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Large language models (LLMs) have long been considered useful tools in areas like data analysis, content generation, and code assistance.
However, a new study from Carnegie Mellon University, conducted in collaboration with Anthropic, has raised difficult questions about their role in cybersecurity.
The study showed that under the right conditions, LLMs can plan and carry out complex cyberattacks without human guidance, suggesting a shift from mere assistance to full autonomy in digital intrusion.
From puzzles to enterprise environmentsEarlier experiments with AI in cybersecurity were mostly limited to “capture-the-flag” scenarios, simplified challenges used for training.
The Carnegie Mellon team, led by PhD candidate Brian Singer, went further by giving LLMs structured guidance and integrating them into a hierarchy of agents.
With these settings, they were able to test the models in more realistic network setups.
In one case, they recreated the same conditions that led to the 2017 Equifax breach, including the vulnerabilities and layout documented in official reports.
The AI not only planned the attack but also deployed malware and extracted data, all without direct human commands.
What makes this research striking is how little raw coding the LLM had to perform. Traditional approaches often fail because models struggle to execute shell commands or parse detailed logs.
Instead, this system relied on a higher-level structure where the LLM acted as a planner while delegating lower-level actions to sub-agents.
This abstraction gave the AI enough context to “understand” and adapt to its environment.
Although these results were achieved in a controlled lab setting, they raise questions about how far this autonomy could go.
The risks here are not just hypothetical. If LLMs can carry out network breaches on their own, then malicious actors could potentially use them to scale attacks far beyond what’s feasible with human teams.
Even tools such as endpoint protection and the best antivirus software may be tested by such adaptive and responsive agents.
Nevertheless, there are potential benefits to this capability. An LLM capable of mimicking realistic attacks might be used to improve system testing and expose flaws that would otherwise go unnoticed.
“It only works under specific conditions, and we do not have something that could just autonomously attack the internet… But it’s a critical first step,” said Singer in explaining that this work remains a prototype.
Still, the ability of an AI to replicate a major breach with minimal input should not be dismissed.
Follow-up research is now exploring how these same techniques can be applied in defense, potentially even enabling AI agents to detect or block attacks in real-time.
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(Image credit: Eyad Baba)
LG has released its latest 5K monitor as it looks to encourage the hardware into territory once reserved for niche creative professionals.
The LG 40U990A-W UltraFine 40-inch monitor features a 39.7-inch curved ultrawide screen with a 5120 x 2160 resolution, and it is the world’s first display to support Thunderbolt 5 connectivity.
It arrives with a steep price of approximately $2,246, raising questions about how much functionality users genuinely need and what justifies the cost.
Targeting creative precision with premium display specsThe UltraFine Nano IPS Black panel boasts a 2000:1 contrast ratio, which doubles that of traditional IPS monitors.
Combined with 99% DCI-P3 coverage and VESA DisplayHDR 600 certification, LG is targeting professionals in video production and photo editing, where color fidelity and shadow detail matter.
Its wide 21:9 aspect ratio and 2500R curvature add a layer of immersion that some professionals may appreciate, making the 40U990A-W a capable business monitor.
For those who rely on pixel accuracy, this monitor could appeal as the best monitor for video editing, although its impact will depend on how well these specifications translate into real-world consistency and performance.
From a hardware perspective, the presence of Thunderbolt 5 brings speed improvements for data transfer up to 120 Gbps and enables up to 96W of laptop charging.
The port also supports daisy chaining of 5K2K monitors, allowing complex, multi-display setups without clutter.
While this might suggest future-forward convenience, the real-world benefits of Thunderbolt 5 remain largely untested at scale.
Early buyers of this device may encounter compatibility issues or diminishing returns compared to more mature standards.
This 5K monitor also features a 3-sided narrow bezel, with adjustable height, swivel, and tilt options that are now standard on premium displays.
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