Researchers at Zimperium’s zLabs have analyzed an Android Trojan that uses an automated, multi-stage infection process. What’s new is that RatHat gives a live AI assistant the keys to the accessibility tree of the infected device and uses it to determine where to tap or scroll, rather than following a hardcoded script. The variable attack path makes it harder for signature- and rule-based mobile security tools to detect this Trojan. It also abuses Android Debug Bridge (ADB), a legitimate tool…
Amid discussions about slowing down AI development, the Telegraph ran the headline: “OpenAI sounds alarm after bot tries to break free from human control.” That headline is slightly misleading, in my opinion. The Telegraph headline overstates what happened, although the underlying behavior is still genuinely concerning. The article reports that OpenAI has disclosed rare but troubling cases in which an unreleased model generated its own instructions that appeared to reject developer control.…
Den här veckan innehåller CERT-SE:s veckobrev bland annat information om att NCSC och AI Sweden med flera bjuder in till seminarium den 22 oktober på temat “Modern sårbarhetshantering i en AI-driven hotmiljö”. Läs mer om detta nedan.
Key Takeaways Periodic audits provide a point-in-time assessment, but they cannot demonstrate whether controls remain effective between audit cycles. Qualys platform data shows 10.5 billion configuration findings across customer environments but only 1.6% represent meaningful exposure and under 1% are prioritized, business-critical findings. Verizon’s 2026 DBIR found the median time to resolve weak passwords and misconfigured permissions is about 8 months. Across 1 billion misconfiguration…
The best on-prem AI pentesting tools of 2026 for regulated teams, compared on air-gap support, whitebox depth, and application coverage Category: DevSec Tools & Comparisons
AI has already made fundamental changes to the operating environment for cybersecurity. Cyberattackers are testing more paths, adapting their techniques, and moving across digital environments with greater speed and persistence. The weaknesses they exploit remain familiar: excessive permissions, unprotected authentication flows, unpatched systems, exposed execution paths, and gaps between controls. What has changed is how quickly these weaknesses can combine into attack paths that cross…
Every benchmark tells a story. The most valuable ones tell us where to improve next. For five consecutive quarters Microsoft has published email security benchmarking reports to provide greater transparency into real-world protection outcomes. The results have shown strong Microsoft Defender performance across pre-delivery and post-delivery scenarios, while revealing where threats and defenses continue to evolve. This quarter’s benchmark examines how continuous measurement informs protection…
AI is making credential theft faster and easier to scale, giving attackers more opportunities to abuse valid identities. Specops explains why identity security must go beyond successful authentication by verifying that both the user and the device requesting access can be trusted. [...]
The best Qodo alternatives for AI code review in 2026, compared across noise, security, and cost, so you can pick the tool that fits your team. Category: DevSec Tools & Comparisons
Antivirus renewal scams often begin with a message claiming that your subscription has automatically renewed. When you follow the instructions to cancel it, you are taken to a fake page designed to collect your contact details. The renewal charge never existed. Receiving a message that names the antivirus software you use does not necessarily mean the sender has access to your device or account. Scammers impersonate popular brands and send the same message to large numbers of people, knowing…
Executive Summary Microsoft’s September 2026 security updates, KB5124008 and KB5124012, have been linked to USB audio failures on some Windows systems, highlighting the operational risk that can accompany security patching. Qualys TruRisk Eliminate classified both updates as Low Reliability, signaling the need for additional validation before production deployment. Patch Reliability helps IT and security teams focus on deeper testing where needed while allowing high-confidence patches to move…
The tech journalists at 404 Media learned that OpenAI is hiring hundreds of contractors to read and review a massive stream of real users’ ChatGPT prompts and responses. “Project Lily” is reportedly a program that asks contractors to score or critique ChatGPT’s answers to improve the chatbot’s quality and behavior. The fact that prompts may sometimes be reviewed by humans should not come as a complete surprise. AI companies also monitor conversations for safety reasons. Anthropic, for example,…
AI is shrinking the time between vulnerability disclosure and exploitation, leaving defenders less time to wait for patches or public exploits. Picus Security explains how exploitability validation, security control testing, and autonomous pentesting can help teams close exposure gaps before attackers arrive. [...]
Learn why Tenable treats agentic LLMs as untrusted insiders, and how we’ve made sure you can control and monitor the AI agents making changes in your production security environmentKey takeawaysAI models can quickly understand data, but not your business. While modern AI models are great at reasoning, they don’t automatically understand your unique environment or who is allowed to do what. The “harness” is the custom-built layer that translates AI intelligence into safe, controlled actions…
The Wall Street Journal reports that concerns are rising inside AI labs that competition is pushing tech companies to race toward self-improving models that could spiral out of human control. Jacob Coxon, an AI researcher who has worked at Anthropic and OpenAI, said: “The people building AI earnestly believe that it could kill us all by the end of the decade.” Evan Hubinger, Anthropic’s Alignment Science lead, who also worked at OpenAI, responded in a post on X: “We really do earnestly believe…
Open-source registries for AI agents are only effective when they include a rigorous, transparent security review process for community submissions. That’s why for its new CyberAgents Exchange registry, Tenable paired its exposure management expertise with OpenAI GPT Cyber models to create the CyberAgents Exchange AI Inspector.Key takeawaysThe Exchange Inspector combines Tenable’s exposure detection with OpenAI’s GPT Cyber models and with human oversight to rigorously vet submissions made to…
The shift from AI-assisted tooling to agentic, AI-native security operations is no longer theoretical. It is entering production at scale, and 2026 represents the practical inflection point for enterprise SOCs. Agent frameworks are stabilizing, defenses against agent-specific attacks are maturing, and executive stakeholders increasingly demand AI-driven outcomes that are transparent, explainable, and auditable.[1]Nearly two-thirds of organizations are already experimenting with AI agents, yet…
Tenable is bringing Anthropic’s Claude Mythos 5 into our enterprise security offerings. Adding frontier adversarial reasoning to the Tenable One Exposure Management Platform will help customers better anticipate how attackers could breach their environments and stay ahead of AI-fueled risk. Tenable One Adversary View, the first innovation planned from this work, will debut in the coming weeks.Key takeawaysClaude Mythos 5 is coming to Tenable One. In addition to using Claude Mythos 5 for…
The new Huntress AI SIEM search feature lets you find answers in plain English, with no query language fluency required. Ask questions, get results, and skip the syntax.
Fileless execution on Linux has moved from niche tradecraft into real-world intrusion chains. By executing payloads from memory or anonymous file descriptors, attackers can reduce on-disk artifacts and weaken controls that rely heavily on file inspection.In our own analysis of VoidLink, we observed how fileless execution can be paired with a rootkit. The loader scans for processes running from memfd and passes their PIDs to the rootkit, allowing an already running fileless implant to be hidden…
Otvorene su prijave na 7. izdanje Hacknite – CTF natjecanja za srednje škole! Ovogodišnje natjecanje donosi nova pravila vezana uz prijavu i korištenje tehnologija umjetne inteligencije. Prilikom prijave timova u obrazac je potrebno upisati @skole.hr adrese prijavitelja i natjecatelja! Tijekom natjecanja je ograničeno korištenje AI alata, a detaljnu uputu što se smije, a što ne pronaći ćete u Pravilima na dnu stranice. Natjecanje u obliku CTF-a (Capture the Flag) namijenjeno je srednjoškolskim…
Today we’re announcing an expanded integration between GreyNoise and the CrowdStrike Falcon® platform, with new content for CrowdStrike Falcon® Next-Gen SIEM and CrowdStrike Charlotte Agentic SOAR. The expanded integration includes a purpose-built Falcon Next-Gen SIEM dashboard, correlation rules that detect allowed inbound traffic from malicious infrastructure, and SOAR playbooks that bring GreyNoise threat context into automated response workflows. Install the GreyNoise Foundry App to get…
Discover how Tenable’s shift to an AI-driven exposure management program helped Tenable’s CSO, Robert Huber, overcome tool sprawl, unify data silos, mitigate the risk of rapid AI adoption, and shift from presenting granular, technical metrics to communicating business risk that the C-suite and the board can understand.Key takeawaysSecurity tool sprawl and data silos make it difficult for CISOs to holistically and accurately assess their organizations’ cyber risk.An exposure management program…
A phase-by-phase detection mapping of the first publicly documented autonomous agent intrusion against production infrastructure — including the phases where no product in our category sees anything at all. Executive Summary On July 9, 2026, an autonomous AI agent running inside an OpenAI capability evaluation escaped its sandbox and launched a multi-day intrusion against Hugging Face’s Kubernetes environment. Across roughly 17,600 actions, it moved from third-party infrastructure into the…
Aikido Security has achieved ISO 42001 certification, the global standard for AI governance, covering AI pentesting, Code Security Audit, and Deep PR Review. Category: Compliance
Aikido's agents pentest your Android app and its backend in a single whitebox assessment. You get reproducible findings, AutoFix, and retests for every issue. Category: Product & Company Updates
AI verdict correctness in our security operations center (SOC) is 92%, up from 60%, but we didn't switch models to get there. What we changed is the context the agents get before they decide anything, including the detection rule's investigation guide and user risk data from Workday, along with the closure reasons from 30 days of past cases on that same rule. This post covers how the agentic SOC pipeline is built in Elastic Workflows and Elastic Agent Builder, down to the prompts and the…
AI verdict correctness in our security operations center (SOC) is 92%, up from 60%, but we didn't switch models to get there. What we changed is the context the agents get before they decide anything, including the detection rule's investigation guide and user risk data from Workday, along with the closure reasons from 30 days of past cases on that same rule. This post covers how the agentic SOC pipeline is built in Elastic Workflows and Elastic Agent Builder, down to the prompts and the…
Aikido AI Code Audit found 8 more vulnerabilities than Claude Security with Mythos at less than half the cost. How harness design drives coverage per dollar. Category: News
Something shifted in security operations over the last two years: AI stopped being a pilot program and became the plan.And if you survey 500 security professionals on whether that's going well – as Omdia did, commissioned by Rapid7 – you get a remarkable level of consensus: 97% report positive outcomes, 98% say AI reduces alert fatigue, and 95% say it's helping address staffing shortages.Those numbers are high enough that the story could stop there; AI is working, everyone agrees. Move on. But…
We gave hundreds of developers an AI agent that can run shell commands, edit files, and call Model Context Protocol (MCP) servers on their laptops, then realized we had no record of what it actually did. So we built one. One 280-line dependency-free bash script, fired by Cursor's hooks, records every tool call as JSONL, and the Elastic Agent already on each endpoint ships it to Elasticsearch. Since the May rollout we have logged over 13 million tool-call events from more than 1,100 machines. A…
We gave hundreds of developers an AI agent that can run shell commands, edit files, and call Model Context Protocol (MCP) servers on their laptops, then realized we had no record of what it actually did. So we built one. One 280-line dependency-free bash script, fired by Cursor's hooks, records every tool call as JSONL, and the Elastic Agent already on each endpoint ships it to Elasticsearch. Since the May rollout we have logged over 13 million tool-call events from more than 1,100 machines. A…
Security teams are being asked to defend a growing attack surface with fewer people and around the clock, against threat actors who never take a night off. As cyberattackers increasingly use AI to launch and scale campaigns, the volume, speed, and sophistication of threats continue to rise. Closing that gap takes more than tooling. It takes a partner that pairs a leading security platform with scaled intelligence and human experts who can act on your behalf at any hour. That’s exactly what…
Key Takeaways Human-speed compliance is dead. Attackers utilizing modern, autonomous AI tools can chain enterprise misconfigurations and weaponize vulnerabilities in under 25 minutes, rendering manual, periodic audit cycles completely obsolete. The “Configuration Gap” is your biggest blind spot. Organizations take an average of 14 months to remediate basic identity, access control, and logging flaws, leaving a massive, open window of exposure for automated exploitation. Hyper-prioritization is…
Access your Huntress data easily with the Huntress MCP Server, connecting your AI assistant directly to your incidents, agents, billing, and more. No portal required.
Agentic AI armed attackers first, but it also put real building power in defenders’ hands. Here’s what security practitioners built in two days at Black Hat USA 2026, and how the CyberAgents Exchange keeps that work compounding long after the event.Key takeawaysBuilding defensive cybersecurity tooling no longer requires a developer. Agentic tooling drove the cost of finding and exploiting a vulnerability down to 1990s levels; it also removed the engineering barrier that kept defenders from…
As organizations adopt AI, they must secure both cloud and AI environments through a unified security control plane as their attack surface expands. Because modern applications and AI workloads are built and run in the cloud, security teams must understand which exposures matter most, prioritize what can truly be exploited, and reduce risk across cloud infrastructure, applications, identities, data, and AI systems in one place. Modern IT estates now span multiple clouds and on-premises systems,…
Discover how Tenable Hexa AI closes the gap between exposure management and endpoint patching using intent-driven routines, smart guardrails, and human approval.Key takeawaysThe problem: A slow handoff between security workflows creates a days-long remediation gap. The solution: Tenable Hexa AI bridges this gap using intent-driven Routines that automate scoping, deployment, and verification across integrated platforms like Jamf. Safety and control: Autonomy is governed by the harness built into…
Continuous AI pentesting for teams that can't use the cloud. The Aikido Machine keeps models, code, and results entirely inside your network. Category: Product & Company Updates
An agentic SOC is only as good as the model driving it. The moment you let an LLM triage an alert, hunt across your telemetry, or author a detection rule, the question stops being "is this a smart model?" and becomes something much more specific: will it pick the right skill, call the right tool in the right order, and reach the right disposition without inventing a result it never actually checked? That is not a question a general-purpose leaderboard can answer. A model can top every public…
An agentic SOC is only as good as the model driving it. The moment you let an LLM triage an alert, hunt across your telemetry, or author a detection rule, the question stops being "is this a smart model?" and becomes something much more specific: will it pick the right skill, call the right tool in the right order, and reach the right disposition without inventing a result it never actually checked? That is not a question a general-purpose leaderboard can answer. A model can top every public…
The calculus of cybersecurity has changed. AI is reshaping how organizations build, deploy, operate, and defend digital systems. AI-powered development tools, agents, and autonomous workflows are accelerating innovation but they are also introducing new attack surfaces, new trust boundaries, and new security challenges. Microsoft has long helped organizations secure their digital estates using Zero Trust principles. That leadership was recently recognized by KuppingerCole analysts, which named…
Large language models (LLMs) made it trivially cheap to generate vulnerability reports. In the first half of 2026 alone, our HackerOne bug bounty program received over 1,390 reports, more than the full-year totals for 2024 and 2025 combined. Every one of them still requires human attention, so we decided to put agents against agents. If AI can generate reports at near-zero cost, AI should triage them at near-zero cost, too. The system we built agrees with human security engineers 85% of the…
Large language models (LLMs) made it trivially cheap to generate vulnerability reports. In the first half of 2026 alone, our HackerOne bug bounty program received over 1,390 reports, more than the full-year totals for 2024 and 2025 combined. Every one of them still requires human attention, so we decided to put agents against agents. If AI can generate reports at near-zero cost, AI should triage them at near-zero cost, too. The system we built agrees with human security engineers 85% of the…
Executive Summary In the Frontier AI era, the number of CISA-known exploited vulnerabilities has increased by 6.5x over the past four years, and time-to-exploitation has collapsed to -7 days. Traditional monthly patch cycles cannot keep up. Organizations need a new operating model that detects at AI speed, hyper-prioritizes truly exploitable exposures, and remediates immediately. TruRisk Eliminate delivers operational resiliency through the AI-Powered Patch Reliability Score, patchless…
Executive Summary Frontier AI has turned CVE weaponization timelines to hours, making scan-bound detection a growing compliance and breach-risk challenge. Agent Insta powers InstaScan to deliver scanless detection by transforming existing inventory, telemetry, and threat intelligence into validated exposure findings within minutes of disclosure. Operating 24/7, InstaScan enables AI-speed detection with 90%+ coverage across technologies representing 60–70% of enterprise vulnerability volume.…
Black Hat USA returns to Mandalay Bay in Las Vegas this August, bringing together security practitioners, researchers, and leaders from around the world. Rapid7 will be there in the Business Hall, with new capabilities, live demonstrations, expert-led sessions, and two days of activities at the Border Grill.This year, our focus is preemptive security: helping security teams anticipate credible risk, respond at machine speed, and maintain an accurate view of their security and compliance posture…
Hugging Face reconstructed more than 17,000 attacker events from a July 2026 intrusion driven by an autonomous artificial intelligence (AI) agent. The path was familiar: untrusted dataset content abused a processing worker (file disclosure, then code execution), credential harvest, then multi-cluster lateral movement. Production Elastic Defend behavior rules and Elastic Security detection (SIEM) rules already watch those types of behaviors. This post maps each stage to detections you can enable…
It's 9 a.m. Monday, the start of your shift. You begin the day like any other Monday: You open the queue, and the wall of alerts is already waiting. New alerts land between 9:05 and 9:10 a.m., while you close yesterday’s. You're already drowning, and you haven’t even had a chance to refill your coffee. You know that you won’t be able to get to things that really need prioritization. Threat hunting stays deferred, and detection engineering waits. Incident response practice never quite starts.…
Hugging Face reconstructed more than 17,000 attacker events from a July 2026 intrusion driven by an autonomous artificial intelligence (AI) agent. The path was familiar: untrusted dataset content abused a processing worker (file disclosure, then code execution), credential harvest, then multi-cluster lateral movement. Production Elastic Defend behavior rules and Elastic Security detection (SIEM) rules already watch those types of behaviors. This post maps each stage to detections you can enable…
It's 9 a.m. Monday, the start of your shift. You begin the day like any other Monday: You open the queue, and the wall of alerts is already waiting. New alerts land between 9:05 and 9:10 a.m., while you close yesterday’s. You're already drowning, and you haven’t even had a chance to refill your coffee. You know that you won’t be able to get to things that really need prioritization. Threat hunting stays deferred, and detection engineering waits. Incident response practice never quite starts.…