopper is enabling this essential work, he said.

The latest MLPerf results show NVIDIA taking AI inference to new levels of performance and efficiency from the cloud to the edge.

Specifically, NVIDIA H100 Tensor Core GPUs running in DGX H100 systems delivered the highest performance in every test of AI inference, the job of running neural networks in production. Thanks to software optimizations, the GPUs delivered up to 54% performance gains from their debut in September.

In healthcare, H100 GPUs delivered a 31% performance increase since September on 3D-UNet, the MLPerf benchmark for medical imaging.

Powered by its Transformer Engine, the H100 GPU, based on the Hopper architecture, excelled on BERT, a transformer-based large language model that paved the way for todays broad use of generative AI.

Generative AI lets users quickly create text, images, 3D models and more. Its a capability companies from startups to cloud service providers are rapidly adopting to enable new business models and accelerate existing ones.

Hundreds of millions of people are now using generative AI tools like ChatGPT also a transformer model expecting instant responses.

At this iPhone moment of AI, performance on inference is vital. Deep learning is now being deployed nearly everywhere, driving an insatiable need for inference performance from factory floors to online recommendation systems.

NVIDIA L4 Tensor Core GPUs made their debut in the MLPerf tests at over 3x the speed of prior-generation T4 GPUs. Packaged in a low-profile form factor, these accelerators are designed to deliver high throughput and low latency in almost any server.

L4 GPUs ran all MLPerf workloads. Thanks to their support for the key FP8 format, their results were particularly stunning on the performance-hungry BERT model.

In addition to stellar AI performance, L4 GPUs deliver up to 10x faster image decode, up to 3.2x faster video processing and over 4x faster graphics and real-time rendering performance.

Announced two weeks ago at GTC, these accelerators are already available from major systems makers and cloud service providers. L4 GPUs are the latest addition to NVIDIAs portfolio of AI inference platforms launched at GTC.

NVIDIAs full-stack AI platform showed its leadership in a new MLPerf test.

The so-called network-division benchmark streams data to a remote inference server. It reflects the popular scenario of enterprise users running AI jobs in the cloud with data stored behind corporate firewalls.

On BERT, remote NVIDIA DGX A100 systems delivered up to 96% of their maximum local performance, slowed in part because they needed to wait for CPUs to complete some tasks. On the ResNet-50 test for computer vision, handled solely by GPUs, they hit the full 100%.

Both results are thanks, in large part, to NVIDIA Quantum Infiniband networking, NVIDIA ConnectX SmartNICs and software such as NVIDIA GPUDirect.

Separately, the NVIDIA Jetson AGX Orin system-on-module delivered gains of up to 63% in energy efficiency and 81% in performance compared with its results a year ago. Jetson AGX Orin supplies inference when AI is needed in confined spaces at low power levels, including on systems powered by batteries.

For applications needing even smaller modules drawing less power, the Jetson Orin NX 16G shined in its debut in the benchmarks. It delivered up to 3.2x the performance of the prior-generation Jetson Xavier NX processor.

The MLPerf results show NVIDIA AI is backed by the industrys broadest ecosystem in machine learning.

Ten companies submitted results on the NVIDIA platform in this round. They came from the Microsoft Azure cloud service and system makers including ASUS, Dell Technologies, GIGABYTE, H3C, Lenovo, Nettrix, Supermicro and xFusion.

Their work shows users can get great performance with NVIDIA AI both in the cloud and in servers running in their own data centers.

NVIDIA partners participate in MLPerf because they know its a valuable tool for customers evaluating AI platforms and vendors. Results in the latest round demonstrate that the performance they deliver today will grow with the NVIDIA platform.

NVIDIA AI is the only platform to run all MLPerf inference workloads and scenarios in data center and edge computing. Its versatile performance and efficiency make users the real winners.

Real-world applications typically employ many neural networks of different kinds that often need to deliver answers in real time.

For example, an AI application may need to understand a users spoken request, classify an image, make a recommendation and then deliver a response as a spoken message in a human-sounding voice. Each step requires a different type of AI model.

The MLPerf benchmarks cover these and other popular AI workloads. Thats why the tests ensure IT decision makers will get performance thats dependable and flexible to deploy.

Users can rely on MLPerf results to make informed buying decisions, because the tests are transparent and objective. The benchmarks enjoy backing from a broad group that includes Arm, Baidu, Facebook AI, Google, Harvard, Intel, Microsoft, Stanford and the University of Toronto.

The software layer of the NVIDIA AI platform, NVIDIA AI Enterprise, ensures users get optimized performance from their infrastructure investments as well as the enterprise-grade support, security and reliability required to run AI in the corporate data center.

All the software used for these tests is available from the MLPerf repository, so anyone can get these world-class results.

Optimizations are continuously folded into containers available on NGC, NVIDIAs catalog for GPU-accelerated software. The catalog hosts NVIDIA TensorRT, used by every submission in this round to optimize AI inference.

Read this technical blog for a deeper dive into the optimizations fueling NVIDIAs MLPerf performance and efficiency.

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How To Change Core Count and TDP of Intel Xeon Y CPUs on Dell … – ServeTheHome

One feature that Intel has had for some time is the ability to change the personality of its Xeon CPUs dynamically. On CPUs that have Y suffixes, and with compatible servers, we can get access to Intel Speed Select Technology or SST. This allows us to change the core counts, frequencies, and TDP of CPUs to different levels easily. We are going to show how to change the personality of a Y series Xeon using a Dell PowerEdge R760 iDRAC 9 interface since it is very easy.

The two main components of making this capability work are having a compatible CPU and server. Here we have the Intel Xeon Platinum 8452Y as you can see here.

When these are installed, changing personalities is fairly straightforward. One can use BIOS, or even just the iDRAC 9 BIOS setting page. Here is the dropdown SST-Performance Profile:

Here we can see the options:

These match the Intel Ark page Intel SST-PP:

That BIOS setting can be selected, then the server reboots and the new performance profile will take effect.

Using Intel SST-PP is extremely easy. Most STH readers with SST-PP enabled Xeons are probably using the default maximum core count profile. Still, this is an option and is very easy to change. If you are wondering what the use case is for moving to lower core counts, that is fairly easy.

We saw a good example of how this is used recently in ourPutting the Bare Metal Server in the PhoenixNAP Bare Metal Cloud piece. There, PhoenixNAP uses Supermicro servers with the same Intel Xeon Platinum 8452Y SKUs. Having Intel SST-PP options allows for one SKU to be installed then multiple types of bare metal instances to be serviced from that one SKU.

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‘Proxyjacking’ Cybercriminals Exploit Log4j in Emerging, Lucrative … – Dark Reading

Threat actors have found a lucrative new attack vector that hijacks legitimate proxyware services, whichallow people to sell portions of their Internet bandwidth to third parties.In large-scale attacks that exploit cloud-based systems, cybercriminals can use this vector dubbed "proxyjacking" to earn potentially hundreds of thousands of dollars per month in passive income, researchers from Sysdig Threat Research Team (TRT) have found.

In a February blog post, Kaspersky researchers describedproxyware services like this: "[Users install a client that creates a]proxy server. Installed on a desktop computer or smartphone, it makes the device's Internet connection accessible to an outside party." That outside party the proxyware service then resells an agreed-upon portion of the user's bandwidth to other people.

"Depending on how long the program remains enabled and how much bandwidth it is permitted to use, the client accumulates points [for the user]that can eventually be converted into currency and transferred to a bank account," according to researchers at Kaspersky.

In one attack that the Sysdig researchers observed, threat actors compromised a container in a cloud environment using the Log4j vulnerability, and then installed a proxywareagent that turned the system into a proxy server without the container-owner's knowledge, the researchers revealed in a blog post on April 4.

This allowed the attacker to "sell the IP to a proxyware service and collect the profit," in an unusual type of Log4j exploit. Usually, Log4j attacks involve anactor dropping a backdoor or cryptojacking payload on the device, Crystal Morin, Sysdig threat research engineer, wrote in the post. "While Log4j attacks are common, the payload used in this case was uncommon," she wrote.

Proxyjacking shares characteristics of cryptojacking in that both profit off the bandwidth ofa victim and bothare about equally profitable for the attacker, Morin said. However, these attacks differ in that attackers typically install CPU-based miners to extract maximum value from compromised systems, while proxyjacking mainly uses network resources leaving a minimal CPU footprint, she wrote.

"Nearly every piece of monitoring software will have CPU usage as one of the first (and rightfully most important) metrics," she wrote. "Proxyjacking's effect on the system is marginal: 1 GB of network traffic spread out over a month is tens of megabytes per day very likely to go unnoticed."

Proxyjacking is a relatively new phenomenon spurred by the growth and use of proxyware services in the last couple of years, the researchers said. As mentioned, these services, such as IPRoyal, Honeygain, and Peer2Profit, are installed as apps or software on Internet-connected devices that, when running, allow someone to share Internet bandwidth by paying to use the IP address of the app users.

Proxyware comes in handy for people who want to use someone else's IP address for activity such as watching a YouTube video that isn't available in their region, conducting unrestricted Web scraping and surfing, or browsing dubious websites without attributing the activity to their own IP, the researchers said. According to the service, people pay for each IP address that someone shares via proxyware based on the number of hours they run the application.

In the attack investigated by Sysdig researchers, attackers targeted an unpatched Apache Solr service running in Kubernetes infrastructure to take control of a container in the environment, and then downloaded a malicious script from a command-and-control server (C2), which they placed in the /tmp folder to have privileges to perform their activity.

"The attacker's first execution was downloading an ELF file renamed /tmp/p32, which was then executed with some parameters, including the email address [emailprotected][.]com and the associated password for their pawns.app account," Morin wrote in the post.

Pawns.app is a proxyware service that has been seen sharing IPs from IPRoyal's proxy network. Indeed, Sysdig TRT correlated the binary downloaded and executed in the malicious script to the command-line interface version of the IPRoyal Pawns application from GitHub, which uses the same parameters, researchers said. In this way, attackers began using the compromised pod to earn money on the service, they said.

Attackers covered their tracks by cleaning the compromised system of their activity, clearing the history, and removing the file they dropped in the containers and the temp files, the researchers added.

While the list of proxyware services reported as being used for proxyjacking is small right now, Sysdig researchers believe that this attack vector will continue to grow and eventually "defenders will uncover more nefarious activities," Morin wrote."This is a low-effort and high-reward attack for threat actors, with the potential for far-reaching implications."

Researchers estimate that in 24 hours of activity for one proxyjacked IP address, an attacker can earn $9.60 per month. In a modest compromise of, say, 100 IP addresses then, a cybercriminal could net passive income of nearly $1,000 per month from this activity, they said.

When exploiting Log4j on unpatched systems, this figure can climb even higher, as millions of servers are still running vulnerable versions of the logging tool, and more than 23,000 of them can be reached from the Internet, according to Censys, the researchers said. "This vulnerability alone could theoretically provide more than $220,000 in profit per month" for an attacker, Morin wrote.

To avoid "receiving potentially shocking usage bills" due to proxyjacking activity, organizations need to take actions to mitigate potential attacks, the researchers said. They recommended that organizations set up billing limits and alerts with their respective cloud service provers, which can be an early indicator that something is amiss, Morin wrote.

Morin advised that organizations should also have threat-detection rules in place to receive alerts on any initial access and payload activity preceding the installation of a proxyware service application on your network.

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'Proxyjacking' Cybercriminals Exploit Log4j in Emerging, Lucrative ... - Dark Reading

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Hypercompetitive Cloud Market a Blessing for Cloud OTT Platforms – Analytics India Magazine

Cloud-native OTT platforms were born out of the explosion in the streaming audience. More viewers brought along more security threats, more complex workflows and bigger infrastructures. A cloud-based infrastructure solved a bunch of these problems scalability became easier and the quality of experience improved by a wide margin.

Manik Bambha, the co-founder and CEO of ViewLift, was early to spot this shift having founded the cloud-based streaming platform in 2008. We realised we can help sports, media companies and broadcasters quickly launch their own OTT services without draining their time and resources. These companies can start making money from their digital content in a matter of weeks, rather than months or years of joining the platform, he explained.

The benefits from this push in cloud infrastructure were far too many. Cloud native tech is a revolution. In the past, brands had to order servers and wait for them to be ready before they could launch their digital platforms. This process could take between 6-12 months, which was a significant barrier of entry for many businesses. With cloud native technology, brands can launch their platforms in a matter of weeks. Cloud native platforms are built to scale quickly and efficiently, which means that they can handle millions of users in a matter of days, he stated.

During the development process, a cloud native offers greater flexibility and agility. This means developers can easily make changes to the platform without disrupting user experience. It also means brands can respond to changing market conditions and customer needs quicker than ever before. More for consumers, more for businesses.

Bambha said that this shift in content was a natural one and has been in the making for a long time. Over the past decade, we have seen a massive shift in the media industry towards over-the-top (OTT) media services. Ten years ago, OTT was largely seen as a pilot or test project, but today it is a key growth strategy for many companies.

The rise of OTT was driven by a number of factors, including increased internet speeds, the proliferation of smart devices and changing consumer habits. While traditional TV is still the main revenue source for many big brands, it is shrinking and will possibly vanish within the next 10-15 years. Consumers are increasingly turning to OTT services like Netflix, Hulu and Amazon Prime Video for their entertainment needs. OTT is the future of media, and companies that do not adapt to this new reality risk being left behind, he stated.

Since these platforms are married to cloud businesses, it goes without saying that the furiously competitive segment will affect them. We have stayed ahead in predicting the cloud wars and we have made our OTT solutions cloud-agnostic and multi-cloud capable. Currently, we support AWS and Google Cloud, Bambha said.

Bambha discusses how the increasingly competitive cloud computing market is also opening up new opportunities for OTT content owners. Theres a wider range of cloud providers to choose from, which can help them optimise their costs and improve performance. Additionally, competition drives innovation, which is a win-win for both consumers and the industry, he added.

One of the most significant applications of AI/ML is our content-recommendation engine. By analysing user behaviour and preferences, ViewLift can provide personalised content recommendations that are more likely to resonate with each individual user. This helps to keep users engaged and coming back for more, he said. Predictive analytics is another area where AI/ML is being used. ViewLift is also using AI/ML to personalise the user interface providing a more intuitive and engaging experience.

Bambhas transition to the media and entertainment industry wasnt entirely unforeseen. Formerly a director of engineering at MySpace, and following that up with a stint as the VP of engineering at Shindig, Bambha has a deep understanding of social media, content and what goes behind it. As I continued to solve these technical problems, I began to see how they intersected with business problems, particularly in the domain of digital and OTT media, he signed off.

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Hypercompetitive Cloud Market a Blessing for Cloud OTT Platforms - Analytics India Magazine

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Securing Medical Devices is a Matter of Life and Death – Infosecurity Magazine

When a man arrived in the middle of the night at a North London hospital and was emotionally upset, distressed, with seizure-like movements and unable to speak, Isabel Straw, an NHS emergency doctor, first struggled to find the reason because all the tests her team performed on him did not reveal any issues.

That is until she realized the man had a brain stimulator implanted inside his head and its malfunctioning was probably the reason for his pain.

Straw, also the director of the non-profit bleepDigital, urged decision-makers at all levels to start investigating further the cybersecurity risks of medical devices, from the consumer ones through the implanted and ingested technologies.

In the past 10 years, weve seen a lot of advances in these technologies, which has opened up new vulnerabilities, she said during a presentation at UK Cyber Week, on April 4, 2023.

The Internet of medical things (IoMT), as all these devices have come to be called, is increasingly used in healthcare settings and at home, both outside and inside the body, and is ever more interconnected, and so the security threats the IoMT poses are becoming more concerning and can have a significant impact on patients health.

The fear that these devices could start malfunctioning, or even get hacked, is real, and examples of cyber incidents involving IoMT devices are growing. As a result, there needs to be increased coordination between manufacturers and governments to implement more safeguards against security incidents and more capabilities to operate digital forensics, Straw said.

She also insisted that healthcare professionals should be trained on technical issues they could encounter with IoMT devices and on as many models as possible.

With the patient I mentioned, we had to go through his bag, where we found a remote control for the brain stimulator, which no doctor at the hospital knew about. So, I took a photo of it, did a reverse Google image search and found the manual online after a few hours. We realized the device was just desynchronized, but it took us 13 hours to find someone to reset it. If this happened again tomorrow, we would still not know how to treat him, she explained.

To this date, we still dont know why it malfunctioned. Often, these medical devices dont have the memory space or the ability for digital forensics, she added.

These devices can process increasing amounts of data, posing a security risk and data privacy concerns.

Since 2013, the electrodes in brain stimulators have started to be able to read more data, on top of just delivering a voltage. This allowed us to get more data from the patients brain activity and read it externally, which can be used to personalize the data youre analyzing to the patients disease. But streaming peoples brain data also brings a confidentiality issue, Straw highlighted.

In that case, not only does the brain stimulator needs to be secure, but also the communication streams with the health center, the system the health professional is using, and the cloud servers as health professionals increasingly use cloud services to process and analyze data.

Another challenge is what to do when someone dies because of a medical device. If this man had died, what would have happened with his device? Should we bury it with him, or dispose of it? Does it go to the general waste? And what do you mention on the death certificate? These questions are still unanswered, and we dont get training on those issues, Straw noted.

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Dubai, UAE Dedicated server hosting with Best Data Center … – Digital Journal

High Uptime, Low Latency and Low Cost dedicated server Hosting Plans with IP based at UAE, Dubai

Delhi, Delhi, India, 8th Apr 2023, King NewsWire Data centers are crucial to running your business, storing and managing vital data. Theyre also a great way to keep your company secure and ensure that everyone has access to information when they need it.

Theyre also a great way to simplify scaling when your company needs more capacity. TheServerHost Dubai Dedicated Server solutions can scale up and relatively cheaply and in real time.

Dubai data centers are designed to handle demanding computing needs with the greatest efficiency, reliability and security. This means that they need to be built with the latest technologies and be able to adapt quickly to changing requirements.

Among the most important considerations are power, space and cooling capacity, with flexibility and scalability in mind. This is essential to ensuring that your data center is able to keep up with the demands of the business and grow as you do.

Dubai data centers also ensure that your business is well protected from external threats by using multiple layers of security systems, including biometric locks and video surveillance. This can prevent unauthorized people from accessing your servers and other equipment, which can lead to data breaches or malicious attacks.

Redundancy is the act of adding duplicate hardware or systems that can step in to take over the work if the original system fails. This is important in data center operations because it can prevent downtime and keep businesses running.

While redundant equipment helps reduce downtime, it also requires maintenance and care to ensure it works as expected. This is why many data centers have dedicated technicians on staff 24 hours a day.

There are several ways to build redundancy into your business. Some of the most common include having redundant rack power distribution units (PDUs), uninterruptible power supply (UPS) modules, and generators. These redundancy devices help keep your IT equipment powered up in the event of a power outage.

Another way to make sure that your equipment has backup power is by using dual feed or dual substations for utility power. These redundant components help ensure that your servers and other IT devices have plenty of power to keep them operating, even if one side of the power chain fails.

This type of redundancy can save your business money by reducing the amount of time that it takes to get your computer back up and running again. Additionally, it can minimize the impact that downtime has on your business and its customers.

The N value of redundancy is the minimum number of critical components needed for the data center to function at full capacity. It is a standard measurement for all data centers. However, it does not account for the additional redundancy that is required to keep your data center functioning at a high level of resilience.

Security is a vital part of any data center, as it protects critical information and applications from physical threats. Keeping data and applications secure can be an expensive and complicated endeavor, but it is also one that should never be ignored.

The most important thing about security in data centers is the right combination of strategy, architecture, technology and processes to mitigate the risk. By following these best practices, you can rest assured that your companys sensitive data is protected at all times.

First and foremost, you must ensure that you have a system in place that allows you to control access to the data center. This can include biometric readers, mantraps, anti-tailgating systems, and a number of other options.

Second, it must have a system in place that monitors all movement through the data center and prevents unwanted activity. This can be accomplished by using CCTV cameras to record movements in the hallways and at the data center itself.

Third, it must have a system in place to protect data and applications from environmental factors. This can be done by ensuring that the data center is built to withstand major weather events, such as floods, hurricanes, tornadoes and earthquakes.

Fourth, it must have a system in place for managing equipment thats onsite at the data center. This can be done by having a logically segmented network and by protecting the physical devices that make up that network from threats such as malware and viruses.

Finally, it must have a system in place where a firewall can be configured to block traffic based on endpoint identity and endpoint location. This will help you find attacks early before they can spread across your entire network.

A security strategy in a data center must be constantly monitored and adjusted, as the threat landscape changes. This is why its essential to conduct regular audits and testing to identify vulnerabilities and patch up holes in your security infrastructure.

In addition to implementing the best security technologies and techniques, it must also make sure that your security staff is aware of the protocols they need to follow. This can be achieved by training all employees about the proper use of security measures and why they are needed.

Data centers are responsible for the storage of large amounts of data that businesses need to access. As a result, the management of data center resources becomes an important factor in ensuring that the data is available to meet business demands.

With so much data to manage, businesses are transforming their data center infrastructures into automated systems that help with monitoring, processing, and troubleshooting processes. These tools help to improve operational efficiency and reduce IT staff workloads by minimizing repetitive, time-consuming tasks so that they can focus on higher-level, strategic goals.

Besides improving productivity and operational efficiency, automation can also enhance the security of the data center. It can identify potential security threats, and it can respond to them in a timely manner.

Another benefit of data center automation is that it streamlines the network configuration process by enabling the use of common policy settings for all networks. This eliminates the need to manually implement changes that are necessary to accommodate changing IT needs.

Its also possible to integrate different automation solutions together to create a unified control center. This allows IT to configure event triggers and thresholds for compute, provisioning and deprovisioning resources across different layers of the infrastructure.

As an added bonus, many data center automation tools allow for API programmability. This ensures that applications can be easily integrated with each other and that they maintain a fast data exchange, which is critical for agile IT operations.

With these considerations in mind, the best data center infrastructure will enable businesses to take advantage of new technology while keeping costs down and avoiding unnecessary headaches. With automation in place, organizations will be able to manage their data center more effectively and deliver high-quality services to customers.

AI is the field of computer science that aims to create machines that can learn and think like humans. It encompasses machine learning and deep learning, which allow computers to mimic the neural networks in the human brain.

AI has become an increasingly important technology, and its being applied in many different industries, including finance, healthcare and manufacturing. Companies use machine learning algorithms to understand data and uncover information about their customers, products, competitors and more.

There are also numerous AI-powered services available to organizations, many of which are provided by cloud providers. These services are aimed at speeding up data prep, model development and application deployment.

Dedicated servers are a great choice for businesses that have a lot of traffic or need enterprise applications. They offer better hardware, security, and experienced support. They also have unlimited bandwidth and dedicated IP addresses, so you can run as many websites as you want. TheServerHost offers a variety of plans and packages, so you can choose one that suits your needs.

TheServerHost Dubai servers are optimized for high-speed performance. They feature multiple high-speed network interfaces, daily security scans, redundant power and network connections, and are built with enterprise-grade hardware. The company also offers a centralized control panel, which makes managing your server easier.

TheServerHost has a team of technical support specialists that can help you with any issues you may have. They are available round the clock and can answer your questions quickly and efficiently. You can also contact them by phone or chat to get an immediate response.

Daily Backup: TheServerHosts daily backup service is free and provides cloud-to-cloud, disaster recovery, migration, deletion control, and search solutions. It can be used to backup databases, email accounts, and other important data.

Managed Services: TheServerHosts managed services can help you with your website and keep it secure and virus-free. They can also update your operating system, install security updates, and maintain your servers performance.

Memcached and Redis Caching: TheServerHosts caching technology speeds up the processing and execution of PHP-based applications, which helps your website load faster. It also stores the most requested and important databases in RAM, which reduces their retrieval time.

Unmatched Uptime: TheServerHost has a 100% uptime guarantee, so you can rest assured that your site will always be online. They also have a team of dedicated engineers that can quickly respond to any problems you may encounter.

Whether you need a dedicated server for your business or just a personal blog, TheServerHost can provide you with everything you need to make your website a success. They have a variety of packages and plans to suit your needs, including free DNS, a control panel, and live chat support.

The best way to ensure your server is working at peak efficiency is to perform maintenance checks regularly. These include checking hardware and software updates, security upgrades, and RAID alarms. Performing these maintenance tasks can save you a lot of time and money down the road, so its worth taking the time to do them.

In addition to maintaining your server, TheServerHost also offers a host of other services that can help you stay productive and on track. These include daily backup, daily malware scans, and daily malware removal. They can also help you upgrade your hardware, install new applications, and create a customized hosting plan.

Choosing the right dedicated hosting provider can be tricky. You need to choose a company that offers quality service and a fair price. Its also important to find a company that offers a wide range of features and services, such as managed hosting and unlimited bandwidth.

For Dubai VPS Server visit https://theserverhost.com/vps/dubai

For UAE Dedicated Server visit https://theserverhost.com/dedicated/dubai

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Contact Person: Robin Das

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