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What Attackers Hope You Miss and How AI Is Making It Worse

In Episode 363 of The 443 Podcast, Corey Nachreiner speaks with Kristen Yang, Cybersecurity Analyst & Investigations Lead, about the threats security teams should be paying closest attention to right now. The conversation reinforces an uncomfortable truth for defenders: many successful attacks still begin with ordinary security gaps, even as AI is making it easier for more attackers to move faster and operate with greater sophistication. 

That combination should concern every security team. 

For all the attention given to advanced exploits and elite adversaries, many breaches still start with familiar weaknesses: exposed services, weak credentials, incomplete visibility, legacy systems, and assets that fall outside normal monitoring. Attackers do not always need an original technique. In many cases, they simply need a door that should have been closed already. 

The real problem is not always missing tools. It is uneven defense. 

One of the clearest themes in the discussion is that organizations often invest in the right security controls but fail to apply them consistently. One overlooked server, one unmanaged endpoint, one exposed internet-facing asset, or one poorly monitored device can create the conditions for a serious incident. 

That is what makes modern defense so fragile. 

Security is rarely broken everywhere. It is broken in the place that matters most. 

An organization may have strong protection across most of its environment, but attackers do not need most of the environment to be vulnerable. They need one weak point that gives them a foothold, enables lateral movement, or lets them remain unnoticed long enough to do real damage. 

Defenders who understand offense are better prepared to spot trouble 

Kristen’s background helps explain why this matters. She describes moving from SOC analyst work into offensive security training and red team exercises to better understand how attackers get in and what traces they leave behind. That perspective now informs her work leading investigations and helping direct the response during major incidents. 

That is an important advantage. 

Strong investigations are not just about collecting alerts. They are about interpreting attacker behavior. Teams that understand offensive tradecraft are often better positioned to distinguish between normal activity, suspicious behavior, and the early stages of a real compromise. In practice, that can be the difference between dismissing a signal as noise and catching an attack before it escalates. 

Living off the land is still one of the biggest defensive challenges 

When the discussion turns to defense evasion, one tactic stands out: living off the land

It remains one of the most practical problems defenders face because it relies on legitimate system tools that administrators already use. PowerShell is the classic example. Certutil is another. Rather than dropping obviously malicious binaries into an environment, attackers use native tools to execute commands, download content, or move through systems in ways that can appear routine at first glance. 

That creates a deeper challenge than simple malware detection. 

A suspicious PowerShell command on its own may not look extraordinary. The same activity combined with unusual authentication behavior, credential misuse, or unexpected network connections tells a very different story. That is why context matters as much as visibility. Modern defense depends on the ability to correlate signals, not just collect them. 

AI is doing more than accelerating attackers. It is expanding who can attack effectively. 

The conversation also touches on one of the most important realities in cybersecurity right now: defenders need to understand how AI and large language models work, how organizations are using them, and what new risks they introduce. 

That is not theoretical anymore. 

AI is not only making attackers more efficient. It is lowering the skill threshold required to carry out more convincing, scalable, and adaptive attacks. Tasks that once demanded stronger technical expertise can now be accelerated or partially automated, giving less capable actors access to more advanced workflows. 

Just as important, AI systems are becoming attack surfaces themselves. As organizations embed AI into products, workflows, and decision-making, they introduce new trust relationships and new opportunities for abuse. Issues like prompt injection are only one part of the problem. The larger concern is that manipulated AI outputs can influence users, trigger downstream actions, or introduce risk into systems that were never designed with these failure modes in mind. 

That changes the security equation. Defenders are no longer only protecting people, endpoints, identities, and applications. They are increasingly being asked to secure AI-enabled workflows that can be manipulated, abused, or turned into indirect pathways for malicious activity. 

The value of the SOC is not visibility alone. It is judgment. 

Kristen also describes her role in guiding investigations, leading response efforts during major incidents, and researching emerging threats to improve detections, alerting structures, threat profiles, and tabletop exercises for the SOC team. 

That is a useful reminder of what mature security operations should actually deliver. 

A SOC is not valuable simply because it can see more data. It becomes valuable when it can translate visibility into sound investigative judgment and practical response. Threat research, stronger detections, improved alerting logic, and realistic preparedness exercises all help narrow the gap between seeing activity and understanding what it means. 

That is the difference between noisy monitoring and effective security operations. 

The fundamentals still matter because attackers still benefit when they fail 

For all the focus on AI, red teaming, and evolving tradecraft, the broader lesson remains grounded in fundamentals. Attackers continue to succeed because environments are inconsistent, visibility is incomplete, and preventable exposure remains common. 

That is why organizations cannot afford to treat core security practices as solved problems. Asset visibility, strong authentication, disciplined patching, tighter administrative controls, and scrutiny of internet-facing systems remain some of the most important defenses available, not because they are new, but because attackers still benefit when they are missing. 

The threat landscape may be evolving quickly, but the conditions that allow attacks to succeed are often frustratingly familiar. 

What security teams should take from this 

Episode 363 is a reminder that cybersecurity is not a choice between focusing on fundamentals and preparing for what comes next. Defenders need both. 

They need to close the ordinary gaps attackers still exploit every day. They also need to understand how tradecraft is evolving, how defense evasion continues to mature, and how AI is reshaping both attacker capability and enterprise risk. 

The organizations best positioned to respond will be the ones that stay disciplined on the basics while building a sharper understanding of how modern attacks actually unfold. 

Because right now, attackers do not need a perfect opportunity. 

They just need the one weakness no one thought would matter.