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 3853 to 3864 of 5957
EDR Killer Tool Exploits EnCase Driver: A Wake-Up Call for Cybersecurity
In early February 2026, cybersecurity researchers identified a sophisticated attack where threat actors utilized a legitimate but revoked EnCase kernel driver to disable endpoint detection and response (EDR) tools. The attackers gained initial access through compromised SonicWall SSL VPN credentials, exploiting the absence of multi-factor authentication. Once inside, they deployed a custom EDR killer tool disguised as a firmware update utility, which installed the 'EnPortv.sys' driver—a component of the EnCase forensic software. This driver, despite its certificate being revoked, was accepted by Windows due to the operating system's handling of driver signatures. The malware leveraged the driver's kernel-mode capabilities to terminate 59 security processes, effectively neutralizing the system's defenses. The attack was halted before ransomware deployment, but it underscores the critical need for robust access controls and vigilant monitoring of security infrastructure. This incident highlights a growing trend where attackers exploit vulnerable or outdated drivers to disable security mechanisms, a technique known as 'Bring Your Own Vulnerable Driver' (BYOVD). The persistence of such methods, despite existing security measures, emphasizes the necessity for organizations to implement comprehensive defense strategies, including regular updates to security protocols and the enforcement of multi-factor authentication across all access points.
7 months ago
Kill Chain
Ransomware Groups Exploit VMware ESXi Vulnerability in 2026
In March 2025, Broadcom patched a high-severity VMware ESXi vulnerability (CVE-2025-22225) that allowed attackers with VMX process privileges to perform arbitrary kernel writes, leading to sandbox escapes. Despite the patch, by February 2026, ransomware groups began exploiting this flaw to gain unauthorized access to ESXi hypervisors, encrypting virtual machines and disrupting critical services. The U.S. Cybersecurity and Infrastructure Security Agency (CISA) confirmed these exploitations and added the vulnerability to its Known Exploited Vulnerabilities catalog, urging organizations to apply mitigations or discontinue use if patches are unavailable. This incident underscores the persistent threat posed by unpatched vulnerabilities in widely used virtualization platforms, highlighting the need for timely updates and robust security practices to prevent exploitation by ransomware operators.
7 months ago
Kill Chain
Critical GitLab Vulnerability CVE-2023-7028 Exploited in the Wild
In January 2024, GitLab disclosed a critical vulnerability (CVE-2023-7028) affecting versions 16.1.0 through 16.7.1 of its Community and Enterprise Editions. This flaw allowed attackers to send password reset emails to unverified email addresses, enabling account takeovers without user interaction. Exploitation of this vulnerability could lead to unauthorized access to sensitive data, code repositories, and potential supply chain attacks. ([arstechnica.com](https://arstechnica.com/security/2024/05/0-click-gitlab-hijacking-flaw-under-active-exploit-with-thousands-still-unpatched/?utm_source=openai)) The U.S. Cybersecurity and Infrastructure Security Agency (CISA) added CVE-2023-7028 to its Known Exploited Vulnerabilities catalog in May 2024, indicating active exploitation in the wild. Organizations using affected GitLab versions were urged to apply patches immediately to mitigate the risk of account hijacking and associated threats. ([computerweekly.com](https://www.computerweekly.com/news/366583457/Patch-GitLab-vuln-without-delay-users-warned?utm_source=openai))
7 months ago
Kill Chain
SolarWinds Web Help Desk 2026 Untrusted Data Deserialization RCE
In January 2026, a critical vulnerability (CVE-2025-40551) was discovered in SolarWinds Web Help Desk (WHD), allowing unauthenticated remote code execution through untrusted data deserialization. Exploitation of this flaw enables attackers to execute arbitrary commands on the host system, potentially leading to full system compromise. SolarWinds released WHD version 2026.1 on January 28, 2026, addressing this and other vulnerabilities. ([nvd.nist.gov](https://nvd.nist.gov/vuln/detail/cve-2025-40551?utm_source=openai)) The inclusion of CVE-2025-40551 in CISA's Known Exploited Vulnerabilities catalog underscores the urgency for organizations to apply the patch promptly. This incident highlights the persistent threat posed by deserialization vulnerabilities and the importance of timely software updates to mitigate such risks. ([securityweek.com](https://www.securityweek.com/fresh-solarwinds-vulnerability-exploited-in-attacks/?utm_source=openai))
7 months ago
Kill Chain
Eclipse Foundation's 2025 Response to Unauthorized Extension Uploads
In May 2025, the Eclipse Foundation identified a vulnerability in the Open VSX Registry's automated publishing system, potentially allowing unauthorized extension uploads. The flaw, reported by Koi Security researchers, involved inadequate isolation in build scripts, exposing a privileged token that could be exploited to publish extensions under any namespace. The issue was promptly addressed, with a fix deployed by June 24, 2025, and a comprehensive audit confirming no evidence of exploitation. As a precaution, 81 extensions were deactivated. This incident underscores the critical importance of securing automated processes in software supply chains to prevent unauthorized access and maintain trust in open-source ecosystems. The Eclipse Foundation has since implemented enhanced security measures, including sandboxing build processes and enforcing stricter credential management, to mitigate similar risks in the future.
7 months ago
Kill Chain
Understanding the n8n 2026 Authenticated RCE Vulnerability
In early 2026, multiple critical vulnerabilities were identified in n8n, an open-source workflow automation platform. These flaws, collectively tracked as CVE-2026-25049, allowed authenticated users with permissions to create or modify workflows to execute arbitrary system commands on the host server. Exploitation of these vulnerabilities could lead to full system compromise, including unauthorized access to sensitive data and potential lateral movement within connected systems. The issues were addressed in versions 1.123.17 and 2.5.2, released in January 2026. ([bleepingcomputer.com](https://www.bleepingcomputer.com/news/security/critical-n8n-flaws-disclosed-along-with-public-exploits/?utm_source=openai)) This incident underscores the importance of rigorous input validation and sandboxing mechanisms in software development. It also highlights the necessity for organizations to promptly apply security patches to mitigate risks associated with known vulnerabilities.
7 months ago
Kill Chain
NGINX Server Compromise 2026: Understanding the Traffic Redirection Attack
In early February 2026, a sophisticated cyberattack targeted NGINX servers, leading to unauthorized redirection of user traffic through attacker-controlled infrastructure. The threat actors exploited vulnerabilities in NGINX configurations, particularly by injecting malicious 'location' blocks into existing configuration files. This manipulation allowed them to intercept and reroute incoming requests without triggering standard security alerts, as the abuse leveraged legitimate directives like 'proxy_pass'. The campaign primarily affected websites with Asian top-level domains and government and educational institutions, compromising the integrity and confidentiality of user data. This incident underscores the critical need for organizations to regularly audit and secure their web server configurations. The attackers' method of embedding malicious instructions within NGINX configuration files highlights the evolving sophistication of cyber threats and the importance of proactive defense measures to prevent similar breaches.
7 months ago
Kill Chain
Microsoft Warns of Python Infostealers Targeting macOS via Fake Ads and Installers
In late 2025, Microsoft observed a surge in macOS-targeted information-stealing campaigns leveraging Python-based malware. Attackers employed social engineering tactics, including malicious advertisements and fake installers, to distribute infostealers like Atomic macOS Stealer (AMOS), MacSync, and DigitStealer. These campaigns utilized fileless execution, native macOS utilities, and AppleScript automation to harvest sensitive data such as web browser credentials, iCloud Keychain contents, and developer secrets. ([microsoft.com](https://www.microsoft.com/en-us/security/blog/2026/02/02/infostealers-without-borders-macos-python-stealers-and-platform-abuse/?utm_source=openai)) This trend underscores a significant shift in cyber threats, with attackers expanding their focus beyond Windows to target macOS environments. The use of cross-platform languages like Python facilitates rapid adaptation of malware across different operating systems, posing increased risks to organizations with diverse device ecosystems. ([microsoft.com](https://www.microsoft.com/en-us/security/blog/2026/02/02/infostealers-without-borders-macos-python-stealers-and-platform-abuse/?utm_source=openai))
7 months ago
Kill Chain
Amaranth-Dragon's 2025 Exploitation of WinRAR Vulnerability: A Cybersecurity Wake-Up Call
In 2025, the China-linked cyber espionage group Amaranth-Dragon exploited a critical vulnerability in WinRAR (CVE-2025-8088) to target government and law enforcement agencies across Southeast Asia. By crafting malicious RAR archives, they executed arbitrary code upon extraction, leading to unauthorized access and data exfiltration. The campaigns were highly controlled, leveraging spear-phishing emails with tailored lures related to regional political developments, and utilized cloud platforms like Dropbox to distribute the malicious files. The exploitation of this vulnerability underscores the persistent threat posed by nation-state actors and the importance of timely software updates. Despite the release of WinRAR version 7.13, which addressed the flaw, many users remained vulnerable due to delayed patching. This incident highlights the critical need for organizations to maintain up-to-date software and implement robust security measures to defend against sophisticated cyber threats.
7 months ago
Kill Chain
DEAD#VAX Malware Campaign: A New Era of Fileless Attacks
In early February 2026, cybersecurity researchers uncovered a sophisticated malware campaign named DEAD#VAX, which utilized phishing emails to distribute Virtual Hard Disk (VHD) files hosted on the InterPlanetary File System (IPFS). These VHD files, disguised as PDF documents, contained obfuscated scripts that, upon execution, deployed AsyncRAT—a remote access trojan—into trusted Windows processes entirely in memory, leaving minimal forensic traces on disk. This method allowed attackers to gain extensive control over compromised systems, facilitating surveillance and data exfiltration. The campaign's use of decentralized file hosting and fileless execution techniques highlights a significant evolution in malware delivery and evasion strategies. ([thehackernews.com](https://thehackernews.com/2026/02/deadvax-malware-campaign-deploys.html?utm_source=openai)) The DEAD#VAX campaign underscores a growing trend among cybercriminals to exploit legitimate system features and decentralized technologies to bypass traditional security measures. The reliance on IPFS for hosting malicious payloads and the employment of fileless malware execution present new challenges for detection and mitigation, emphasizing the need for advanced threat intelligence and adaptive defense mechanisms in the face of evolving cyber threats. ([thehackernews.com](https://thehackernews.com/2026/02/deadvax-malware-campaign-deploys.html?utm_source=openai))
7 months ago
Kill Chain
Microsoft's New Scanner Bolsters AI Security by Detecting LLM Backdoors
In February 2026, Microsoft unveiled a lightweight scanner designed to detect backdoors in open-weight large language models (LLMs). This tool identifies malicious alterations by analyzing three key behavioral signals: distinctive attention patterns triggered by specific inputs, unintended data memorization, and activation by multiple similar triggers. The scanner operates efficiently without requiring additional model training or prior knowledge of potential backdoors, making it applicable across various GPT-style models. However, it necessitates access to model files and is most effective against deterministic backdoors. This development underscores Microsoft's commitment to enhancing AI security and trustworthiness. ([microsoft.com](https://www.microsoft.com/en-us/security/blog/2026/02/04/detecting-backdoored-language-models-at-scale/?utm_source=openai)) The release of this scanner is particularly timely given the increasing integration of LLMs into critical applications. Recent research highlights the ease with which backdoors can be embedded into AI models, even with minimal malicious data. ([arstechnica.com](https://arstechnica.com/ai/2025/10/ai-models-can-acquire-backdoors-from-surprisingly-few-malicious-documents/?utm_source=openai)) Microsoft's proactive approach addresses these emerging threats, aiming to safeguard AI systems from covert manipulations that could compromise their integrity and reliability.
7 months ago
Kill Chain
Unveiling the Rublevka Team: A Deep Dive into the 2023 Crypto Wallet Draining Operation
In 2023, the cybercriminal group known as 'Rublevka Team' orchestrated large-scale cryptocurrency thefts, amassing over $10 million through affiliate-driven wallet draining campaigns. Operating as a 'traffer team,' they utilized a network of social engineering specialists to direct victims to malicious landing pages. These pages, impersonating legitimate crypto services, deployed custom JavaScript scripts that tricked users into connecting their wallets and authorizing fraudulent transactions. The group's fully automated infrastructure provided affiliates with tools such as Telegram bots, landing page generators, and support for over 90 wallet types, enabling high-volume scams with minimal oversight. This incident underscores the evolving threat landscape in the cryptocurrency sector, highlighting the shift towards scalable, service-based cybercrime models. The Rublevka Team's operations pose significant risks to cryptocurrency platforms, fintech providers, and brands, emphasizing the need for proactive monitoring and defense strategies to protect customers and maintain trust.
7 months ago
Kill Chain
Security Research & Insights
Security Research & Insights with human-led deep dives into campaigns and cloud-native TTPs

The Edge Device Isn't Your Last Line of Defense. It's Their First Target.

AI Trust Abuse: A Detection Engineer's Field Guide to Agent-Abuse Attacks
Aug 18, 2026

OpenAI Lost Control of Its Models. Then Anthropic Did Too. That Is Not a Coincidence.
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.

