Tech
Is It Snowing Where You Are? I Hope You Have a Roof Rake
Once again this winter, the snow is coming down with authority, and when this nor’easter winds down later today, there’ll be a new accumulation of 12 inches or more. By this time next week, we’re expecting at least another foot on top of that.
As a native New Englander, I’m prepared. We have shovels, sand and a guy who comes to plow our long driveway. But what really captures my attention is overhead. In winter, I’m obsessed with my roof — and with a simple tool that’s become an indispensable ally in maintaining my house properly during cold weather.
My roof rake.
Watch this: Keep Your House at This Temperature to Save Money
It’s not much to look at. Sixteen feet of aluminum pole with a perpendicular 22-inch-wide blue plastic blade at one end. But it makes all the difference in keeping melting snow from turning into streams of water that leak into the house. That’ll damage walls, ceilings, light fixtures and anything else that’s under the drip, drip, drip. Over time, it could develop into a mold problem.
Inside your house, leak detectors are handy gadgets for all kinds of water mishaps, but prevention is always the better policy.
If you live in an area that’s in the path of snowy winter weather, pay attention to the buildup on your roof. In one sense, snow on the roof is a positive thing. It indicates that you have sufficient insulation in your ceiling and attic to prevent warm air from escaping, as well as proper ventilation to help keep the roof cool.
But that snow will melt, producing runoff that heads downhill to your eaves and gutters. And that’s where the problem begins.
The winter of 2015 was a brutal one in Massachusetts, with roughly 90 inches of snow falling in less than a month. That year, the ice dams won.
As that water reaches the edge of your roof, it becomes more exposed to cold temperatures and it’ll refreeze, creating ice dams. Those frozen blockages will build up and prevent the next waves of meltwater from falling harmlessly off your roof. Where does that water go? It backs up under your shingles and through the roof decking, following a new gravitational pathway into your living spaces.
I have witnessed this leaking. I have repaired the damage. I have vowed never to let it happen again.
Which is why I’m outside right after every snowfall, raking away.
There aren’t any really compelling technological fixes for this problem. There is no Roomba for your rooftop. Whole-roof heating systems do exist, but they cost thousands of dollars and are a significant construction project. Here in New England, it’s common to see homes with a heating cable snaked along the lower portion of the roof, just above the eaves. But for my house, even that more modest option would likely run somewhere between $1,000 and $2,000 to install.
With any heating system, there’ll also be ongoing electricity costs and a potentially messy cycle of melting and refreezing.
A roof rake will set you back less than $200, and probably not even half that much. It’s low tech, and it works.
Watch this: I Drove an EV This Winter in Sweden to Prove It Could Be Done.
The right way to use a roof rake
I’ve been using my roof rake after every snowstorm, even the minor ones, for many a snowy winter here in central Massachusetts.
I had to learn the hard way. Before I bought my roof rake, I went after the ice dams themselves, after they’d already become way too thick, and water was dripping, sometimes fiercely, into the house. I was outside on a ladder, in the cold, whaling away with a hatchet. Not the way to go.
This is me, clearing the roof after a refreshingly light snowfall.
A roof rake is so much quicker and simpler — and again, it’s that all-important ounce of prevention. You stand on the ground, reach up with the rake and pull a big shovel’s worth of snow off the roof. Take a step or two and repeat the process. With light to moderate snowfall, I’ll get around my house in about 20 minutes. With heavy, icy accumulation, it takes me about twice that long.
Be aware that it can be a workout for your arms and shoulders. The rake doesn’t weigh much, but it is top-heavy, and you’re reaching up and away from your body. When the snow is thick, wet, crusty or all of the above, you’ll have to make an extra effort with each stroke.
But if you’re familiar with the often backbreaking work of shoveling snow, you’ll welcome the change of pace.
How much snow do you have to pull down? The guides I’ve read recommend clearing as much as 6 feet up from the eaves, and when I started raking my roof, I used to go just as far as I could reach. If I wasn’t hitting that 6-foot mark, I was getting close.
Over time, though, I’ve found that just 1 to 2 feet is generally sufficient. That’s the critical area, right past the eaves, where freezing and ice dam buildup take place.
The guides also advise going easy when scraping down to the roof shingles, so you don’t wear them out prematurely. I have to confess I’m not that fastidious — I’m usually dragging right along the shingles themselves, rather than trying to leave a thin coating of snow — and it hasn’t seemed to be a problem.
And for heaven’s sake, be mindful of where the power lines come into your house. You’re waving a metal pole in the air, after all.
Remember to wear heavy gloves when you’re roof-raking. The aluminum pole gets really cold to the touch.
How to shop for a roof rake
Like leaf rakes, roof rakes don’t have a lot of variety. A typical roof rake comes with four 4-foot lengths of aluminum pole that you attach end to end to get the full length, plus the short blade attachment. (Mine has three 5-foot lengths, along with the blade segment.) The width of the blade ranges between approximately 17 and 24 inches.
The 16-foot length I have is enough for my house, a raised ranch, even on the side where the ground slopes away and I can get just the first foot or so of snow at the edge of the roof. If you have a taller house or you really want to clear way up high, you could always get additional sections. The blade section of my pole angles toward the roof, which is helpful.
Some rakes have little wheels on the bottom of the blade to avoid scraping directly on the shingles. Seems like a smart design.
Other roof rakes aren’t actually rakes at all. Instead of having a blade, the business end is open, with prongs holding one end of a plastic slide that runs parallel to the pole. You push into the snow, and the slide provides a slick runway for the snow to fall to the ground. I’ve never tried one of these, but having spent enough time wielding a standard roof rake, I have my doubts. It seems best suited for powder.
Prices for roof rakes typically range from $50 to $60 and can get to about $200. Years back, I bought a very basic model, and it’s still going strong — an excellent investment.
Gone are the days when I actually went up onto my roof and tried shoveling in addition to raking. In fairness, that was a legendary winter. In 2015, New England experienced four major snowstorms in less than a month, dumping about 90 inches of snow during that short span. No one could keep up.
But short of another “Snowmaggedon,” I know my roof rake will continue to serve me well. Whenever a snowstorm wanes, the two of us will head outside to start the clearing.
Tech
Android mental health apps with 14.7M installs filled with security flaws
Several mental health mobile apps with millions of downloads on Google Play contain security vulnerabilities that could expose users’ sensitive medical information.
In one of the apps, security researchers discovered more than 85 medium- and high-severity vulnerabilities that could be exploited to compromise users’ therapy data and privacy.
Some of the products are AI companions designed to help people suffering from clinical depression, multiple forms of anxiety, panic attacks, stress, and bipolar disorder.
At least six of the ten analyzed apps state that user conversations or chats remain private, or are encrypted securely on the vendor’s servers.
“Mental health data carries unique risks. On the dark web, therapy records sell for $1,000 or more per record, far more than credit card numbers,” says Sergey Toshin, founder of mobile security company Oversecured.
Over 1,500 security issues found
Oversecured scanned ten mobile apps advertised as tools that can help with various mental health problems, and uncovered a total of 1,575 security vulnerabilities (54 rated high-severity, 538 medium-severity, and 983 low-severity).
| App Type | Installs | High | Medium | Low | Total | Scan date | |
| 01 | Mood & habit tracker | 10M+ | 1 | 147 | 189 | 337 | 01/23/2026 |
| 02 | AI therapy chatbot | 1M+ | 23 | 63 | 169 | 255 | 01/22/2026 |
| 03 | AI emotional health platform | 1M+ | 13 | 124 | 78 | 215 | 01/23/2026 |
| 04 | Health & symptom tracker | 500k+ | 7 | 31 | 173 | 211 | 01/22/2026 |
| 05 | Depression management tool | 100k+ | – | 66 | 91 | 157 | 01/23/2026 |
| 06 | CBT-based anxiety app | 500k+ | 3 | 45 | 62 | 110 | 01/22/2026 |
| 07 | Online therapy & support community | 1M+ | 7 | 20 | 71 | 98 | 01/23/2026 |
| 08 | Anxiety & phobia self-help | 50k+ | – | 15 | 54 | 69 | 01/22/2026 |
| 09 | Military stress management | 50k+ | – | 12 | 50 | 62 | 01/22/2026 |
| 10 | AI CBT chatbot | 500k+ | – | 15 | 46 | 61 | 01/23/2026 |
Although none of the discovered issues are critical, many can be leveraged to intercept login credentials, spoof notifications, HTML injection, or to locate the user.
The researchers used the Oversecured scanner to check the APK files of the ten mental health applications for known vulnerability patterns in dozens of categories.
In a report shared with BleepingComputer, the researchers say that some of the verified apps “parse user-supplied URIs without adequate validation.”
One therapy app with more than one million downloads uses Intent.parseUri() on an externally controlled string and launches the resulting messaging object (intent) without validating the target component.
This allows an attacker to force the app to open any internal activity, even if it is not intended for external access.
“Since these internal activities often handle authentication tokens and session data, exploitation could give an attacker access to a user’s therapy records,” Oversecured explains.
Another issue is storing data locally in a way that gives read access to any app on the device. Depending on the saved information, this could expose therapy details, such as therapy entries, Cognitive Behavioral Therapy (CBT) session notes, and various scores.
Oversecured states that they also discovered plaintext configuration data, including backend API endpoints and a hardcoded Firebase database URL, within the APK resources.
Furthermore, some of the vulnerable apps use the cryptographically insecure java.util.Random class for generating session tokens or encryption keys.
According to the researchers, “most of the 10 apps lack any form of root detection.” On a rooted (jailbroken) device, any app with root privileges has access to all health data stored locally.
Oversecured says that six of the ten analyzed apps “had zero high-severity findings, but still carried medium-severity issues that weaken their overall security posture.”
“These apps collect and store some of the most sensitive personal data in mobile: therapy session transcripts, mood logs, medication schedules, self-harm indicators, and in some cases, information protected under HIPAA,” the researchers note.
From BleepingComputer’s observations the collective download count for the apps scanned by Oversecured is more than 14.7 million, and only four received an update as recently as this month. For the rest, the date of the latest update was as recent as November 2025 or even September 2024.
Oversecured’s scans occurred between January 22 and 23 and targeted the latest app versions available at the time. The researchers cannot confirm if any of the uncovered vulnerabilities have been addressed.
BleepingComputer has refrained from the sharing the names of the impacted apps as the vulnerabilities are still being disclosed by Oversecured.
Tech
Panasonic Will No Longer Make Its Own TVs
Panasonic is handing over the manufacturing, marketing, and sales of its TVs to Shenzhen-based Skyworth, effectively exiting in-house TV production. Ars Technica reports: Skyworth is a Shenzhen-headquartered TV brand. The company claims to be “a top three global provider of the Android TV platform.” In July, research firm Omdia reported that Skyworth was one of the top-five TV brands by sales revenue in Q1 2025; however, Skyworth hasn’t been able to maintain that position regularly. Panasonic made its announcement at a “launch event,” FlatpanelsHD reported today. During the event, a Panasonic representative reportedly said: “Under the agreement the new partner will lead sales, marketing, and logistics across the region, while Panasonic provide expertise and quality assurance to uphold its renowned audiovisual standards with full joint development on top-end OLED models.”
Panasonic also said that it will provide support “for all Panasonic TVs sold up to March 2026 and all those available from April.” Skyworth-made Panasonic TVs will be sold in the US and Europe. In the latter geography, the companies are aiming for double-digit market share. […] The news means there’s virtually no TV production happening in Japan anymore, as other Japanese companies, like Sharp, Toshiba, Hitachi, and Pioneer, have already exited TV production. Earlier this year, Sony announced that it was ceding control of its TV hardware business to TCL.
Tech
Why Gen Z and young adults are embracing iPods again
Young adults are eschewing all-in-one devices like the iPhone and moving more towards purpose-built technology, renewing interest in “vintage tech” like the classic iPod. Here’s why.

A veritable pile of ‘Pods
At one point, I think everyone collectively thought that smartphones were pretty great. However, in the last few years, younger generations have started to reject their glowing pocket rectangles in favor of older tech.
This isn’t anything new. I know that when I was in my mid-20s, I felt a weird, inexorable urge to start collecting vinyl, despite not having anything to play them on.
Continue Reading on AppleInsider | Discuss on our Forums
Tech
Microsoft says bug in classic Outlook hides the mouse pointer
Microsoft is investigating a known issue that causes the mouse pointer to disappear in the classic Outlook desktop email client for some users.
This bug has been acknowledged almost two months after the first reports started surfacing online, with users saying that Outlook became unusable after the mouse pointer vanished while using the app.
“My mouse just stopped being visible while I am using Outlook, and this is very, very, frustrating because my permission wasn’t given to make these changes, and now I can’t find anything, can’t open emails, can’t copy and paste, and the list goes on and on,” one customer noted.
Microsoft explained in a recent support document that the mouse pointer (and in some cases the cursor) will suddenly vanish as users move it across Outlook’s interface, and noted that this bug also affects some users of other Microsoft 365 apps.
“When using classic Outlook, you may find that the mouse pointer or mouse cursor disappears as you move the pointer over the Outlook interface,” it said. “Although the mouse pointer is not there, the email in the message list will change color as you hover over it. This issue has also been reported with OneNote and other Microsoft 365 apps to a lesser degree.”
Microsoft added that the Outlook team is investigating the issues and will provide updates as more information becomes available. In the meantime, Microsoft is asking affected users to have their Microsoft 365 administrator open a support case with the Outlook Support Team and submit diagnostic log files to assist with analysis.
While a timeline for a permanent fix is not yet available, Microsoft has offered three temporary workarounds that require affected users to click an email in the message list when the cursor disappears, which may cause it to reappear.
Alternatively, switching to PowerPoint, clicking into an editable area, and then returning to Outlook may also restore the mouse pointer. If neither of them works, Microsoft said that restarting the computer should resolve the issue temporarily.
Last month, Microsoft fixed another classic Outlook issue that prevented Microsoft 365 customers from opening encrypted emails after installing the December 2025 updates.
Tech
Uncanny Valley: AI Researchers’ Resignations, Bots Hiring Humans, Evie Magazine’s Party
This episode of Uncanny Valley covers the people resigning from AI companies and the humans getting hired by AI agents. Plus, we attend a soiree thrown by a conservative women’s magazine.
Tech
IBM Shares Crater 13% After Anthropic Says Claude Code Can Tackle COBOL Modernization
IBM shares plunged nearly 13% on Monday after Anthropic published a blog post arguing that its Claude Code tool could automate much of the complex analysis work involved in modernizing COBOL, the decades-old programming language that still underpins an estimated 95% of ATM transactions in the United States and runs on the kind of mainframe systems IBM has sold for generations.
Anthropic said the shrinking pool of developers who understand COBOL had long made modernization cost-prohibitive, and that AI could now flip that equation by mapping dependencies and documenting workflows across thousands of lines of legacy code. The sell-off deepened a rough 2026 for IBM, whose shares are now down more than 22% year to date.
Tech
Android 17 Beta 1 Launches After Delay: New Changes & How To Install
Google has finally released Android 17 Beta 1 after wrapping up its previous testing phase. The release is live as of February 13, 2026. There are several performance improvements, along with updates to foldables and tablets. Additionally, there are a number of visual changes to the Pixel Launcher user interface. With this release, Google is emphasizing long-term development to pave the way for the next Android release.
One of the biggest highlights of Android 17 is Google’s stronger push toward large-screen optimization. Developers are now required to properly adapt their apps for foldables, tablets, and desktop-style modes. Orientation changes and resizable window support are no longer optional. This should lead to a smoother, more consistent experience on larger devices without layout issues.
Furthermore, Android 17 Beta 1 brings a slimmer home screen search bar with a cleaner look. The shortcut now sits inside the bar and can be customized with options like Gemini Live, Translate, or Song Search. Users can also remove the At a Glance widget. Minor tweaks include a refreshed brightness icon and clearer access to the volume panel.
Performance Improvements in Android 17

Google has rolled out various enhancements to the system to make the devices more efficient. The most exciting change includes the introduction of the generational garbage collection system. The update reduces CPU load by optimizing memory cleanup across various stages. This minimizes CPU load.
Moreover, Android 17 improves app memory management to ensure better utilization of system resources. The update also includes notification-related optimizations that lower memory consumption. Although these upgrades run quietly in the background, they improve speed, stability, and overall device performance.
Media and Camera Enhancements
The update introduces advanced tools for media and camera apps. Users will notice smoother transitions between camera modes and generally more solid performance. Google is also working on providing users with a more unified listening experience across different applications and devices.
How to install Android 17 beta 1 on your Google Pixel?
Installing the beta is simple for Pixel users:
- Visit the Android Beta Program website.
- Log in with your Google account.
- Select your eligible Pixel device and tap Opt in.
- On your phone, go to Settings > System > Software updates.
- Check for updates and install Android 17 Beta 1.
As with any beta software, users should expect occasional bugs and instability. It’s best suited for developers or enthusiasts comfortable with early builds rather than primary daily drivers.
Tech
How Teachers Make Classroom Technology Work for Them
Walk into any school and you will find teachers using classroom technology in very different ways. One teacher builds interactive lessons with embedded videos and real-time polls. Down the hall, another uses technology more selectively, focusing on core features that support daily instruction. Both are effective educators. Both deserve classroom technology that works for them — and their students.
The challenge isn’t that teachers need to change how they work; it’s that most classroom technology is designed with only one pathway in mind. When tools offer multiple entry points instead, they can meet teachers where they are while supporting a wide range of student needs.
Recently, EdSurge spoke with three educators who use ViewSonic’s interactive display technology in distinctly different ways: Rebecca Ganger, technology coach and Chromebook coordinator, who also teaches high school students to repair devices and sponsors her district’s middle school Technology Club; Elena Clemente, technology trainer with 29 years of teaching experience in early elementary grades; and Brendan Powell, elementary STEM teacher. Their experiences illustrate what becomes possible when technology adapts to people rather than demanding that people adapt to it.
EdSurge: Why is it important that classroom technology offers multiple ways to engage?
Powell: Students need an engaging system to help them improve their understanding, and it makes learning more fun. Interactive technology helps a lot with coding, so my students can work through problems with me and are more engaged when they actually get to do the examples. Giving students choices helps them understand different concepts and piques their interest.
Clemente: Students learn in different ways, and teachers bring different approaches to their classrooms. While some students may prefer the interactive tools already displayed, others might prefer to choose which tool to use to demonstrate how to solve a math problem. The same goes for teachers. Some may prefer to use ready-made slides, while others prefer to create on the canvas. By offering choices, we allow both students and teachers to use technology in ways that make learning engaging.

What makes technology feel approachable rather than intimidating for teachers at different comfort levels?
Clemente: As I have led several professional development sessions for teachers, I know that some want only the basics, such as writing on the canvas or projecting slides. Others have created engaging lessons that bring learning to life. All teachers are able to learn more.
I have found that it is best to demonstrate how to use a tool on the interactive panel, have teachers practice and then discuss how they can use it in their lessons. When teachers take that learning back to their classrooms and apply it in a lesson, the tool feels more approachable.
Ganger: Often, new technology requires you to learn so many things just to be able to use the basics and get started. Being able to use parts of the software and then incorporate more as you become familiar and comfortable is a huge plus. You can start with just a little bit of instruction and then learn more to incorporate additional tools into your lessons as you’re ready. You can use it at your comfort level, and it is also very user-friendly for student participation at the board.
What changes occur when students interact directly with classroom displays?
Powell: When students use the display in my classroom, they are more willing to talk to each other about the process and explain their ideas more clearly.
Ganger: They become more focused on the activity and are excited to participate. Students are so accustomed to auditory and visual sources being their primary ways of obtaining information. Having the opportunity to interact with technology fits into their natural way of learning.
Clemente: One of the big changes I have seen, or rather heard, is the amount of conversation that takes place. Students are able to express their thinking out loud while building speaking and listening skills. Students take pride in being able to share and navigate the interactive panel.
How do you keep students actively involved during interactive lessons?
Ganger: I personally enjoy adding a variety of interactive tools. I incorporate sounds, videos and links to other sites all within my presentation. I also enjoy using game boards with subject-specific questions as review activities. Varying the activities keeps things fresh and interesting for students.
Clemente: One way I keep students actively involved is by having them use their [individual] whiteboards to participate while I am projecting. Students know that they are accountable and that I am looking to call on them to share good examples and demonstrate their learning. I also use partner talks so that students can share what they are learning and gain different perspectives. Students love being called up to engage with the interactive panel, so I call them up in groups. They line up and take turns, or sometimes they work as a team and collaboratively solve the problem.
When it works well, how does technology change your teaching?
Clemente: When technology works well, it makes my job as a classroom teacher easier. I am able to easily share material, provide visually appealing interactive slides and engage with my students using hands-on learning activities that build their technical skills. As a technology trainer, I use technology to demonstrate how teaching can come to life, creating engaging lessons that have a positive impact on student learning.
Ganger: It frees up time typically spent lecturing in front of the room, allowing more one-on-one interaction with students. It provides immediate feedback and allows for easy differentiation of material. Being able to reach all types of learning styles with interactive boards and software is a game-changer.
Powell: The technology that works well in my room has changed how my students access information and made learning more flexible for all of them. One thing I like to say in my room is that technology can help us learn new skills and ways of thinking that will benefit us in the long run. Technology is always evolving, so it helps to have my students involved with me as I’m learning as well.
Tech
OpenAI forms “Frontier Alliances” with top consultancies
OpenAI is broadening how it helps large organizations put artificial intelligence into real use. The company announced a new initiative, Frontier Alliances, teaming up with four major consulting firms, Boston Consulting Group (BCG), McKinsey & Company, Accenture, and Capgemini, to help enterprises move beyond pilot AI projects and embed intelligent systems deeply into business workflows.
The announcement, published on OpenAI’s own website, lays out the reasoning behind the push: having powerful AI models isn’t the main bottleneck anymore.
Instead, companies need help designing the strategy, integrating the technology across systems and data, redesigning workflows, and managing organizational change so that AI can actually deliver value at scale.
Central to this effort is Frontier, OpenAI’s enterprise platform for building, deploying, and managing AI agents, systems that act like “AI coworkers,” performing tasks across software tools, extracting context from business data, and handling workflows end-to-end.
These agents are meant to go beyond simple chat or isolated automation, helping with customer support, sales processes, software development tasks, and more.
In its official press release, OpenAI described several key points about the Frontier Alliances:
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The program pairs OpenAI’s Forward Deployed Engineering (FDE) teams with consultants from BCG, McKinsey, Accenture, and Capgemini to help enterprise customers adopt AI reliably and at scale.
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Each consulting partner will build dedicated practice groups certified on OpenAI technology, combining technical expertise with deep industry and transformation experience.
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The alliances cover both strategy and operational execution; from planning AI adoption to integrating Frontier with core systems and training internal teams.
Leaders from each consulting firm feature prominently in the announcement, stressing that teams need more than just tools, they need governance, change management, and end-to-end support to embed AI into daily operations.
This marks a clear strategic shift for OpenAI. Earlier this year, the company introduced Frontier as a platform designed to give AI agents shared context and capabilities that go beyond isolated demos or narrow use cases.
But real world deployments require more than technology alone. Large enterprises often struggle with data silos, outdated systems, and the internal alignment needed to scale new technology.
The Frontier Alliances are meant to bridge that gap.
Reuters notes that this move brings OpenAI closer to traditional enterprise software players and differentiates its enterprise offering from simple model licensing by leaning into operational support and integration.
The consulting partners bring decades of experience in transformation and change management, helping customers make AI part of the everyday workflow rather than a one-off experiment.
OpenAI’s approach reflects broader industry trends. Enterprises have spent recent years experimenting with generative AI tools, but many have yet to turn early pilots into sustained production use.
By combining Frontier’s agent platform with consultancy know-how, OpenAI hopes to accelerate adoption and deliver measurable business impact more quickly.
Competition in enterprise AI services remains intense.
Companies like Anthropic, Microsoft, and Google are also targeting corporate customers with their own AI platforms and partnerships.
For OpenAI, the Frontier Alliances are a way to leverage trusted business networks and implementation experience, giving its platform a stronger path into large-scale deployment.
Tech
AI for Cybersecurity: Promise, Practice, and Pitfalls
AI is revolutionizing the cybersecurity landscape. From accelerating threat detection to enabling real-time automated responses, artificial intelligence is reshaping how organizations defend against increasingly sophisticated attacks.But with these advancements come new and complex risks—AI systems themselves can be exploited, manipulated, or biased, creating fresh vulnerabilities.
In this session, we’ll explore how AI is being applied in real-world cybersecurity scenarios—from anomaly detection and behavioral analytics to predictive threat modeling. We’ll also confront the challenges that come with it, including adversarial AI, data bias, and the ethical dilemmas of autonomous decision-making.
Looking ahead, we’ll examine the future of intelligent cyber defense and what it takes to stay ahead of evolving threats. Join us to learn how to harness AI responsibly and effectively—balancing innovation with security, and automation with accountability.
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