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 1801 to 1812 of 5957
Malicious Wallpapers on Steam Workshop Compromise User Accounts
In late 2025, a significant malware campaign was identified targeting users of Steam's Workshop, particularly through the Wallpaper Engine application. Attackers embedded malicious code within shared wallpaper packages, exploiting the application's feature that allows users to set animated wallpapers. Upon installation, these compromised wallpapers deployed malware capable of hijacking Steam accounts, installing backdoors, or deploying cryptocurrency miners. The primary targets were gamers in China and Russia, with additional victims in Singapore, Hong Kong, Germany, Vietnam, India, and Canada. This campaign underscores the vulnerabilities inherent in user-generated content platforms and the need for vigilant security practices. The incident highlights a growing trend where cybercriminals exploit trusted platforms to distribute malware, leveraging user-generated content as a vector. This approach not only increases the reach of malicious campaigns but also complicates detection and mitigation efforts. As user-generated content continues to proliferate across various platforms, the importance of robust security measures and user awareness becomes increasingly critical.
3 months ago
Kill Chain
Critical Vulnerability in Google Vertex AI SDK: 'Pickle in the Middle' Attack Exposed
In March 2026, a critical vulnerability was discovered in the Google Cloud Vertex AI SDK for Python, allowing attackers to hijack machine learning model uploads via a technique known as 'bucket squatting.' By preemptively creating Cloud Storage buckets with predictable names derived from a victim's project ID and region, attackers could intercept model uploads and execute arbitrary code within Google's serving infrastructure. This flaw, identified by Palo Alto Networks Unit 42 and termed 'Pickle in the Middle,' was patched by Google in April 2026 with the release of SDK version 1.148.0. Organizations using affected versions are urged to update immediately to mitigate potential risks. ([unit42.paloaltonetworks.com](https://unit42.paloaltonetworks.com/hijacking-vertex-ai-model/?utm_source=openai)) This incident underscores the critical importance of securing cloud-based machine learning workflows against supply chain attacks. As AI adoption accelerates, ensuring the integrity of model deployment processes becomes paramount to prevent unauthorized code execution and data breaches.
3 months ago
Kill Chain
New Malware Loaders Deployed in ClickFix Campaigns via Fake Updates
In June 2026, cybersecurity researchers identified multiple ClickFix campaigns deploying three new malware loaders: BabaDeda Loader, Lorem Ipsum Loader, and Potemkin. These campaigns utilized fake software update lures to infiltrate systems, primarily targeting the education and financial sectors. The attackers' methods included sophisticated social engineering tactics to deceive users into executing malicious payloads, leading to unauthorized access and potential data exfiltration. This incident underscores a growing trend of threat actors employing novel malware delivery mechanisms and deceptive tactics to compromise organizations. The emergence of these loaders highlights the need for enhanced vigilance and adaptive security measures to counter evolving cyber threats.
3 months ago
Kill Chain
'Lorem Ipsum' Malware Shifts to ClickFix Delivery in 2026
In May 2026, the operators of the 'Lorem Ipsum' malware campaign transitioned from using Trojanized Microsoft Teams installers to employing ClickFix lures hosted on compromised WordPress sites. This shift followed Microsoft's takedown of the Fox Tempest infrastructure, which had previously supplied the attackers with fraudulent Microsoft Trusted Signing certificates. The new delivery method involves fake browser update notifications that prompt users to execute malicious PowerShell commands, leading to the silent installation of the malware. This change significantly broadens the potential victim pool, as any visitor to the compromised sites is now at risk. The 'Lorem Ipsum' campaign is now believed to be linked to the Vice Society ransomware group, also known as Rapid Brigantine or Vanilla Tempest. Vice Society has a history of targeting sectors such as education, healthcare, and manufacturing, employing double extortion tactics by encrypting data and threatening to leak it unless a ransom is paid. The group's ability to rapidly adapt its delivery methods in response to disruptions underscores the evolving nature of cyber threats and the importance of robust, adaptive cybersecurity measures.
3 months ago
Kill Chain
Understanding the 'SearchLeak' Vulnerability in Microsoft 365 Copilot (CVE-2026-42824)
In June 2026, a critical vulnerability known as 'SearchLeak' (CVE-2026-42824) was discovered in Microsoft 365 Copilot. This flaw allowed attackers to craft malicious links that, when accessed by a user, could exfiltrate sensitive data such as emails, meeting notes, and documents from OneDrive and SharePoint. The attack exploited a parameter-to-prompt injection (P2P) technique, enabling unauthorized data disclosure over the network. Microsoft promptly addressed the issue by releasing a patch to mitigate the vulnerability. The 'SearchLeak' incident underscores the evolving nature of AI-driven cyber threats, particularly those targeting large language model (LLM) systems integrated into enterprise environments. It highlights the necessity for organizations to implement robust security measures, including prompt isolation and output sanitization, to protect against sophisticated prompt-injection attacks.
3 months ago
Kill Chain
SprySOCKS Windows Variant: A New Threat to Government Cybersecurity
In 2023 and 2024, the China-linked cyber-espionage group FishMonger, also known as Earth Lusca and Aquatic Panda, deployed a Windows variant of the SprySOCKS backdoor against government organizations in Honduras, Taiwan, Thailand, and Pakistan. This variant utilizes malicious kernel drivers to evade detection, allowing the backdoor to conceal its processes and files by intercepting system calls and modifying outputs. The attackers likely gained initial access through exploiting vulnerabilities in public-facing servers. The emergence of this Windows variant underscores the evolving tactics of nation-state actors in enhancing malware stealth capabilities. Organizations should be vigilant about the use of kernel drivers in malware, as they pose significant challenges to detection and mitigation efforts.
3 months ago
Kill Chain
Rokarolla Android Trojan: A New Era of Mobile Threats
In June 2026, the Rokarolla Android Trojan emerged, distributed through malicious websites masquerading as legitimate applications like Google Chrome and TikTok. This sophisticated malware not only compromised 217 banking and cryptocurrency apps to steal credentials but also executed 137 commands to gain full administrative control over infected devices. Its capabilities included harvesting lock screen credentials, exfiltrating sensitive data, deploying keyloggers, and rendering devices unusable by blocking calls, suppressing audio, and disabling security features such as Google Play Protect. ([darkreading.com](https://www.darkreading.com/endpoint-security/rokarolla-android-trojan?utm_source=openai)) The Rokarolla Trojan signifies a significant evolution in mobile malware, combining traditional banking fraud with extensive device surveillance and control. Its advanced persistence and evasion techniques highlight the increasing complexity of threats targeting Android devices, underscoring the necessity for robust mobile security measures and user vigilance against downloading apps from untrusted sources.
3 months ago
Kill Chain
Hazy Hawk's 2026 Subdomain Takeover: A Wake-Up Call for DNS Security
In April 2026, the threat actor group known as Hazy Hawk executed a coordinated subdomain takeover campaign targeting 34 major U.S. universities, including MIT, Harvard, and Stanford. By exploiting abandoned DNS records pointing to decommissioned cloud services, they hijacked these subdomains to host explicit content, which was subsequently indexed by search engines under the universities' trusted .edu domains. This incident underscores the critical need for organizations to maintain rigorous DNS hygiene and promptly remove or update DNS entries associated with decommissioned services to prevent unauthorized subdomain takeovers.
3 months ago
Kill Chain
CISA Flags LiteSpeed cPanel Plugin Flaw Exploited for Root Privilege Escalation
In May 2026, a critical vulnerability (CVE-2026-54420) was identified in the LiteSpeed cPanel Plugin versions prior to 2.4.8, allowing users with FTP or web shell access to escalate privileges to root on shared hosting servers running CloudLinux or CageFS. This flaw, resulting from improper handling of symbolic links, was actively exploited in the wild, prompting the U.S. Cybersecurity and Infrastructure Security Agency (CISA) to add it to its Known Exploited Vulnerabilities catalog on June 15, 2026. Administrators were urged to upgrade to LiteSpeed WHM Plugin v5.3.2.1 or later to mitigate the risk. ([nvd.nist.gov](https://nvd.nist.gov/vuln/detail/CVE-2026-54420?utm_source=openai)) The incident underscores the persistent threat posed by privilege escalation vulnerabilities in widely used web hosting environments. It highlights the importance of timely patch management and vigilant monitoring to prevent unauthorized access and potential system compromise.
3 months ago
Kill Chain
China-Linked SprySOCKS Backdoor Expands to Windows with Advanced Stealth Techniques
In June 2026, cybersecurity researchers identified two new Windows variants of the previously Linux-exclusive backdoor, SprySOCKS. These variants, named WIN_DRV and WIN_PLUS, are equipped with hard-coded command-and-control configurations and support communication over TCP, UDP, and WebSocket protocols. Notably, WIN_DRV employs kernel drivers to conceal its network connections, processes, files, and registry keys, enhancing its stealth capabilities. The initial access method remains undetermined, but the group has a history of exploiting known vulnerabilities in public-facing applications to gain entry. This development underscores the evolving tactics of state-sponsored threat actors, particularly those linked to China, in adapting and expanding their malware across multiple operating systems. Organizations must remain vigilant and implement robust security measures to detect and mitigate such sophisticated threats.
3 months ago
Kill Chain
ScarCruft's NarwhalRAT Deployed via Fake Microsoft Alerts in 2026
In June 2026, the North Korean state-sponsored hacking group ScarCruft (also known as APT37) launched a spear-phishing campaign targeting individuals with emails impersonating Microsoft Account security alerts. These emails falsely claimed that the recipient's account had been compromised due to repeated one-time password (OTP) generation attempts. The emails urged recipients to open an attached ZIP file, which contained a malicious LNK file. When executed, this LNK file initiated a multi-stage infection process, ultimately deploying a Python-based malware named NarwhalRAT. This malware is capable of logging keystrokes, capturing screenshots, recording ambient audio, and exfiltrating data to command-and-control servers. The campaign underscores the persistent threat posed by state-sponsored actors employing sophisticated social engineering tactics to infiltrate systems and gather sensitive information. Organizations must remain vigilant against such deceptive phishing attempts and ensure robust cybersecurity measures are in place to detect and mitigate these threats.
3 months ago
Kill Chain
Cisco Catalyst SD-WAN Manager Vulnerability CVE-2026-20262: Immediate Action Required
In June 2026, Cisco disclosed a medium-severity vulnerability (CVE-2026-20262) in its Catalyst SD-WAN Manager, formerly known as SD-WAN vManage. This flaw allows authenticated remote attackers with at least write access to create or overwrite files on the system's filesystem. Exploitation involves sending crafted HTTP requests to specific API endpoints, potentially leading to root-level privilege escalation. Cisco has observed limited exploitation of this vulnerability in the wild and has released software updates to address the issue. ([cisco.com](https://www.cisco.com/c/en/us/support/docs/csa/cisco-sa-sdwan-arbfw-c2rZvQ.html?utm_source=openai)) The exploitation of CVE-2026-20262 underscores the critical importance of timely patch management and vigilant monitoring of network management systems. Organizations are urged to apply the provided updates promptly to mitigate potential risks associated with this vulnerability.
3 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.
