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Future of AI – 7 Stages of Evolution You Need to Know About

If you are a fan of science fiction movies, you might have seen AI in action in its full glory. With artificial intelligence leaving impressionable marks on every facet of our personal and professional lives, it is important to understand how it works and how it will evolve in the future. This allows us to prepare for the future in a much better way.

Within the following guide, you will learn about how artificial intelligence will evolve into the future and what phases it will undergo.

7 Stages of AI Evolution 1. Rule-Based Systems

It disturbs us if we’re on the job, at home or travel. From company software to smart programs, aircraft to digital appliances, all follow rule-based systems. Robotic process automation is another phase of a rule-based method where the system can execute complete processes in their without needing any assistance from humans.

As it’s a simple degree of artificial intelligence and the most omnipresent, it’s cost-effective and quick. That’s the reason why mobile app development provider uses it.

On the reverse side, it requires comprehensive knowledge and domain experience and entails some type of human participation. Generating rules for this system is complicated, time-consuming and resource-intensive.

2. Context Awareness and Retention

Chatbots have changed the way companies look at client service and provide customer support . It’s not just saved companies from hiring customer service agents but also help them automate and enhance customer service. Along with this, it helps companies in a number of different ways.

Improve customer satisfaction

Collect useful customer data

Increase sales

Save money

Respond to customer queries quickly

Ensure 24/7 availability

Also read: Top 10 Trending Technologies You should know about it for Future Days

3. Domain-Specific Expertise

Contrary to context-aware and retention artificial intelligence, domain-specific experience aims to not just attain a degree of human capacity but also wish to transcend it. As it has access to data, it may make much better choices than its counterpart. We see its program in regions of cancer investigation.

At first, the system was educated rules and goals of winning and afterwards, it taught itself the way to play Go. The key point to notice here is that it did with individual assistance, that stopped them from making bad decisions. Back in March 2024, we eventually found Alpha Go conquer the 18-time world Move winner Lee Sedol by four matches to one.

Shortly after Alpha Go’s victory, Google made Alpha Proceed Zero, which requires no person assistance to perform Go. It discovered rules and examined tens of thousands of Go games to make strategies. After three times, it conquered Alpha Proceed by a massive margin of 100 matches to nil. It was a huge breakthrough in the area of artificial intelligence.

4. Reasoning Machines

These reasoning machines are powered by algorithms with a concept of mind. This usually means it may make sense of distinct mental conditions. In reality, in addition they have faith, knowledge, and goals — that are utilized to make their own sense.

Also read: What Is The Best Time ⌛ and Day 📅 To Post On Instagram? It Is Definitely NOT ❌ Sunday (A Complete Guide)

5. Self Aware Systems

The best objective of artificial intelligence is to make systems which may transcend human intellect. Though we’re extremely close to attaining that goal, there’s still no system which could achieve this accomplishment. Experts are divided on this particular one as some believe that we may attain that degree in under five years while some assert that we might never have the ability to accomplish this level.

Self-aware AI systems are going to have more view and can comprehend and respond to emotional reactions. The same as self-aware individuals, self-aware machines may also demonstrate a level of self-control and may control themselves based on this circumstance.

6. Artificial Superintelligence

AI researchers have developed systems that may gain from individuals in games and also do a much better job in a number of different locations. What is next? The actual challenge for AI specialists is to make AI-powered systems which may outperform people in each section. As a person, imagining something that is miles ahead of us is out of this issue, let alone producing it.

Also read: Top 7 Work Operating Systems of 2023

7. Singularity and Transcendence

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Everything You Need To Know About 360

Video comes in all sorts of aspect ratios, such as 16:9 widescreen and 21:9 ultra widescreen. These are pretty immersive, but what about a video that spans a whole 360-degree around you? 

Yes, it’s possible to make spherical video that really puts the viewer right in the middle of the action, but obviously the equipment that we use to make more traditional video isn’t the right solution. So if you’re interested in either making or consuming 360-degree video, here’s everything that you need to know.

Table of Contents

360-Degree Video Is Not (Exactly) VR

However, since 360-degree videos are not interactive or computer-generated, there is some debate as to what extent we can really lump them in with VR. So while the convention might be to refer to this media format as VR video, it’s good to know that a clear distinction exists.

Why Choose 360-Degree Video?

Every aspect ratio or format of video has its own unique attributes that make it suitable for one purpose or another. As has been said many times before, the medium is the message.

This type of video is perfect when you want to convey what it feels like to stand in a particular place. Unlike traditional video, the viewer in a 360-degree video gets to choose what deserves attention. You can’t direct their viewpoint through framing as with traditional video formats.

That means it’s best to use this video format for content that doesn’t rely on precise framing and benefit most from immersion. Training videos are one good example, as are concerts and theatre performances. Action sports videos have also become a popular medium and tours of places like museums or other travel locations are also perfect for 360-degree video.

That doesn’t mean you can’t use this immersive video to tell a story, but it needs a new visual vocabulary to properly guide the story, something they didn’t teach in film school in the past for obvious reasons.

Camera Types

As you can imagine, a normal camera isn’t going to produce this sort of surround video. You need a special setup in order to capture spherical video. There is no standard for this though. Some rigs are literally several regular cameras stuck together. Then special software is used to stitch the various overlapping camera feeds into one 360-degree video.

There are now also specialized 360- and 180- degree cameras that use fish-eye lenses to bend the incoming image onto a standard sensor. Software then undoes the known distortion of the lens to provide a clear image, but one that give you a surround view of what was filmed.

In general, the fewer cameras needed to create the final image, the more seamless it will look. Using makeshift multi-camera rigs makes it much more likely that there will be stitching errors. Which show up as visible cuts in the final image, where things don’t quite line up.

For the regular person on the street, something like the Insta360 line of smartphone-attached cameras is a good place to start.

Computer-Generated 360-Degree Video

Using cameras isn’t the only way to generate 360-degree video. You’ll find plenty of examples that are made using 3D animation software or from video games using a custom field of view that encompasses 180- or 360- degrees. 

Obviously it’s pretty simple to create stereoscopic video this way as well, since you have full control over the rendered world. It’s also a good way to bring non-interactive CG experiences to hardware platforms that have no hope of running them natively on local hardware.

Monoscopic & Stereoscopic Video

Another major subdivision within 360-degree video formats is between monoscopic and stereoscopic video. Basically, monoscopic footage isn’t in 3D. Although you have a giant video that surrounds you as a viewer, it’s still flat. Stereoscopic 360-degree video gives each eye it’s own unique feed, which your brain interprets as a 3D image.

Obviously 3D video is more compelling, but it’s much more complex when it comes to equipment. Basically, you need two independent 360-degree cameras, mounted at precisely the right distance from each other. Cameras that can shoot stereoscopic video like this are quite a bit more expensive, so most of the video you’ll find is the non-3D kind right now.

Editing 360-Degree Video

Fundamentally, 360-degree video is no different than any other digital video file. So, in principle, you can edit it with any software that can read the video codec used to encode it. However, the video is going to look like a distorted mess, shown as a normal frame.

Software designed to edit or play this type of video warps the footage into the correct spherical form, so that everything looks the way it should. Which means it’s best if you use an editing suite that knows how to do this. 

More often than not, your camera will come bundled with some sort of editor. What specific features are present will depend on the app in question.

Professional editing packages such as Adobe Premiere and Final Cut Pro natively support editing 180-degree and 360-degree video, as do other mainline video editing solutions. If you already have one of these programs, you may find you can also already work with this format.

Supported Platforms

So, once you have recorded and edited your 360-degree masterpiece, where can you actually upload it for other people to watch? Believe it or not, YouTube already supports several formats of 360-degree video.

There are also several apps for mobile devices that also support 360-degree video, but of course the user has to download the video to their device and can’t stream it.

Watching 360-Degree Video

The other way is to simply watch the video on a normal screen. On desktops, you can look around by using the mouse and on mobile phones you can swipe with a finger or use the phone’s built-in motion sensors.

Our Favorite Examples Of 360-Degree Video

Now that you know the most important information about this exciting video format, the only thing left to do is highlight some excellent examples of video you can try out for yourself right now.

Starting off with an example of live music performances, check out Childish Gambino’s “Me and Your Mama”. The camera I set low to simulate being at the show, but other videos even put the camera on stage so you can stand with the musicians and see the massive crowds.

This promotional video for the new Doctor Who series is both an example of a CG video and a narrative video. You don’t even have to be a fan of the show to appreciate how cool this concept is.

Asus Zenfone 7 Series: Everything You Need To Know About These Flippy Phones

Ryan-Thomas Shaw / Android Authority

ASUS released its 2023 flagships, the Zenfone 7 series, more than a year after the Zenfone 6 made its debut. Thankfully, the Zenfone 7 lineup, which includes a Pro iteration this time around, offers much of what made the 2023 device so special. So, what kind of improvements should you expect? How do the Zenfone 7 and Zenfone 7 Pro differ? Is the flipping camera mechanism still present? Here’s everything you need to know about the Zenfone 7 series.

What other reviewers from around the web are saying

Ryan-Thomas Shaw / Android Authority

TechRadar’s David Lumb says that the ASUS Zenfone 7 Pro is an impressive but pretty standard 2023 flagship. He finds the phone heavy and uncomfortable to hold, but the battery life is impressive. The flip camera allows for some good-looking selfies as well. Ultimately, he finds the Zenfone 7 Pro to be more expensive than it should have been and says that the regular Zenfone 7 offers far more value for money.

The Verge’s Jon Porter says that the Zenfone 7 Pro gets a lot right. The performance is snappy, and the battery life is excellent. He adds that while the flip cameras remain the “most eye-catching part of the phone,” the camera itself has image processing issues. “The Zenfone 7 Pro is a phone for people who want cameras that flip, not people who want the best cameras in the first place,” he says.

XDA-Developer’s Mishaal Rahman appreciates the notch-less display and the impressive features with this version of the flip camera. ZenUI is one of his favorite software experiences, and it has gotten even better with the ZenUI 7 on the Zenfone 7 Pro. It’s admittedly heavy and unwieldy, but the entire package put together makes the ASUS Zenfone 7 Pro his “new favorite phone of 2023.”

ASUS Zenfone 7 series specs

The Zenfone 7 shines when it comes to video recording, though. Given its flippy nature, this makes it great for vlogging. It can shoot in many modes, including 8K 30fps and 4K 120fps. Because the cameras flip around, you can vlog in these modes too. Ryan found the colors to be a little over-saturated, while HDR performed really well.

How is the ASUS Zenfone 7’s battery life?

The Zenfone 7 and 7 Pro come with massive 5,000mAh batteries, which is great news for anyone who plans to use the cameras a lot. In his review, the Zenfone 7 Pro comfortably lasted Ryan for two days for the most part. Even with heavy usage, which involved recording videos, it lasted a full day.

Unfortunately, there’s no wireless charging. The phones come with fast 30W charging though, letting you fully top up the huge battery in around 90 minutes. It’s not the fastest charging we’ve seen, but these aren’t phones you’ll need to plug in too often.

ASUS Zenfone 7 series: Performance and software

Ryan-Thomas Shaw / Android Authority

ASUS decided to pack the Snapdragon 865 Plus into its Zenfone 7 Pro, while the vanilla model gets the Snapdragon 865. This also defines the phones the Zenfone 7 series is taking on. While the Zenfone 7 Pro targets 2023’s premium flagships, the Zenfone 7 is aimed squarely at the emerging affordable high-ender.

The Zenfone 7 Pro has 8GB RAM and 256GB storage, while the regular iteration comes with 6GB or 8GB options and 128GB of storage. Overall, you get snappy performance with either phone, but the Zenfone 7 Pro undoubtedly impresses. In his review, Ryan found that the Zenfone 7 Pro could handle everything, from scrolling through social media to playing intensive games, with ease.

Helping with speedy performance is ASUS’ ZenUI 7. Based on Android 10, this take on the OS comes quite close to stock, but with a few useful tools and settings to enhance the experience. This includes smart key customization features that let you program the power button to perform different tasks with long and double presses.

You also get Game Genie from the ROG Phone. It’s a handy, quick-access gaming toolkit that pauses notifications, locks the screen refresh rate, and adjusts the brightness. You can also use it to start a live stream and record gameplay.

The Zenfone 7 hasn’t yet been released in the US, but you can get the international models on Amazon via the buttons below.

Top ASUS Zenfone 7 series questions and answers

Ryan-Thomas Shaw / Android Authority

Q: Does the ASUS Zenfone 7 family support headphone jacks?

A: Unlike their predecessor, the Zenfone 7 and 7 Pro don’t support 3.5mm ports. So, USB-C/dongle or Bluetooth connections are the only options. ASUS says there wasn’t enough room for the port due to 5G requiring additional antennas.

Q: Do these new phones support wireless charging?

A: Unfortunately, the ASUS Zenfone 7 devices don’t pack wireless charging support. However, they do offer 30W wired charging capable of topping up your phone in 93 minutes. That’s far better than the Zenfone 6’s 18W charging that took two and a half hours.

Q: Do the ASUS Zenfone 7 devices pack microSD and/or dual-SIM slots?

A: Yes, both the Zenfone 7 and Zenfone 7 Pro actually offer triple slots. That means you’ve got two nano-SIM slots and one dedicated slot for microSD cards.

Q: What storage variants are these phones available in?

A: The standard Zenfone 7 is only available with 128GB of storage, while the Zenfone 7 Pro offers 256GB of storage.

Q: What happened to the Smart Key?

A: ASUS has ditched the separate Smart Key for shortcuts in favor of using the power button. The power button can also be programmed to launch certain apps/features with a double-tap or a long-press in addition to featuring a fingerprint scanner.

Q: Is the ASUS Zenfone 7 series water-resistant?

A: Unfortunately, the Zenfone 7 and 7 Pro lack a significant IP rating due to the flip camera setup.

Q: What’s in the box when you buy a Zenfone 7 or Zenfone 7 Pro?

A: You’ll get a rugged Active Case, a transparent case, a 30W USB-C charger, and a USB cable.

Help other readers out

Command Prompt • All You Need To Know About It

Command Prompt






To fix Windows PC system issues, you will need a dedicated tool

Fortect is a tool that does not simply cleans up your PC, but has a repository with several millions of Windows System files stored in their initial version. When your PC encounters a problem, Fortect will fix it for you, by replacing bad files with fresh versions. To fix your current PC issue, here are the steps you need to take:

Download Fortect and install it on your PC.

Start the tool’s scanning process to look for corrupt files that are the source of your problem

Fortect has been downloaded by


readers this month.

Command Prompt is a native command-line shell for Windows NT-based systems, such as Windows XP, Windows Vista, Windows 7, Windows 8 and Windows 10. Also available in Windows Server 2003, 2008 and 2012.

Its function is to execute the commands entered in its dialog box. Basically, CMD commands are tasks performed autonomously with scripts and .bat files.

What is the use of Command Prompt?

The program performs troubleshoot, solves certain errors and has several administrative functions.

Officially, Command Prompt is referred to as Windows Command Processor. In other less official settings, it’s called:

command shell

cmd prompt


Command Prompt is not a DOS prompt or MS-DOS itself. Some people make this mistake because it has certain resemblances. Still, Command Prompt is a Windows program that can use the command lines available in MS-DOS.

How to open Command Prompt

Of course, like any other program, before you start using it, you should know how to open it first. Fortunately, for Command Prompt, the procedure is really simple.

Just type “command prompt” in the search box from the Start menu. It will appear as the first search result. For an added comfort, you can just type “cmd”, the result would be the same.

Still, using the shortcut is way faster and easier. As you can see, even with Run, there are additional steps to be followed.

Keep in mind that most of the repair commands can only be executed if you run it with administrator rights. Here’s what to do if you can’t run Command Prompt as administrator on Windows 10.

How to use Command Prompt

In order to use Command Prompt, you must enter a valid command along with the needed parameters required by the task at hand.

There’s no room for mistakes when you enter a command. The Command Prompt will not recognize a command if you misspell a word, so, it will fail to execute or worse, it will execute a wrong command.

The syntax is also very important. For example, if you want to delete a certain document, but by mistake, you leave a space, the Command Prompt would delete the entire folder.

Speaking of “del” command, you can use it to delete a certain type of file. Just write “*”, followed by the extension of the file (eg: .jpg, .mp3, .iso etc.).

You can use a large variety of commands. The most commonly used are chkdsk, format, ping, del, shutdown, help, and copy.

So, as you can see, the commands are logical and intuitive. For example, “chkdsk” stands for “check disk”. It is a very useful tool, where Windows will check your disk for errors. Also, chkdsk will fix certain issues.

For more details about this tool, check out our guide on how to use CHKDSK.

Moreover, the Command Prompt is probably the most efficient tool for fixing corrupted files.

In short, the Command Prompt is a tool where you can do almost everything, from repairing your computer, running programs or even deleting your files.

If CMD is not working properly on your computer, check out our collection of troubleshooting guides.

Still experiencing issues?

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Everything You Need To Know About Forecasting Headcount Spend

Everything You Need to Know about Forecasting Headcount Spend

Why and how to correctly forecast spend on headcount

Written by

Josh Aharonoff

Published April 6, 2023

Updated April 14, 2023

How to Forecast Headcount Spend

Your headcount spend is one of the most important numbers to project correctly.

Most people don’t realize that their headcount typically accounts for 50-80% of their cash burn. But it makes sense — a company’s biggest asset is its people, so it shouldn’t come as a surprise that it may be the biggest expense as well.

That’s why it’s crucial to understand your headcount forecast. Even the slightest mistake can make a huge impact on planning.

When you project your headcount spend correctly:

You get insights into who you can hire and when

You understand where your cash is going

You get ahead of any surprises

When done incorrectly:

Your cash-out date hits sooner than expected

You may be forced to do layoffs, with exit packages and other unexpected costs

Company morale takes a hit as others fear for their job security

Let’s get into the why, how, and what of forecasting headcount the correct way.

Why Should You Forecast Your Headcount Spend?

Your headcount spend will often account for 50 to 80% of your cash burn each month. Within this, the salary costs are the main driver of structure costs.

A good forecast can help determine the break-even point for the company to cover the structure costs. It provides the sales volume needed to reach profitability.

Your headcount spend can also be one of the most challenging costs to reduce, with a number of challenges ensuing from lay-offs — including severance, lawsuits, and decreased work morale.

Forecasting your headcount expense will allow you to make better informed decisions as you plan for your cash burn for the next 12-18 months.

How Do You Forecast Your Headcount Spend?

To begin, you need to define your needs for the next 12 to 24 months depending on your backlog and sales projections.

Next, begin adding your projected hires one by one.

For a long-range forecast (12 months or more into the future), add roles in bulk.

Consolidate and review the consistency of all headcount with the management team.

How Do You Calculate Projected Spend?

Now that you have your inputs, it’s time to calculate your projected spend for each month. There are two ways to go about doing this:

The simple method

Determine the departments with direct FTE.

Apply the business growth ratio to the direct FTE to calculate the traditional headcount.

Use one salary increase rate across the board to calculate the salary costs for next year.

Your salary costs for next year should be (# of FTE next year X average salary per FTE current year X (1+salary increase).

The detailed method

Prorate the salary for any hires who joined this month, or were terminated.

Full-time employees have a number of other incidental costs:

Employer payroll taxes which are around 8 to 10% of salary

Health benefits which are around 8 to 10% of salary, or a fixed dollar amount per employee

Payroll processing fees which is around 2.5% of salary, or a fixed dollar amount per employee

Other payroll costs to consider


Commissions (could be monthly, quarterly, or annually)

Recruiting fees (often a percentage of first year salary)

Training costs

Additional structure costs that include place, energy, and equipment — these could be marginal if the structure is already big, but for a smaller team, this is an impact to consider

Putting It All Together

Once you have all the information entered, you can start to use it to analyze your headcount:

Slice and dice your data on a department basis, and by each cost type

Use graphs to understand costs and hires by department and across multiple periods

Use ratios like FTE increase VS sales increase

Being in full control of your headcount planning allows you to analyze the data in a variety of ways. This includes:

Headcount: The evolution per month and compared to your budget.

Percentage of direct employees: A direct employee works directly on a project or production order, whereas an indirect employee has more of a supervisory or a support function role — figure out what employees are working directly on projects and which are supporting.

Flexibility: You gain flexibility through contractors or temporary workers, and understanding this will help you know how much you can reduce or increase your activity to adapt to the business demand.

Capacity: Compare the gross capacity (hours before holidays, sickness, leaves) as well as the net capacity to help explain why there are less or more hours worked.

Turnover rate: The number of employees leaving the company compared to the total number of employees. You can see if there is some anomaly in some departments or some reason for the turnover.

The key is to not just create the headcount forecast and stop there. You want to provide ongoing reporting to ensure that the company continues to stay aligned on its plan, and its progress against that plan.

The Greatest Gaming Myths You Need To Know About

While we may have recently covered how fake news expands in the general media, modern gaming media is also just as prone to spreading lies and falsehoods. For this reason we’re going to tackle and debunk prominent gaming-related myths.

There is no need to have you spend extra money or think you need something you can’t have because the industry is trying to sell you a product, after all.

Higher Clock Frequency/Core Count = More Performance!

The chart above shows the increase in clock speeds over the years. It hasn’t been updated for some time, but there still hasn’t been a massive change in CPU clock speeds or CPU core counts because that’s not where the performance increase comes from anymore. People think they need to buy the latest, greatest CPU for their gaming PCs or that a console with an arbitrarily higher or lower clock speed won’t perform as expected.

The only time clock speeds and core counts can be used as an accurate metric of performance is when they’re from the same series and same manufacturer. Otherwise you’re better off using a tool like UserBenchmark to compare actual CPU performance between real processors.

The PS4 Pro Is Playing Games at 4K

In the case of the Xbox One S, which doesn’t perform much better than a normal Xbox One, it upscales supported games from FHD to 4K UHD. As you can probably deduce from looking at that chart, 4K is literally four times the size of 1080p, and no matter how good your upscaling is, the image quality between upscaled 1080p and real, native 4K simply do not compare.

The PS4 Pro does this upscaling with most of its games as well, but at least it does it from a higher resolution, usually around 1440p, which is between 1080p and 4K. Even so, claiming that your games are in 4K, when they are actually being upscaled, borders on deceitful practices. If you have an actual 4K TV, you’d be much better served finding a gaming PC with the hardware to actually run games at full 4K.

Console Gaming Is Less Expensive than PC Gaming

This is a popular one. Everyone seems to think that a console is less expensive than a PC of equal performance, but this simply is not true. It used to be, in the era of the PS360 and in the years before, but nowadays one can build performance-oriented gaming at the same price (or lower) as the latest consoles.

Even if consoles were better from a hardware standpoint, they certainly aren’t from a game-pricing standpoint. PC gamers have access to multiple online storefronts which results in fairly competitive pricing. Games rarely, if ever, stay at $60 for long on a platform like Steam, and even when they do they go on massive sales quite frequently. Console gamers, meanwhile, are left with buying from retail (whose idea of sales are laughable in comparison) or downloading from their manufacturers, who have no incentive to lower prices since you can only buy the games from them.

$100 on a console can buy you one new AAA game and a yesteryear AAA game from a year or two back, if you’re lucky. $100 on Steam, especially during the Winter Sale, can buy you recent AAA releases for as low as $30 a pop.

All Free-to-Play Games Are Pay-to-Win

A lot of free-to-play games, and even premium titles, can be pay-to-win. Pay-to-win is a term which means games where users are required to pay microtransactions in order to stay on an even playing field with other players. This is an unfortunate stigma on the genre that keeps people away from otherwise great games.

A few games that aren’t pay-to-win that come to mind are:

Team Fortress 2. All gameplay-effecting weapons can be earned just by playing, and no weapons are direct upgrades to stock

DOTA 2, another Valve title, which follows a similar pricing scheme, with money only required for cosmetics that don’t affect gameplay

Hearthstone, a card game from Blizzard

Quake Live, a free-to-play, updated version of Quake 3, a classic arena shooter

These are just a few that come to mind, as games I happen to play. There are a lot more out there!

You Have to Spend a Thousand Dollars (or More) to Stay with The Curve

Whether you’re looking at investing in a PS4 Pro to stay with the latest console titles or buying some Alienware PC so you can play 4K in the future, you may be under the mistaken assumption that you need to spend a lot of money to stay in pace with the latest games.

This isn’t true. Even though consoles are getting mid-cycle upgrades, all games on those consoles are required to be playable on both versions of the hardware.

As far as PC gaming goes specifically, you can spend about the same amount on a PS4 Pro as you would on PC parts that, when assembled, perform better or at the same level. The idea that people need to invest in multiple graphics cards and i7s to play their games isn’t based in fact at all. If you’re a PC gamer who wants to stay with the curve without breaking the bank, I recommend taking a look at PCMR’s builds, which are updated regularly.


Image credit: CPU Scaling Chart, Resolution Chart, TF2 Wallpaper, Expensive Gaming PC

Christopher Harper

I’m a longtime gamer, computer nerd, and general tech enthusiast.

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