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Anthropic’s Mythos AI found over 2,000 unknown software vulnerabilities in just seven weeks of testing

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Anthropic’s Mythos AI found over 2,000 unknown software vulnerabilities in just seven weeks of testing

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There is a new AI model called Mythos. Anthropic built it for defensive cybersecurity research. It is so effective at finding software vulnerabilities that Anthropic decided the general public cannot have it.  

Instead, it is letting a small circle of trusted partners like Microsoft and Google experiment with it first under controlled conditions, while researchers figure out what guardrails need to exist.

That decision alone should tell you something. When the company that built a tool decides the world is not ready for it, you pay attention. And when you understand what Mythos actually did during testing, that caution starts to make complete sense.

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Anthropic’s Mythos AI uncovered more than 2,000 unknown software vulnerabilities in just seven weeks, showing how fast AI can now expose hidden weaknesses. (Gabby Jones/Bloomberg via Getty Images)

How Anthropic’s Mythos AI found 2,000 vulnerabilities in seven weeks

Seven weeks. One AI model. One team. More than 2,000 previously unknown software vulnerabilities were found. If you need a moment with that, take it. John Ackerly, CEO and co-founder of Virtru, a data security company, put that figure into perspective in a way that is hard to shake.

“Mythos is absolutely a turning point for cybersecurity. Think about it. Mythos didn’t pick a lock; it found thousands of locks that were never locked in the first place (that no one even knew existed) in software that the best human security researchers had studied for decades.

The math is staggering. One AI model, and one team, in seven weeks, found more than 2,000 zero-day vulnerabilities. That is 30% of the world’s entire annual output prior to AI. When thousands of researchers get access to AI models like Mythos, a single year will surface exponentially more zero-days than the 360,000 recorded in all of software history.

Mythos and other AI models like it can now find and exploit software flaws at a speed and scale that is beyond containment. This means that the old approach of building stronger walls around systems and hoping they hold is becoming much less reliable. It also means that the manual “find a vulnerability, patch the vulnerability” process is not going to keep pace with a threat landscape bolstered by the speed and scale of AI.

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The threat surface is now expanding faster than any wall can contain it. The only answer to this new dynamic is to protect the data itself, rather than prop up perimeter protection around it.

Thirty percent of the world’s annual output in seven weeks changes the game entirely.

What makes Mythos AI different from other AI security tools

Cybersecurity teams have used AI tools for years. So, what makes this different?

Ackerly explains it this way: “What makes this different is the level of autonomy and speed it enables. Mythos is being described as a system that can discover vulnerabilities and even generate working exploits much faster than traditional human-led workflows. This model could make it easy for a bad actor to identify and exploit vulnerabilities in software, even if that bad actor isn’t knowledgeable or trained.”

That last part matters most. Before a tool like this, exploiting a serious software vulnerability required real technical skill. Mythos AI lowers that barrier significantly. A person with bad intentions and no technical background could potentially use a model like this to cause serious damage. The expertise gap that once offered some natural protection is closing.

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FAKE PAYPAL EMAIL LET HACKERS ACCESS COMPUTER AND BANK ACCOUNT

Security experts warn that tools like Mythos could shrink the time it takes to find and exploit flaws from weeks down to minutes. (Patrick Sison/AP Photo)

Why Anthropic’s Mythos AI is breaking down perimeter security

Most cybersecurity spending, the overwhelming majority of it, goes toward what experts call perimeter defense. Think firewalls, network monitoring, endpoint security and intrusion detection. The entire strategy is built on one core idea of keeping the bad actors out, and the data inside stays safe.

Ackerly describes how that model is now breaking down.

“The perimeter is the digital wall around your systems and the information you possess. For decades, cyber strategies have primarily focused on the idea that if you protected the perimeter well enough — if you built a strong enough wall — the sensitive data on the inside would stay safe,” Ackerly said. 

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“The industry has poured hundreds of billions of dollars into firewalls, endpoint detection, network security, application security and other perimeter defenses. Traditional security architecture by itself cannot keep pace in this new world.

“The Mythos development from Anthropic is making a hard truth very apparent: Time is running out for companies to prepare for this new reality. Shifting focus from ‘protecting the perimeter’ to ‘protecting the data’ is critically important to mitigate data loss or compromise.”

Hundreds of billions of dollars. And now the model those dollars were built on is becoming unreliable. It forces a full rethink.

Does Anthropic’s Mythos AI give attackers the advantage?

This is the question everyone wants a straight answer to. Ackerly offers one that is more nuanced than a simple yes or no.

“I wouldn’t frame it as attackers automatically having an advantage. But, over time, it does mean that ‘bad guys’ and ‘good guys’ will have access to essentially the same tools. As a result, I do think defenders absolutely need a different strategy. If you assume the outer wall may fail, then the smarter move is to protect the data itself so it stays controlled even after a breach.”

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The playing field is leveling. And that may sound fair until you remember attackers only need to succeed once, while defenders have to succeed every time.

How fast is Mythos AI changing the cybersecurity threat landscape?

Speed is what makes Mythos AI genuinely alarming. Traditional cyberattacks move through a lifecycle. Reconnaissance takes time. Finding the right vulnerability takes more time. Building an exploit takes more time on top of that.

Ackerly explains what happens when AI compresses all of that.

“AI is accelerating the threat. A model that can find and exploit vulnerabilities autonomously compresses the attack lifecycle from weeks to hours, or even minutes. Every layer of the traditional security stack now has to operate at machine speed. Manual security architectures cannot keep up.

“But AI also makes data-centric security more powerful, not less so. When every piece of sensitive data is protected at the object-level, AI agents can enforce governance at scale by checking entitlements, applying attribute-based access controls, and auditing data flows in real time. The same capabilities that make Mythos a dangerous tool in the hands of ‘bad guys’ make it a valuable tool in the hands of ‘good guys.’”

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The question organizations should be asking shifts from “how do I build higher walls?” to “when the walls fail, is my data still protected?” That is the question worth sitting with.

What Mythos AI means for regular people’s personal data

Most of the Mythos coverage has focused on corporate risk. But your bank account and medical records sit in those same vulnerable systems.

“For everyday people, the first change is that breaches and scams could become more frequent, more targeted, and harder to spot. If AI makes it easier to uncover weak points in the systems we all rely on, that can translate into more pressure on the services that hold our personal data, from email and cloud storage to health, banking, and retail platforms.

Consumers shouldn’t assume a company is doing the right thing with their data. Now, they really can’t assume a company’s outer defenses are enough to protect their information.

This also highlights the importance of basic cyber hygiene like unique passwords and MFA, so that when breaches happen, the scope of impact on your own personal data is contained.”

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Your bank account, your medical records, your tax documents, your private messages. All of it already lives across dozens of platforms you trust to protect it. If those platforms’ outer defenses are no longer reliable, what exactly is standing between your data and someone who wants it?

Ackerly goes further on where the exposure actually lives. “Data now travels across clouds, devices, partners, and borders. The risk isn’t just one hacked server in one building anymore. It’s all the places your data passes through or gets copied to along the way. 

Was Anthropic right to keep Mythos AI restricted?

Anthropic made a choice that is rare in the AI industry. They built something powerful and then decided not to release it widely.

On that decision, Ackerly is direct. “Anthropic’s decision to withhold Mythos from general release is unprecedented and, frankly, responsible. Time will tell what these partners are able to do with regard to safety, but releasing it to the general public would certainly have been ill-advised and dangerous.”

Unprecedented. That word deserves weight here. In an industry that races to release new tech, Anthropic stopped. That speaks volumes.

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We reached out to Anthropic for a comment, but did not hear back before our deadline.

THIRD-PARTY BREACH EXPOSES CHATGPT ACCOUNT DETAILS

As AI accelerates cyberattacks, the focus is shifting from protecting networks to protecting the data itself. (Kury “CyberGuy” Knutsson)

How to stay safe as cybersecurity shifts

The perimeter model is deteriorating, but that does not mean you are helpless. Individual behavior still matters, and it matters more now than it did before.

Ackerly’s recommendation is this: “Stop assuming the app, platform, or company perimeter can always protect your information, or that they will do the right thing with your data. People should be much more deliberate about what data they share, where they store it, and who can access it. Protection needs to travel with the data, not just sit at the edge of a network. For you, that means choosing services that give you stronger control over your information and being more cautious about oversharing sensitive data in the first place. The data owner should always have governance over said data.” So where do you start?

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1) Use unique passwords for every account

A password manager makes this realistic. If one platform gets breached, unique passwords keep the damage isolated to that one account.

2) Turn on multi-factor authentication wherever it is available

Multi-factor authentication (MFA) adds a layer that survives even when a password is compromised. It is one of the highest-impact steps an individual can take.

3) Run strong antivirus software and keep devices updated

Outdated software is one of the most common entry points attackers use. Strong antivirus software catches threats your instincts might miss, and keeping apps and operating systems current closes the gaps that models like Mythos are built to find. Get my picks for the best 2026 antivirus protection winners for your Windows, Mac, Android & iOS devices at Cyberguy.com

4) Be selective about what you share and where

Every app that holds your data is a potential exposure point. The less you overshare, the smaller your footprint becomes.

5) Use a data removal service

Data brokers collect and sell your personal information, often without you ever knowing. Data removal services find where your data is listed and request its removal. You cannot control every place your information travels, but you can shrink the trail it leaves behind. Check out my top picks for data removal services and get a free scan to find out if your personal information is already out on the web by visiting Cyberguy.com

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6) Choose services that offer real data control

Not all platforms treat your data the same way. Look for services that let you see, manage and limit how your information is used and where it goes.

7) Monitor your accounts and credit

Catching a breach early limits the damage significantly. Set up account alerts wherever your bank or financial platform allows it. A credit freeze costs nothing and stops new accounts from being opened in your name without your knowledge.

8) Stay skeptical of phishing attempts

Ackerly warned that scams will get more targeted and harder to spot as AI lowers the barrier for bad actors. Scrutinize every link before you click it and treat unexpected emails or texts asking for login information as suspicious by default. If something feels off, it probably is.

9) Assume breaches will happen

The goal is to limit how much damage they can do. When you operate with that assumption, your decisions about data hygiene get sharper, and your exposure gets smaller.

Take my quiz: How safe is your online security?

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Think your devices and data are truly protected? Take this quick quiz to see where your digital habits stand. From passwords to Wi-Fi settings, you’ll get a personalized breakdown of what you’re doing right and what needs improvement. Take my Quiz here: Cyberguy.com    

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Kurt’s key takeaways 

Mythos did not create the vulnerability problem. It made the scale of it visible in a way that is no longer ignorable. The foundation of modern cybersecurity, the idea that strong enough walls will keep data safe, is being tested in real time by a technology that moves faster than any human team can. That is a consumer story as much as it is a corporate one. Your data lives in systems built on that old model. 

And the moment to think differently about how it is protected is now, not after the next major breach makes the headlines. Anthropic made a responsible call by limiting access to Mythos. But the model exists. The capability is real. Other versions of it are being developed. The question for every organization and every individual becomes the same one Ackerly keeps returning to.

When the walls fail, and experts are telling us they will, what is actually protecting your data on the other side? Let us know your thoughts by writing to us at Cyberguy.com

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Technology

JMGO’s N3 Ultimate projector is the new portable 4K champ

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JMGO’s N3 Ultimate projector is the new portable 4K champ

Sorry Anker: JMGO now makes my favorite flagship portable projector.

The N3 Ultimate is an excellent portable 4K projector that defeats moderate ambient light at severe placement angles and can rival more expensive home theater installations at night. After a few weeks of testing, I think the raw adaptability exhibited by the JMGO’s N3 Ultimate justifies its current $2,399 price ($500 off its $2,999 list).

Modern all-in-one projectors built around Google TV are already super accommodating when it comes to placement. Set one down on a living room table or campsite rock and it will begin searching for a screen or blank wall while avoiding obstacles to project a focused, color-corrected image that’s properly aligned. But these techniques typically resort to digital optimizations that degrade image brightness, resolution, and responsiveness. To avoid this, it’s always best to place a projector directly in front of the projection surface.

Optimizing image placement is fast, effective, and fun.

JMGO’s N3 Ultimate projector promises “lossless placement” by mounting it on a motorized gimbal that rotates horizontally and vertically. That, combined with optical zoom and generous lens shift, increases off-center placement flexibility without resorting to digital trickery. You can even drag the image Wiimote-style to the exact spot you want it using the included remote control. Handy!

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The N3 Ultimate doesn’t live up to all of its marketing hype, however. It’s pitched as a 5800 ISO lumen projector that I found to be unwatchable in its brightest mode for reasons I will explain later. In modes you can actually use, you’re getting about 4,600 ISO lumens, which drops to 3,000 ISO lumens if you want more accurate colors — that’s noticeably brighter than Anker’s Nebula X1 flagship 4K portable running in comparable modes.

Even though the N3 Ultimate misses the advertised ceiling, its class-leading brightness and impressive picture could make this a television replacement for some.

$2399

The Good

  • Unbeatable physical placement options that preserve image quality
  • Incredibly bright, daylight-ready output
  • Excellent out-of-the-box color reproduction
  • Very good sound for a portable
  • Snappy menu navigation and native Netflix support

The Bad

  • Horribly green and loud at max brightness
  • Automatic eye protection is wonky and slow to react
  • Clumsy menus required to swap into Bluetooth speaker mode
  • It’s portable, so where’s the handle?

The first spec I look at on portable projectors is the lumen rating. If the number is listed as anything other than ANSI or ISO, I just assume they are lying. JMGO isn’t exactly lying with its 5800 ISO lumen spec, but it’s not being completely transparent, either.

The N3 Ultimate only comes close to hitting that incredibly bright mark (I measured closer to 5,200 ISO lumens) when running in Dynamic mode, which skews the colors horribly green and causes the cooling fans to roar. The colors produced by this triple-laser RGB DLP projector are most accurate in Movie mode, but at almost half the advertised brightness.

Display Mode

Calculated ISO Lumens

Movie 3,066
Office 4,209
Vivid 4,624
Dynamic 5,216

Out of the box, I found the colors and tones produced by the N3 Ultimate’s factory tuning to be more true to life than many projectors in this class. Typically, I’d select Vivid during the day and then switch to Movie mode in darkened rooms. Sometimes I’d forget because the differences weren’t always obvious. The projector’s brightness allows its Dolby Vision support to meaningfully improve picture quality in both dark and not-so-dark rooms.

I tested the N3 Ultimate for an unhealthy number of hours on displays as large as 110 inches and as small as 32 inches; on painted walls, a glossy tabletop, a matte-white screen that increased the intensity, and a gray Ambient Light Rejecting (ALR) screen that boosted the contrast. It adapted admirably to each scenario with little intervention.

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Typically the projector ran whisper quiet — I had to strain to hear it. In warmer rooms and with adaptive brightness turned on, I could hear the fans kick up a notch to about 30dB from their usual 26dB, at a distance of one meter. At max brightness, the fans peaked at a very distracting 50dB.

Daytime watchable on this folded Ikea table when all those lumens are compressed into a 32-inch image.

Hank doesn’t like the new Ferrari, but he likes the 110-inch projected image on this ALR screen at midday.

This 90-inch image is watchable, but washed out when viewing it outside at dusk.

But soon, it looks great.

Optimizing image placement is a little tricky at first due to all the menu options and descriptions that aren’t exactly consumer friendly. Fortunately, there’s an optimization button right on the remote that removes the guesswork. Hold it down and you can drag the projected image around the room to center it wherever you want. Double-click the button and you’re presented with four menus that guide you through image-tuning options for Lossless Lens Shift, Gimbal Motion, Zoom, and Rotate. It’s very well done and makes the projector fast and easy to set up at new locations.

JMGO’s four optimization menus make fine-tuning image placement quick and easy.

JMGO’s four optimization menus make fine-tuning image placement quick and easy.

The sound is decent for a portable all-in-one of this size. It’s essentially an Anker Nebula X1 turned on its side, but lacking the optional satellite speakers that make Anker’s portable projector unbeatable for sound. Without those satellites, however, the Anker and JMGO sound roughly the same. The N3 Ultimate produced clear, detailed, room-filling sound with a respectable amount of bass. So, it’s a shame that JMGO doesn’t make it easy to quickly switch the projector into Bluetooth speaker mode from the shutdown screen like many portables — instead, you have to clumsily enable it through the settings menu.

The N3 Ultimate runs Netflix out of the box and menu navigation is snappy — two things you can’t take for granted with portable Google TV projectors. The one thing missing is an integrated handle, which makes this a two-handed portable. Fortunately, JMGO does ship the N3 Ultimate inside a reusable carrying case that came in handy when transporting it by car.

1/18

Dolby Vision HDR helps make scenes pop from Life in Color, with David Attenborough.
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I also found the projector’s automatic eye protection feature to be wonky. Even at the default sensitivity, it can be triggered for no reason. Worse, it’s slow to respond when eyeballs are actually at risk from the laser optics. And besides an on / off button, the N3 Ultimate lacks on-device controls — don’t lose the remote!

“Ultimate” is a dangerously high bar to set when naming your projector, but JMGO gets close to the mark. If audio quality is your absolute highest priority, Anker’s bulkier Nebula X1 speaker bundle remains a tempting alternative — though it will cost you significantly more cash. But if you are looking for class-leading brightness and unmatched physical placement flexibility from a 4K all-in-one projector, the JMGO N3 Ultimate at $2,399 is the way to go.

Listed Specs: JMGO N3 Ultimate

Display & Picture Quality
  • Light Source: MALC 5.0 Pure Triple Laser / RGB Laser
  • Resolution: 4K UHD
  • Brightness: 5800 ISO Lumens
  • Contrast Ratio: 20000:1
  • Color Gamut: 110% BT.2020
  • Color Accuracy: ΔE ≈ 0.7
  • HDR Formats: Dolby Vision, HDR10
  • Image Size: 40 to 300 inches
  • Display Technology: DLP

Optical & Placement System
  • Throw Ratio: 0.88–1.7:1
  • 3-in-1 Projection: Combines Optical Zoom, Lens Shift, and an AI Gimbal base
  • Projection Types: Front, Rear, Front Ceiling, Rear Ceiling

Smart Software & AI Features
  • Operating System: Google TV with native Netflix integration
  • Smart Features: Auto Screen Fitting, Auto Keystone, Auto Focus, Adaptive Brightness, and Wall Color Adaptation, Eye Protection
  • Custom Memory: AI Spatial Memory System to remember preferred walls, zoom levels, and shortcuts
  • Processor: MediaTek MT9679 chipset
  • Memory: 4GB RAM
  • Storage: 64GB ROM
  • Motion Tech: MEMC motion compensation
  • Speakers: Dual 12.5W stereo speakers (25W total output)
  • Sound Enhancement: Dolby Audio
  • Refresh Rate: Up to 240Hz
  • Input Lag: 1ms ultra-low latency
  • Extra Features: Variable Refresh Rate (VRR) support and specialized game modes
  • Wireless: Wi-Fi 6 and Bluetooth 5.2
  • Wired Ports: 2x HDMI 2.1 (with one port supporting eARC) and 1x USB 3.0
  • Dimensions: 308.3 x 229.85 x 274.13mm
  • Weight: 6.95kg
  • Power Consumption: up to 300W

Photography by Thomas Ricker / The Verge

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Fox News AI Newsletter: Sanders bill would seize 50% of stock in OpenAI, Anthropic for sovereign wealth fund

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Fox News AI Newsletter: Sanders bill would seize 50% of stock in OpenAI, Anthropic for sovereign wealth fund

NEWYou can now listen to Fox News articles!

Welcome to Fox News’ Artificial Intelligence newsletter with the latest AI technology advancements.

IN TODAY’S NEWSLETTER:

– Bernie Sanders unveils plan to take 50% stake in AI companies for government wealth fund

– College grads expect to earn $80,000 a year, but the math isn’t mathing

– Jensen Huang says Nvidia’s new RTX Spark chip will reinvent the PC

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Sen. Bernie Sanders reacts to questions from a Fox News Digital reporter about Maine Senate candidate Graham Platner’s resurfaced Reddit posts while walking through the Capitol in Washington, D.C., on Wednesday. (Nathan Posner/Anadolu via Getty Images)

SOCIALIST SHARE-UP: Democratic socialist Sen. Bernie Sanders, I-Vt., is arguing that the federal government should establish a sovereign wealth fund that’s financed by taking possession of half of the stock in AI giants like OpenAI, Anthropic and xAI, among others.

PAPER CHASE: If you want to understand what’s broken about higher education in America, look no further than one statistic.

According to a recent survey, the average college student expects to earn $80,000 a year shortly after graduation. The reality? The average starting salary is closer to $56,000. That’s a 30% gap between expectation and reality before a graduate even receives their first paycheck.

THE AGENTIC ERA: Nvidia on Monday unveiled a new chip that will bring artificial intelligence (AI) capabilities onto laptops and desktop computers.

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The new AI chip, known as RTX Spark, was built as part of a collaboration between Nvidia and Microsoft to make personal computers that are built to power AI tools.

A student walks across the campus grounds at Harvard University. (Zhu Ziyu/VCG via Getty Images)

CRACKED IN DAYS: Apple devices have earned a reputation for being tough to break into. That comes from Apple’s tight control over the hardware, software and many of the protections standing between you and an attacker. However, a new claim from security startup Calif shows how quickly the cybersecurity world may be changing.

FINANCIAL DYNAMITE: Billionaire Jeff Bezos just detonated a financial hand grenade in the middle of America’s tax debate.

The Amazon founder recently suggested that the bottom half of American earners should pay zero federal income tax. Not lower taxes. Not a temporary rebate. Zero. 

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BIG BROTHER BOSS: The NewsGuild of New York has accused The New York Times of using artificial intelligence technology to monitor and surveil the performance of unionized tech workers in violation of their collective bargaining agreement.

The New York Times Building is shown in Midtown Manhattan. (Joshua Comins/Fox News)

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The first Story-Rich showcase was packed with narrative-driven games

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The first Story-Rich showcase was packed with narrative-driven games

Fellow Traveller, the publisher behind games like Titanium Court and 1000xResist, just wrapped up its Story-Rich Showcase, which featured a bunch of narrative-driven indie games. With more than 20 games on display, there was a lot to follow, but we’ve pulled together some of the most notable announcements below. You can also catch the full show on Fellow Traveller’s YouTube channel.

Ambrosia Sky is getting its second and final episode

Ambrosia Sky, a sci-fi game about death where you have to clean up alien fungi, will be getting its second act as a free update on August 6th. The game was originally planned to have three acts, but developer Soft Rains announced in March that it would be brought down to two. When Act Two launches, the game’s price will go up from $14.99 to $24.99.

The Citizen Sleeper games are coming to Nintendo Switch 2

The sci-fi RPGs Citizen Sleeper and Citizen Sleeper 2: Starward Vector are getting Switch 2 versions on June 25th. If you already own them on the original Switch, you can play the Switch 2 versions at no extra charge. Developer Gareth Damian Martin also says they will be revealing their next game during Sunday’s PC Gaming Show.

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Desktop Explorer, a spooky game about looking through an old computer, launches in July

This trailer for Desktop Explorer, a horror puzzle game where you click through a creepy version of an old, Windows-like operating system, might be the scariest way to use a computer. It’s launching on July 17th.

Demonschool is getting DLC and will launch on the Switch 2

The upcoming paid DLC for Demonschool, a tactical RPG from Necrosoft that channels Buffy and Persona, has a focus on “puzzle battles” where players work to clear out enemies using certain characters in one turn. Both the DLC and the Switch 2 version (which includes mouse support and an improved frame rate) will launch sometime this year.

The developers of a point-and-click thriller are making a fantasy game

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Powerhoof, the studio behind last year’s retro-styled mystery game The Drifter, is now working on The Telwynium, a “fantasy adventure epic.” “Book One” of the game is now available on Steam, though you can also grab it from Itch.io if you prefer.

The Mermaid Mask, a new detective game, is launching in July

SFB Games, the studio that made games like Tangle Tower and Crow Country, is releasing its next game, The Mermaid Mask, on July 16th. It’s a locked-door mystery that’s fully voice-acted and features hand-drawn animations — looks like a great story to settle into this summer.

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