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The Growth of Vulnerability Management: The Rise of Agentic AI Pentesting

Linux Journal
1 week 2 days ago
by Malana VanTyler

Cybersecurity shifts fast. Manual penetration tests remain valuable, especially for nuanced attack paths and business-logic issues, but they are expensive, point-in-time, and difficult to run continuously. By the time a report is delivered, the environment may have already changed. Automated scanners improved coverage and frequency, but most still rely on known signatures, templated checks, and shallow validation. They can find obvious issues, but they rarely match the adaptive reasoning, chaining, and persistence of a skilled attacker.Platforms like XBOW help security teams move toward continuous validation by running AI-driven tests that mimic large-scale human attackers. This shift moves the focus from periodic assessment and reactive patching toward ongoing exposure management and earlier prevention.

From Automation to Agency

To appreciate the value of these modern platforms, it’s important to separate traditional automation from what is called “agentic” AI. Earlier AI pentesting tools mostly worked like advanced “if-then” systems, running preset scripts and looking for known patterns. While useful to automate some tasks pentesters perform, these tools lack the ability to pivot.

If a standard tool hits a non-standard login portal, it generally stops. An agent platform, however, can identify and adapt to the obstacle, reason through potential bypasses, and attempt alternative tactics.

This core differentiator is the “agent,” a specialized model capable of goal-oriented planning. These platforms employ real-time attack path analysis tools. They identify a low-severity vulnerability and assess whether it could be exploited to gain access

to a high-value asset. This approach imitates how an advanced attacker moves laterally within a system. The result is a clearer and more realistic view of the organization’s real risk compared to just listing bugs in a spreadsheet without context.

Comparing Methodologies: Strategy and Execution

When comparing platforms in this area, the industry is shifting focus from just ticking off features to demonstrating how effectively those features can be used. Modern platforms, including XBOW, focus on high-fidelity testing that avoids disrupting production environments while still proving that a vulnerability is reachable.

Three main architectural approaches have emerged as standouts:

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Malana VanTyler

Tim Cook Says Apple Price Increases Are 'Unavoidable' Due To Memory Costs

Slashdot
1 week 2 days ago
An anonymous reader quotes a report from MacRumors: Apple is raising its prices to offset the high cost of memory and storage, CEO Tim Cook told The Wall Street Journal. Apple is no longer able to absorb the increased prices and will need to pass some of the cost on to consumers. "Unfortunately, price increases are unavoidable," said Cook. "We're doing our best to mitigate the huge increases that are being passed to us, and we've been trying to shield our customers from the increases, but the situation has become unsustainable." Growing demand for memory and storage chips from AI companies has led to chip shortages and higher costs. The Wall Street Journal suggests Apple will need to increase device costs "substantially" to maintain its current profit margins given the cost of memory chips and SSDs. Research firm TechInsights claims Apple will need to make the iPhone 18 Pro around $270 more expensive to keep its existing profit margin. Apple is struggling more with memory chips, but storage chips are also an issue. "There's less supply at a time when consumers want devices and the memory guys are passing along huge price increases," Cook told The Wall Street Journal. Cook said Apple will use its cash to increase memory supply, but he did not give details on what that means. Apple does not plan to create its own memory and storage factories. "We can't do everything," Cook said. "We know what we're good at." Cook likened the memory shortages to a hundred-year flood. "I've never seen anything like it in any area in over 40 years," he said. Further reading: Smartphone Market To Shrink 15% This Year Due To Memory Crisis

Read more of this story at Slashdot.

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