Jason Haddix: Stop fearing AI pentesting
Jason Haddix on why manual pentesting can't keep up, what disappears first, and why human methodology is what makes AI pentesting work Category: Guides & Best Practices
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Data access: the hidden cost of security vendor lock-in
Your security data is the most important asset in your SOC. Not the dashboards, not the detections, not the AI features on the roadmap slide. The data. And most vendors make you pay, wait, or license your way to getting it back out. Every investigation your analysts run, every model you train, every agent you deploy is only as good as the telemetry underneath it. So here is the question I want you to ask every vendor in your stack: if I want my data, right now, what does that take?Most vendors…
The dark figure of supply chain detection
String-based rules only catch malware that's already been seen. Behavioral detection is how you find the supply chain attacks. Category: News
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AI Is Accelerating Vulnerability Discovery. Can Defenders Keep Up?
AI is accelerating vulnerability discovery, putting pressure on systems built to enrich, prioritize, and remediate flaws at a slower pace. Action1 explains why defenders increasingly need to correlate multiple intelligence sources and turn vulnerability data into faster remediation. [...]
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“Sorry, I can’t help with that”: How your guardrails might become the attacker’s best friend
Welcome to this week’s edition of the Threat Source newsletter. Hello, everyone. Long time reader, first time writer here at the Threat Source newsletter! I wanted to start out by introducing myself. My colleague and friend Mick Baccio set the bar pretty high last week, so I was planning to tell you all about myself, including: How I did my first real IR under the influence of The Cuckoo’s Egg while an undergraduate (and failed) My pre-bug bounty flirtation with vulnerability research,…
Cisco US
Africa’s Cybersecurity Challenge Is Bigger Than Access to Technology
Gopan Sivasankaran is Rapid7's Regional Director, Middle East & Africa.Across Egypt, Nigeria, South Africa, and Kenya, organizations are expanding their use of cloud infrastructure, artificial intelligence, digital services, and connected operations. But more technology does not automatically create stronger security operations; many security teams are not short on data, but rather on time, context, and specialist capacity.As environments expand, the challenge is no longer finding another…
Rapid7 US
Curiouser and Curiouser
Welcome to this week’s edition of the Threat Source newsletter. “Experiment is the mother of knowledge.” ― Madeleine L'Engle, A Wrinkle in Time“Don't slide down the rabbit hole. The way down is a breeze, but climbing back's a battle.” ― Kate Morton, The Clockmaker's Daughter Hacker Summer Camp has come and gone, which means it’s time for you to start planning next year’s trip. I’m surely going to recap Camp Season, right? Nope.One of the things that I’ve really enjoyed lately is a segment on…
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Why metaphor may dictate your security strategy
Welcome to this week’s edition of the Threat Source newsletter. Metaphor is a powerful tool for understanding emerging issues in cybersecurity. Framing the unfamiliar in terms of the well understood helps us remove the burden of extraneous detail to draw focus to the real issues. Recent reports of offensive AI agents "escaping" their sandbox environments to attack external systems have forced the industry into a moment of rapid sense-making. How we interpret this event doesn’t just reflect our…
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Huntress hits an inflection point
CEO Kyle Hanslovan outlines how Huntress is evolving its research-led strategy, adopting AI with human oversight, and expanding its partner network to protect businesses against rapid, automated cyberattacks.
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$250M ARR Was Never the Goal. It Came From Staying True to Our Mission.
Hitting $250M ARR is a milestone, but it wasn't the goal. CEO Kyle Hanslovan reflects on Huntress' mission to protect the 99% and why staying true to it remains his top priority."
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Enhanced Detection Engineering at Scale in the Agentic Era
Check out GreyNoise's new Head of Adversary Engagement, Mark Mager, on why traditional detection engineering can't keep pace with CVE growth — and the agentic pipeline replacing it.
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Better security starts with better questions
As organizations move beyond AI experimentation, success will depend on how effectively they combine intelligence and trust. The same systems that amplify knowledge, accelerate decisions, and unlock new outcomes must also protect data, govern AI, and build resilience. In this next phase of transformation, security is not separate from innovation—it is an enabler that helps make responsible innovation possible at a faster pace. That starts with asking better questions—the kind that help…
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Begun, the Patch Wars have
Welcome to this week’s edition of the Threat Source newsletter. We all knew, to some degree or another, that this summer was going to a hot mess. I don’t mean FIFA drama or record setting heat waves. I mean the slow but steady momentum that AI frontier models were accruing for vulnerability research. If you were like me, and guesstimating exactly when that shoe would drop, my money was on the middle of summer. And... well, friends, I hate to say it, but I was right. This July’s Patch Tuesday is…
Microsoft US
Gartner Security Summit 2026: Huntress 5 Key Takeaways
Resilience, identity, and practical AI led the conversation at Gartner Security & Risk Management Summit 2026. Here are five key takeaways security leaders should act on.
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Is Fraud Distorting Your iGaming Growth Numbers?
A candid conversation on fraud disguised as iGaming growth with Sarah Psaila, Head of Gaming at Group-IB.
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Supporting the National Cyber Strategy: How TrendAI™ Helps
A deeper look at the first three pillars and outlining how our capabilities directly support government agencies working to bring this strategy to life.
Your UEBA is lying to you: Why entity record quality decides everything
There's an uncomfortable truth in security analytics that nobody talks about at conferences: The quality of your detections, alerts, and investigations is only as good as the entity records that represent the users, hosts, and services in your environment. Not the machine learning models. Not the anomaly detection algorithms. Not the risk scoring engine. The entities: the foundations to teach your system about the data and protect it. Get the entities wrong, and everything downstream is…
Elastic US
Seven Signals Cyber Experts Agreed on at FIRST Paris 2026
Group-IB hosted the FIRST Technical Colloquium in Paris, where cybersecurity experts challenged assumptions around modern cyber defense. FIRST Chair Olivier Caleff opened and moderated the event.
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How SMBs use threat research and MDR to build a defensive edge
We speak to Director of ESET Threat Research Jean-Ian Boutin about where solutions that blend advanced technology with human expertise provide the most practical value for businesses
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