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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 541 to 552 of 5037
Sysdig Unveils First AI-Driven Ransomware Attack by JadePuffer
In late June 2026, Sysdig researchers documented the first known case of agentic ransomware, where an AI agent autonomously executed a comprehensive extortion operation. The threat actor, identified as JadePuffer, exploited a vulnerability in Langflow (CVE-2025-3248) to gain initial access, then proceeded to conduct reconnaissance, credential theft, lateral movement, persistence, encryption, and delivery of a ransom note. The AI agent's ability to rapidly adapt and execute over 600 distinct payloads significantly reduced the complexity and increased the speed of the attack, demonstrating a new level of operational efficiency in cyberattacks. ([sysdig.com](https://www.sysdig.com/blog/jadepuffer-agentic-ransomware-for-automated-database-extortion?utm_source=openai)) This incident underscores the evolving landscape of cyber threats, highlighting the integration of artificial intelligence in malicious activities. The use of AI agents in cyberattacks lowers the barrier for executing sophisticated operations, posing a significant challenge for cybersecurity defenses. Organizations must adapt to these advancements by implementing robust security measures and staying vigilant against AI-driven threats.
3 weeks ago
Kill Chain
US Army Websites Defaced via 404 Hijacking with Pro-Kurdish Messages
In July 2026, multiple U.S. Army subdomains, including oil.army.mil and ai2c.army.mil, were defaced through a 404 hijacking attack. The attackers exploited vulnerabilities in the websites' error-handling systems to display messages denigrating President Donald Trump and U.S. Ambassador to Türkiye Tom Barrack, alongside pro-Kurdish sentiments. The affected sites, running on WordPress and Microsoft cloud infrastructure, were promptly taken offline for investigation. ([cyberscoop.com](https://cyberscoop.com/us-army-websites-defaced-404-hijacking-kurdistan/?utm_source=openai)) This incident underscores the persistent threat of website defacements targeting government entities, highlighting the need for robust security measures and vigilant monitoring to prevent unauthorized access and content manipulation.
3 weeks ago
Kill Chain
Critical Adobe ColdFusion Vulnerability CVE-2026-48282: Immediate Action Required
In July 2026, a critical vulnerability identified as CVE-2026-48282 was discovered in Adobe ColdFusion versions 2025.9, 2023.20, and earlier. This path traversal flaw allows unauthenticated attackers to execute arbitrary code remotely without user interaction, posing a significant risk to affected systems. Adobe promptly released security updates to address this issue, urging administrators to apply patches immediately. The rapid exploitation of this vulnerability underscores the increasing speed at which threat actors are leveraging newly disclosed flaws. Organizations must prioritize timely patch management and maintain robust monitoring to mitigate such risks effectively.
3 weeks ago
Kill Chain
Major Brands Impersonated in Phishing Campaign Targeting Google Accounts
In July 2026, a sophisticated phishing campaign targeted marketing professionals by impersonating over 30 renowned brands, including Adobe, Netflix, Coca-Cola, and OpenAI. Attackers utilized legitimate platforms like PeopleForce and Salesforce Marketing Cloud to send fraudulent job interview invitations, leading recipients through a series of redirects to malicious landing pages designed to steal Google account credentials. The campaign employed real recruiters' names and photos to enhance credibility, exploiting nested redirects through trusted services to evade detection. ([bleepingcomputer.com](https://www.bleepingcomputer.com/news/security/phishing-poses-as-big-brand-job-interview-to-steal-google-accounts/?utm_source=openai)) This incident underscores the evolving tactics of cybercriminals who leverage legitimate platforms and trusted brand identities to execute credential theft. The use of nested redirects and impersonation of real recruiters highlight the need for heightened vigilance and advanced security measures to protect against such deceptive attacks.
3 weeks ago
Kill Chain
Cybercriminals Exploit Microsoft Teams to Deploy EtherRAT Malware
In July 2026, threat actors initiated a sophisticated phishing campaign targeting corporate employees by impersonating IT support staff via Microsoft Teams voice calls. The attack began with phishing emails containing malicious PDF attachments labeled as 'Employee Survey.' Shortly after opening the document, victims received Teams calls from external accounts posing as system administrators. Exploiting Teams' screen-sharing feature, attackers convinced employees to install legitimate remote-access tools like HopToDesk and AnyDesk. Subsequently, they deployed a malicious MSI installer that downloaded and executed EtherRAT, a cross-platform remote access trojan written in Node.js, granting full control over compromised systems. EtherRAT enables attackers to execute commands, manipulate files, steal data, and maintain persistence, utilizing Ethereum smart contracts to retrieve its command-and-control server, complicating disruption efforts. This campaign underscores the evolving tactics of cybercriminals leveraging trusted communication platforms to infiltrate corporate networks. Organizations must enhance their security awareness training, implement robust authentication measures, and monitor for unusual activities within collaboration tools to mitigate such threats.
3 weeks ago
Kill Chain
Iranian Hackers Deploy Cavern C2 Framework Against Israeli Sectors
In early 2026, an Iranian state-sponsored hacking group known as Cavern Manticore targeted Israeli government and IT sectors using a sophisticated modular command-and-control (C2) framework called Cavern. This framework, built on a .NET foundation with multiple compilation formats, enabled the attackers to execute DLL side-loading through SysAid's software update feature, leading to the deployment of various modules for reconnaissance, data theft, and lateral movement. The attack chain involved the execution of a trojanized DLL ('uxtheme.dll') containing the Cavern Agent, which then loaded additional modules to contact the C2 server and fetch further post-exploitation tools. ([research.checkpoint.com](https://research.checkpoint.com/2026/cavern-manticore-exposing-iran-linked-modular-c2-framework/?utm_source=openai)) The incident underscores the evolving tactics of Iranian threat actors, who are increasingly leveraging modular and adaptable toolsets to enhance their cyber espionage capabilities. The use of such frameworks allows for tailored deployments based on victim profiles, reducing forensic visibility and ensuring persistent access. Organizations must remain vigilant and implement robust security measures to defend against these sophisticated threats.
3 weeks ago
Kill Chain
Understanding the 2026 Microsoft Device Code Phishing Attack
In early 2026, a sophisticated phishing campaign exploited Microsoft's OAuth 2.0 Device Authorization Grant flow to compromise user accounts. Attackers initiated the device code authentication process and tricked victims into entering the provided code on Microsoft's legitimate login page, thereby granting unauthorized access without exposing credentials. This method allowed threat actors to bypass multi-factor authentication (MFA) and maintain persistent access to services like Outlook, OneDrive, and Teams by capturing access and refresh tokens. The campaign, active from April to mid-May 2026, targeted Microsoft 365 users through deceptive emails and malicious attachments, leading to significant data breaches and unauthorized account activities. The incident underscores a growing trend of attackers leveraging legitimate authentication mechanisms to bypass traditional security measures. The rise of device code phishing highlights the need for organizations to reassess their security protocols, especially concerning OAuth flows and MFA implementations. As phishing techniques become more sophisticated, continuous monitoring, user education, and the implementation of conditional access policies are crucial to mitigate such threats.
3 weeks ago
Kill Chain
Exploitation of Critical Gitea Docker Vulnerability CVE-2026-20896
In July 2026, threat actors began exploiting a critical vulnerability in Gitea Docker images, identified as CVE-2026-20896 with a CVSS score of 9.8. This flaw arises from the default configuration in Gitea Docker images up to version 1.26.2, which trusts the 'X-WEBAUTH-USER' header from any source IP address. Consequently, unauthenticated internet clients can gain elevated access by impersonating users, including administrators, leading to potential full system compromise. The vulnerability was patched in version 1.26.3, released in late June 2026. ([thehackernews.com](https://thehackernews.com/2026/07/threat-actors-probe-gitea-docker-flaw.html?utm_source=openai)) The rapid exploitation of this vulnerability underscores the critical need for organizations to promptly apply security patches. With approximately 6,200 internet-facing Gitea instances, the risk of unauthorized access and data breaches is significant. This incident highlights the importance of vigilant monitoring and timely updates to mitigate emerging threats. ([thehackernews.com](https://thehackernews.com/2026/07/threat-actors-probe-gitea-docker-flaw.html?utm_source=openai))
3 weeks ago
Kill Chain
Januscape Vulnerability: Critical KVM Flaw CVE-2026-53359
In July 2026, a critical vulnerability known as 'Januscape' (CVE-2026-53359) was disclosed in the Linux Kernel-based Virtual Machine (KVM) hypervisor. This use-after-free flaw in the shadow Memory Management Unit (MMU) code allows a guest virtual machine to corrupt the host kernel's shadow-page state, potentially leading to guest-to-host escapes on both Intel and AMD x86 systems. The vulnerability, present since August 2010, was discovered by security researcher Hyunwoo Kim and has been patched in the latest Linux kernel releases. The disclosure of Januscape underscores the persistent risks associated with long-standing vulnerabilities in widely used open-source software. It highlights the necessity for continuous code audits and timely patch management to mitigate potential exploits that could compromise multi-tenant environments and cloud infrastructures.
3 weeks ago
Kill Chain
SkillCloak: Unveiling the Evasion of Malicious AI Skills
In July 2026, researchers from the Hong Kong University of Science and Technology unveiled 'SkillCloak,' a technique enabling malicious AI agent skills to evade static scanners through self-extracting packing methods. By embedding malicious payloads within directories typically ignored by scanners, such as .git/, and reconstructing them during execution, SkillCloak achieved over 90% evasion rates across eight tested scanners. This method allows attackers to distribute harmful skills that can steal credentials, exfiltrate source code, or install backdoors, all while appearing benign during initial scans. ([thehackernews.com](https://thehackernews.com/2026/07/new-skillcloak-technique-lets-malicious.html?utm_source=openai)) The study underscores a critical vulnerability in current AI agent ecosystems, where static analysis tools fail to detect dynamically concealed threats. This highlights the urgent need for enhanced runtime behavior monitoring and the development of more robust detection mechanisms to safeguard against sophisticated evasion tactics. ([thehackernews.com](https://thehackernews.com/2026/07/new-skillcloak-technique-lets-malicious.html?utm_source=openai))
3 weeks ago
Kill Chain
QuimaRAT: A New Cross-Platform Malware-as-a-Service Threat
In July 2026, cybersecurity researchers identified QuimaRAT, a Java-based remote access trojan (RAT) capable of infecting Windows, Linux, and macOS systems. Marketed under a malware-as-a-service (MaaS) model, QuimaRAT offers subscription plans ranging from $150 per month to $1,200 for lifetime access. Its modular architecture allows dynamic expansion through encrypted plugins, and it employs various persistence mechanisms tailored to each operating system. Notably, QuimaRAT utilizes a browser-cache payload delivery method to bypass Windows SmartScreen protections, enhancing its stealth capabilities. The emergence of QuimaRAT underscores a growing trend in the cybercrime landscape: the proliferation of sophisticated, cross-platform malware offered as a service. This development lowers the barrier to entry for cybercriminals, enabling a broader range of actors to launch complex attacks. Organizations must remain vigilant and adapt their security strategies to counter these evolving threats.
3 weeks ago
Kill Chain
Opera GX Vulnerability Exposes Users to Silent Mod Installations and Data Theft
In July 2026, a critical vulnerability was discovered in Opera GX, the gaming-focused version of the Opera browser. This flaw allowed malicious websites to silently install browser mods without user consent, enabling attackers to extract sensitive data from users' browsing sessions. Security researchers demonstrated that, through this exploit, they could reconstruct a user's full Gmail address without any user interaction. Opera promptly addressed the issue by releasing a patch in version 130.0.5847.89 and confirmed that there was no evidence of the vulnerability being exploited in the wild. This incident underscores the evolving nature of browser-based attacks and the importance of timely software updates. As browsers incorporate more customizable features, they may inadvertently introduce new attack vectors. Organizations and individual users must remain vigilant, ensuring that their software is up-to-date and that they are aware of potential security risks associated with browser extensions and mods.
3 weeks 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.

