✨ No need to do from scratch. Deploy a Validated Containment Architecture built for your AI platform. →Deploy a Validated Containment Architecture for your AI platform. →A Validated Containment Architecture for your AI platform. →Validated Containment Architectures are here. →Contain Threats NowExplore✨
Aviatrix Threat Research Center
Cloud breaches are accelerating — across identities, workloads, supply chains, and cloud-native services. In the Containment Era, understanding how a breach unfolds is how you architect to stop it.
The Aviatrix Threat Research Center provides security teams with:
- A structured understanding of how breaches unfold — kill chain, ATT&CK techniques, CVEs, and IOCs in a consistent format.
- What attackers exploited, and which enforcement gaps let them move.
- Where workload-level controls would have broken the attack chain — including paths that posture tools and endpoint detection don't model.
Recent Breaches, Security Incidents & Vulnerabilities
AI-Powered Threat Analysis
Agentic AI that analyzes real-world attacks — across security incidents, breaches, and exploited vulnerabilities — to produce structured, actionable intelligence.
Displaying 241 to 252 of 5034
Emerging Ransomware Tactics: BitLocker and Office Printers in 2026
In mid-2026, two Latin American organizations experienced ransomware attacks where adversaries exploited misconfigured Remote Desktop Protocol (RDP) and Microsoft SQL Server (MSSQL) services to gain unauthorized access. The attackers utilized Microsoft's BitLocker to encrypt critical data and disseminated ransom notes via compromised office printers. The ransom demands were notably low, around $3,000, indicating a shift towards targeting smaller organizations with modest financial extortion. These incidents underscore the critical need for stringent security configurations and proactive monitoring to prevent such breaches. The use of built-in tools like BitLocker for malicious purposes highlights a growing trend where attackers leverage legitimate software to evade detection. Additionally, the exploitation of office printers as a communication channel for ransom demands reveals an innovative tactic in ransomware operations, emphasizing the importance of securing all network-connected devices.
1 week ago
Kill Chain
Unveiling Project CAV3RN: APT34's Covert Cyberespionage Tactics
In June 2026, Kaspersky's Threat Intelligence Reporting service detailed Project CAV3RN, a sophisticated modular cyberespionage framework targeting Israeli entities. Active since December 2025, the framework underwent a significant architectural shift in April 2026, transitioning from a three-component system to a controller-based architecture with a WebSocket-enabled C2 communication component and an extensible plugin system. Subsequently, a new .NET Native AOT communication module was identified, utilizing Outlook calendar events accessed via Microsoft Graph for command and control (C2) communications. This module also employs a DNS AAAA-based recovery mechanism to retrieve configuration settings if Microsoft Graph authentication fails. ([securelist.com](https://securelist.com/project-cav3rn-cyberespionage-framework-using-outlook-and-dns/120757/?utm_source=openai)) The emergence of Project CAV3RN underscores the evolving tactics of state-sponsored threat actors, particularly the Iranian-linked group APT34 (OilRig). Their innovative use of legitimate services like Microsoft Graph and DNS for covert communications highlights the need for organizations to enhance monitoring of cloud services and implement robust detection mechanisms to identify and mitigate such sophisticated threats.
1 week ago
Kill Chain
Critical AWS Kiro Vulnerability Allows Remote Code Execution via Hidden Web Content
In July 2026, a critical vulnerability was discovered in AWS's agentic coding IDE, Kiro. The flaw allowed hidden text on a web page to manipulate Kiro into rewriting its configuration file, leading to remote code execution on developers' machines without their approval. This security lapse was identified by Intezer in collaboration with Kodem Security. AWS has since patched the issue, though no CVE has been assigned. The vulnerability exploited Kiro's ability to autonomously modify its settings, bypassing the intended human approval process. By embedding malicious instructions in concealed text within web pages, attackers could deceive Kiro into executing arbitrary code, posing significant risks to developers and their environments. This incident underscores the growing challenges in securing AI-driven development tools. As these tools become more integrated into software development workflows, ensuring robust security measures and maintaining human oversight are paramount to prevent similar vulnerabilities.
1 week ago
Kill Chain
Introducing Google's Gemini 3.5 Flash Cyber: Revolutionizing Vulnerability Detection
On July 21, 2026, Google's DeepMind announced the release of Gemini 3.5 Flash Cyber, an AI model designed to rapidly identify, validate, and patch software vulnerabilities. Built upon the 3.5 Flash architecture, this specialized model is tailored for cybersecurity applications, offering a cost-effective and efficient alternative to larger models. Initially, Gemini 3.5 Flash Cyber will be available exclusively to governments and trusted partners through CodeMender, an AI-powered agent for vulnerability discovery and patching. In evaluations, the model demonstrated superior performance, uncovering more unique vulnerabilities compared to its predecessors and other models, including Anthropic's Claude Opus 4.6. For instance, when tested on the V8 JavaScript Engine, Gemini 3.5 Flash Cyber identified 55 unique confirmed issues, surpassing the 47 found by Gemini 3.5 Flash and the 36 by Opus 4.6. This advancement underscores Google's commitment to enhancing software security through AI-driven solutions. ([deepmind.google](https://deepmind.google/blog/introducing-gemini-3-5-flash-cyber/?utm_source=openai)) The introduction of Gemini 3.5 Flash Cyber is particularly relevant in the current cybersecurity landscape, where the rapid identification and remediation of vulnerabilities are critical. As AI models become more adept at discovering security flaws, tools like Gemini 3.5 Flash Cyber provide defenders with a proactive means to address potential threats before they can be exploited. This development reflects a broader trend towards integrating AI into cybersecurity practices to bolster defenses against increasingly sophisticated attacks. ([deepmind.google](https://deepmind.google/blog/introducing-gemini-3-5-flash-cyber/?utm_source=openai))
1 week ago
Kill Chain
Apple's Hide My Email Vulnerability: A Year-Long Privacy Breach
In July 2026, a significant vulnerability was discovered in Apple's 'Hide My Email' feature, which is designed to protect users' real email addresses by generating random aliases. Security researcher Tyler Murphy identified that this flaw allowed attackers to unmask users' actual email addresses, thereby compromising their privacy. Despite being reported to Apple in June 2025, the issue remained unresolved for over a year, with Apple deploying a fix only on July 3, 2026. This delay has raised concerns about the effectiveness of Apple's privacy safeguards and its responsiveness to security vulnerabilities. The incident underscores the critical importance of timely vulnerability management and transparent communication in maintaining user trust. It also highlights the need for organizations to regularly audit and test their privacy features to ensure they function as intended, especially when user data protection is a key selling point.
1 week ago
Kill Chain
Hacker 'Trim' Transforms AI Jailbreaks into Offensive Cyber Tool
In March 2026, a Russian-speaking hacker known as "Trim" began publishing detailed guides on jailbreaking publicly available large language models (LLMs) to bypass their safety filters. By July 2026, Trim had developed and commercially launched "AI Pentest Checker," an AI-powered penetration-testing platform that integrates these jailbroken models with offensive security tools. This platform automates reconnaissance, vulnerability validation, exploitation reporting, and generates comprehensive reports, effectively weaponizing AI models for cybercriminal activities. This incident underscores the evolving threat landscape where cybercriminals are increasingly leveraging AI technologies to enhance their attack capabilities. The rapid development and commercialization of such tools highlight the urgent need for organizations to reassess their security postures and implement robust defenses against AI-driven threats.
1 week ago
Kill Chain
WP2Shell: Unauthenticated RCE Threatens Millions of WordPress Sites
In July 2026, two critical vulnerabilities in WordPress Core, identified as CVE-2026-60137 and CVE-2026-63030, were disclosed. When exploited together, these flaws, collectively termed 'WP2Shell,' allow unauthenticated remote code execution on default WordPress installations. CVE-2026-60137 is an SQL injection vulnerability in the 'author__not_in' parameter of WP_Query, while CVE-2026-63030 is a REST API batch-route confusion issue. Attackers have rapidly developed and disseminated proof-of-concept exploits, leading to widespread exploitation attempts against millions of WordPress sites worldwide. Organizations are urged to update to the latest WordPress versions immediately to mitigate this threat. ([vulncheck.com](https://www.vulncheck.com/blog/wp2shell?utm_source=openai)) The rapid exploitation of WP2Shell underscores the increasing sophistication and speed of threat actors in leveraging newly disclosed vulnerabilities. This incident highlights the critical importance of timely patching and proactive security measures to protect web assets from emerging threats.
1 week ago
Kill Chain
Ivanti's AI-Driven Discovery of CVE-2026-10520
In June 2026, Ivanti disclosed CVE-2026-10520, a critical OS command injection vulnerability in its Sentry mobile gateway product, allowing remote unauthenticated attackers to execute code with root privileges. Notably, this flaw was identified by Ivanti's deployment of large language models (LLMs) within their engineering and security teams, marking a significant advancement in automated vulnerability detection. This incident underscores the growing role of AI in cybersecurity, highlighting both the potential and challenges of integrating LLMs into security operations. As threat actors increasingly leverage AI for attacks, organizations must adapt by incorporating advanced technologies to enhance their defensive capabilities.
1 week ago
Kill Chain
Critical ServiceNow AI Platform Vulnerability CVE-2026-6875 Exploited in the Wild
In July 2026, a critical vulnerability (CVE-2026-6875) was identified in the ServiceNow AI Platform, allowing unauthenticated attackers to execute arbitrary code by escaping the platform's script sandbox. ServiceNow promptly released patches throughout June 2026 to address this flaw. However, by mid-July, threat intelligence firm Defused reported active exploitation of this vulnerability in the wild, posing significant risks to organizations utilizing the platform. ([thehackernews.com](https://thehackernews.com/2026/07/critical-servicenow-ai-platform-flaw.html?utm_source=openai)) The exploitation of CVE-2026-6875 underscores the increasing targeting of AI platforms by cyber adversaries. This incident highlights the urgency for organizations to apply security patches promptly and to enhance monitoring of AI-driven systems to mitigate emerging threats.
1 week ago
Kill Chain
WordPress wp2shell Vulnerabilities: Immediate Action Required
In July 2026, two critical vulnerabilities in WordPress, identified as CVE-2026-63030 and CVE-2026-60137, collectively termed 'wp2shell,' were disclosed. These flaws enable unauthenticated remote code execution (RCE) on default WordPress installations, allowing attackers to fully compromise affected websites. Exploitation began shortly after public disclosure, with attackers deploying persistent webshells and exfiltrating hashed credentials. The vulnerabilities impact WordPress versions 6.9.0 through 7.0.1, with patches available in versions 6.9.5 and 7.0.2. Organizations are urged to apply these updates promptly to mitigate the risk of exploitation. The rapid exploitation of wp2shell underscores the critical need for timely patch management and robust security measures. With WordPress powering a significant portion of the web, the widespread impact of these vulnerabilities highlights the importance of proactive vulnerability management and continuous monitoring to safeguard digital assets.
1 week ago
Kill Chain
ENCFORGE Ransomware Targets AI Model Files via Langflow Exploit
In July 2026, researchers identified a sophisticated ransomware attack targeting AI infrastructure. The threat actor, known as JADEPUFFER, exploited a critical vulnerability (CVE-2025-3248) in Langflow versions prior to 1.3.0, allowing unauthenticated remote code execution. This breach led to the deployment of ENCFORGE, a Go-based ransomware designed to encrypt AI model files, including model weights, vector indexes, and training datasets. The attack compromised the host filesystem, rendering essential AI resources inaccessible and disrupting operations. This incident underscores a concerning trend: cybercriminals are increasingly focusing on AI and machine learning assets. The targeted nature of ENCFORGE highlights the need for organizations to prioritize the security of their AI infrastructure, especially as such attacks can severely impact business continuity and data integrity.
1 week ago
Kill Chain
Bit2Watt Attack: Unveiling a New Cyber-Physical Threat to Power Grids
In July 2026, researchers from Zhejiang University unveiled the 'Bit2Watt' attack, demonstrating how cloud tenants can manipulate GPU workloads to induce high-frequency power oscillations. These oscillations have the potential to destabilize local power grids, especially those heavily reliant on renewable energy sources. The attack operates without exploiting traditional vulnerabilities, instead leveraging legitimate computational processes to create power fluctuations that can lead to significant harmonic distortion and system instability. ([thehackernews.com](https://thehackernews.com/2026/07/new-bit2watt-attack-could-let-cloud.html?m=1&utm_source=openai)) This discovery underscores the evolving nature of cyber-physical threats, highlighting the need for integrated security measures that consider both computational workloads and their physical impact on infrastructure. As data centers increasingly adopt GPU clusters and renewable energy, understanding and mitigating such vulnerabilities becomes paramount to ensure grid stability and operational continuity.
1 week ago
Kill Chain
Security Research & Insights
Security Research & Insights with human-led deep dives into campaigns and cloud-native TTPs
OpenAI Lost Control of Its Models. Then Anthropic Did Too. That Is Not a Coincidence.
Attackers Learned to Use AI. Now They Built Tools to Destroy It.
Living-off-the-Agent: How AI Tool Misuse Became the Insider Threat Nobody Provisioned
Market Perspectives
Market Perspectives offering expert commentary and select breach analysis from industry leaders
What Could Have Stopped the 2023 MGM Breach? A Study in the Power of Embedded Zero Trust
The Zero Trust Gap: Only 8% of US Enterprises Use Zero Trust Architectures
HITRUST CSF Compliance in the Cloud—How Aviatrix Secures Healthcare Data
How CNSF Protects Cloud Workloads
Cloud attackers don’t rely on a single exploit — they rely on paths.
Once inside, attackers move laterally between workloads, establish command-and-control through egress paths, and exfiltrate data through legitimate cloud services — often before detection tools generate an alert. These paths exist because most security architectures enforce at centralized inspection points, not at every workload. The paths that matter most are the ones that never reach a central firewall.
Aviatrix Cloud Native Security Fabric (CNSF) contains attacks by enforcing policy at every workload communication path — containing blast radius, blocking lateral movement, and cutting off egress before data leaves the environment.
With CNSF, enterprises can:
- Contain attack paths at runtime
Gain visibility into east-west and egress workload communication and apply controls that limit lateral movement, unauthorized egress, and uncontrolled trust expansion.
- Eliminate blind spots in workload-to-workload traffic
Observe traffic across VPCs/VNets, regions, and cloud providers using cloud native telemetry — including paths that posture tools and point controls don’t model.
- Secure modern and AI-driven workloads
Understand how agents, services, and workloads communicate at runtime, and enforce policy to reduce the risk of misuse, over-privileged access, or unintended data flows.
- Apply consistent Zero Trust controls without slowing teams
Enforce segmentation, egress control, and encryption centrally across clouds — without agents, application changes, or developer friction.
See Your Attack Paths. Close the Gaps with CNSF.
Blast radius starts where your enforcement stops.
Most security architectures enforce at centralized inspection points. Attackers move between workloads on paths that never reach those points — building blast radius invisibly until detection tools fire, often too late.
Your assessment delivers:
The Aviatrix Workload Attack Path Assessment (WAPA) analyzes real workload communication using cloud native telemetry to uncover attack paths already present in your environment — and shows how Cloud Native Security Fabric (CNSF) can break those paths with runtime enforcement.
The threat landscape has changed.
Has your question changed with it?
In March 2026, TeamPCP proved that detection-first architectures cannot contain attacks that move through trusted code, not around defenses. Today’s threat actors don’t break in — they log in, blend in, and expand silently. This command center tracks the evolving threat landscape and helps you measure your Blast Radius — the architectural metric that defines resilience in the Containment Era.
This command center tracks 8 active campaigns and measures your Blast Radius: what an attacker can reach once inside your environment.
Contain the Blast Radius
See the attack paths already present in your environment — and where CNSF containment controls would break them.
