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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 2797 to 2808 of 5189
Android 2026 Security Update: Addressing CVE-2026-21385 in Qualcomm Components
In March 2026, Google released a security update addressing 129 vulnerabilities in Android devices, notably CVE-2026-21385—a high-severity flaw in Qualcomm's display component. This vulnerability, an integer overflow leading to memory corruption, was reported by Google's Android Security team on December 18, 2025, and has been confirmed to be under limited, targeted exploitation in the wild. The flaw affects 234 Qualcomm chipsets, spanning a wide range of devices. ([cyberscoop.com](https://cyberscoop.com/android-security-update-march-2026/?utm_source=openai)) The active exploitation of CVE-2026-21385 underscores the critical need for timely security updates. Organizations and individuals using affected devices should prioritize applying the March 2026 security patch to mitigate potential risks associated with this vulnerability. ([cyberscoop.com](https://cyberscoop.com/android-security-update-march-2026/?utm_source=openai))
5 months ago
Kill Chain
AkzoNobel's 2026 Encounter with Anubis Ransomware: A Case Study
In early March 2026, AkzoNobel, a leading multinational paint and coatings company, experienced a cyberattack at one of its U.S. sites. The Anubis ransomware group claimed responsibility, asserting they had exfiltrated 170GB of sensitive data, including confidential client agreements, personal employee information, and internal technical documents. AkzoNobel confirmed the breach, stating it was contained to the specific site and that the impact was limited. The company is collaborating with relevant authorities and has initiated notifications to affected parties. This incident underscores the evolving tactics of ransomware groups like Anubis, which have expanded their operations to include data exfiltration and destruction, increasing pressure on victims. Organizations must remain vigilant, as such attacks highlight the critical need for robust cybersecurity measures and incident response plans to mitigate potential damages.
5 months ago
Kill Chain
Starkiller Phishing Kit: A New Era of MFA Bypass Attacks
In early 2026, cybersecurity researchers uncovered 'Starkiller,' a sophisticated phishing-as-a-service (PhaaS) platform developed by the cybercrime group Jinkusu. Unlike traditional phishing kits that rely on static HTML clones, Starkiller employs a headless Chrome browser within a Docker container to proxy legitimate login pages in real-time. This adversary-in-the-middle (AiTM) approach allows attackers to intercept user credentials and session tokens, effectively bypassing multi-factor authentication (MFA) mechanisms. The platform's user-friendly control panel enables even low-skilled cybercriminals to launch advanced phishing campaigns, posing a significant threat to organizations relying solely on conventional MFA for security. ([abnormal.ai](https://abnormal.ai/blog/starkiller-phishing-kit?utm_source=openai)) The emergence of Starkiller underscores a critical shift in the cyber threat landscape, highlighting the limitations of traditional MFA solutions against evolving phishing techniques. Organizations must adopt phishing-resistant authentication methods, such as FIDO2/WebAuthn-based hardware security keys, and implement continuous monitoring for anomalous session behaviors to mitigate the risks posed by such advanced phishing platforms. ([bytearchitect.io](https://bytearchitect.io/network-security/Starkiller-Phishing-Kit-Why-MFA-Fails-Against-Real-Time-Reverse-Proxies/?utm_source=openai))
5 months ago
Kill Chain
Microsoft Warns of OAuth Redirect Abuse Delivering Malware to Government Targets
In March 2026, Microsoft identified phishing campaigns exploiting OAuth's standard redirection mechanisms to deliver malware to government and public-sector organizations. Attackers created malicious applications with redirect URLs pointing to rogue domains hosting malware. They distributed OAuth phishing links prompting recipients to authenticate via these applications using intentionally invalid scopes. This process redirected users to attacker-controlled pages, leading to inadvertent malware downloads. The payloads, often in ZIP archives, executed PowerShell commands upon opening, resulting in host reconnaissance, DLL side-loading, and connections to external command-and-control servers. Phishing emails employed lures such as e-signature requests, Teams recordings, and financial themes, sent through mass-sending tools and custom solutions developed in Python and Node.js. Microsoft has since removed several malicious OAuth applications and advises organizations to limit user consent, periodically review application permissions, and remove unused or overprivileged apps. ([microsoft.com](https://www.microsoft.com/en-us/security/blog/2026/03/02/oauth-redirection-abuse-enables-phishing-malware-delivery/?utm_source=openai))
5 months ago
Kill Chain
AI-Assisted FortiGate Breach 2026: A Wake-Up Call for Network Security
Between January 11 and February 18, 2026, a Russian-speaking, financially motivated threat actor utilized multiple commercial generative AI services to compromise over 600 Fortinet FortiGate firewalls across more than 55 countries. The attacker exploited exposed management interfaces and weak credentials lacking multi-factor authentication, without leveraging any known FortiGate vulnerabilities. This campaign underscores the growing trend of cybercriminals employing AI tools to automate and scale attacks, significantly reducing the technical expertise required to execute large-scale intrusions. The incident highlights the urgent need for organizations to secure management interfaces, enforce strong authentication mechanisms, and stay vigilant against AI-assisted cyber threats.
5 months ago
Kill Chain
Cybercriminals Exploit Fake Tech Support to Deploy Havoc C2 Framework
In February 2026, a sophisticated cyberattack campaign was identified targeting multiple organizations. Threat actors impersonated IT support personnel, initiating contact through spam emails followed by phone calls. They convinced victims to grant remote access via tools like AnyDesk, leading to the deployment of a customized version of the Havoc command-and-control (C2) framework. This allowed rapid lateral movement within networks, with the attackers compromising multiple endpoints within hours, indicating objectives of data exfiltration or ransomware deployment. This incident underscores the evolving tactics of cybercriminals, combining social engineering with advanced malware to infiltrate organizations. The use of open-source C2 frameworks like Havoc, customized to evade detection, highlights the need for enhanced vigilance and updated security protocols to counter such multifaceted threats.
5 months ago
Kill Chain
Project Compass: Unveiling the Arrests in 'The Com' Cybercrime Network
In January 2025, Europol initiated Project Compass, a coordinated international operation targeting 'The Com,' a decentralized cybercriminal collective known for engaging in ransomware attacks, financial extortion, and the exploitation of minors. Over the course of the year, the operation led to the arrest of 30 individuals and the identification of 179 additional suspects across 28 countries. Investigators also identified 62 victims, with four being directly safeguarded from further harm. 'The Com' primarily consists of English-speaking individuals aged 16 to 25, who utilize social media platforms, messaging applications, and online gaming environments to recruit and exploit young people. The group's decentralized structure and use of various online platforms have made it particularly challenging for law enforcement to disrupt their activities. The success of Project Compass underscores the importance of international collaboration in combating cybercrime and highlights the ongoing threat posed by such decentralized networks. ([helpnetsecurity.com](https://www.helpnetsecurity.com/2026/02/27/europol-the-com-network-arrests/?utm_source=openai)) The significance of this operation is underscored by the increasing prevalence of cybercriminal groups targeting vulnerable populations through online platforms. The arrest of key members of 'The Com' serves as a critical reminder of the need for continuous vigilance and proactive measures to protect minors from online exploitation. Additionally, the operation highlights the evolving tactics of cybercriminals, who are increasingly leveraging decentralized networks and social engineering techniques to perpetrate their crimes. ([darkreading.com](https://www.darkreading.com/threat-intelligence/30-alleged-members-the-com-arrested-project-compass/?utm_source=openai))
5 months ago
Kill Chain
OpenClaw Vulnerability Highlights AI Agent Security Risks
In February 2026, a critical vulnerability (CVE-2026-25253) was discovered in OpenClaw, an open-source AI agent platform, allowing attackers to execute arbitrary code on users' systems via malicious web pages. This flaw exposed over 42,000 instances globally, leading to unauthorized access, data exfiltration, and potential system compromise. The vulnerability was promptly patched in version 2026.1.29, but the incident highlighted significant security concerns inherent in AI agent architectures. ([taoapex.com](https://taoapex.com/en/guides/deploy-personal-ai-assistant-openclaw/?utm_source=openai)) The rapid adoption of AI agents like OpenClaw has outpaced the development of robust security measures, making them attractive targets for cybercriminals. This incident underscores the urgent need for comprehensive security frameworks and best practices to mitigate risks associated with autonomous AI systems.
5 months ago
Kill Chain
Pro-Iranian Cyberattacks 2026: Unveiling the Threat to Critical Infrastructure
In early 2026, amid escalating geopolitical tensions, pro-Iranian cyber actors launched a series of coordinated cyberattacks targeting critical infrastructure in the United States and allied nations. These attacks aimed to disrupt essential services, including utilities and transportation systems, and were characterized by sophisticated techniques such as ransomware deployment and data exfiltration. The cyber offensive resulted in significant operational disruptions and financial losses, highlighting the evolving threat landscape posed by nation-state-sponsored cyber activities. This incident underscores the persistent and adaptive nature of cyber threats from nation-state actors, particularly in the context of geopolitical conflicts. Organizations are urged to enhance their cybersecurity posture by implementing robust defense mechanisms, conducting regular threat assessments, and fostering information-sharing partnerships to mitigate the risks associated with such sophisticated cyberattacks.
5 months ago
Kill Chain
Understanding OAuth Redirection Abuse in Phishing Attacks
In March 2026, Microsoft identified a sophisticated phishing campaign exploiting OAuth's redirection mechanisms to deliver malware. Attackers crafted URLs using legitimate identity providers like Microsoft Entra ID and Google Workspace, embedding them in phishing emails with themes such as e-signature requests and financial documents. When recipients clicked these links, they were redirected through trusted domains to attacker-controlled sites, leading to malware downloads. This method effectively bypassed traditional email and browser security defenses, resulting in significant compromises across government and public-sector organizations. ([microsoft.com](https://www.microsoft.com/en-us/security/blog/2026/03/02/oauth-redirection-abuse-enables-phishing-malware-delivery/?utm_source=openai)) This incident underscores a growing trend where threat actors leverage legitimate protocol features to conduct malicious activities. The abuse of OAuth redirection highlights the need for organizations to enhance monitoring of authentication flows and implement stricter controls over third-party application permissions to mitigate such evolving threats.
5 months ago
Kill Chain
IBM Bob's 2026 Prompt Injection Vulnerability Exposes AI Security Risks
In January 2026, security researchers at Prompt Armor identified a critical vulnerability in IBM's generative AI tool, Bob, which was in its beta phase. The flaw allowed for indirect prompt injection attacks, enabling malicious actors to embed hidden commands within emails or calendar entries. When Bob processed these inputs, it could be manipulated to perform unauthorized actions such as data exfiltration, malware execution, or establishing persistent system access. This vulnerability was particularly concerning due to Bob's integration capabilities with other applications, amplifying the potential attack surface. The incident underscores the inherent risks associated with AI systems that process untrusted data sources. As AI tools become more integrated into business workflows, the potential for such vulnerabilities increases, highlighting the need for robust security measures. Organizations must prioritize the development and implementation of safeguards to prevent prompt injection attacks and ensure the secure deployment of AI technologies.
5 months ago
Kill Chain
CrushFTP 2025 Brute-Force Attack Highlights Credential Vulnerabilities
In March 2025, CrushFTP servers were targeted by brute-force attacks exploiting default or weak credentials, particularly the 'crushadmin' account with the password 'crushadmin'. These attacks originated from IP address 5.189.139.225, a French IP with a history of exploit attempts targeting simple vulnerabilities. The attackers aimed to gain unauthorized administrative access, potentially leading to data exfiltration and system compromise. This incident underscores the critical importance of enforcing strong password policies and regularly updating default credentials to prevent unauthorized access. Organizations are advised to review their authentication mechanisms and implement multi-factor authentication where possible to mitigate such risks.
5 months 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.

