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 2977 to 2988 of 5988
SentinelOne's AI EDR Thwarts Zero-Day Supply Chain Attack Involving Anthropic's Claude AI
In March 2026, SentinelOne's AI-driven Endpoint Detection and Response (EDR) system autonomously identified and halted a zero-day supply chain attack involving a trojanized version of LiteLLM, a widely used proxy for LLM API calls. The compromised package, updated by Anthropic's Claude AI coding assistant without human intervention, attempted to execute malicious Python code across multiple customer environments. SentinelOne's Singularity Platform detected and blocked the payload before execution, preventing data theft, persistence, Kubernetes lateral movement, and encrypted exfiltration within hours of the attack's initiation. This incident underscores the escalating sophistication of supply chain attacks, particularly those exploiting AI-driven development tools. The rapid detection and mitigation by autonomous security systems highlight the necessity for organizations to adopt AI-native defenses capable of operating at machine speed to counteract evolving cyber threats.
5 months ago
Kill Chain
Identity-Based Attacks: The Predominant Cyber Threat in 2026
In 2026, identity-based attacks have emerged as the predominant cyber threat, with 67% of incidents involving compromised credentials, session tokens, or other forms of digital identity. Attackers increasingly exploit legitimate access methods, bypassing traditional security measures to infiltrate systems undetected. This shift underscores the critical need for organizations to enhance identity security protocols and adopt continuous monitoring strategies to detect and mitigate unauthorized access. The rise of identity-driven intrusions is further exacerbated by the integration of AI technologies, which enable adversaries to automate and scale their attacks more effectively. As a result, businesses must prioritize robust identity governance and implement advanced detection mechanisms to safeguard against these evolving threats.
5 months ago
Kill Chain
ArcaneDoor 2024: Unveiling the Cisco ASA Zero-Day Exploitation
In early 2024, a sophisticated cyber espionage campaign, dubbed 'ArcaneDoor,' targeted Cisco Adaptive Security Appliance (ASA) and Firepower Threat Defense (FTD) software. Attackers exploited zero-day vulnerabilities—CVE-2024-20353 and CVE-2024-20359—to implant malware, execute arbitrary code, and potentially exfiltrate data. The campaign primarily affected government entities, leveraging the compromised devices as persistent footholds within networks. ([techtarget.com](https://www.techtarget.com/searchsecurity/news/366582137/Cisco-zero-day-flaws-in-ASA-FTD-software-under-attack?utm_source=openai)) This incident underscores the critical need for organizations to promptly apply security patches and maintain up-to-date systems. The exploitation of edge devices highlights a growing trend where attackers focus on perimeter infrastructure to gain initial access, emphasizing the importance of comprehensive security strategies that encompass both endpoint and network defenses.
5 months ago
Kill Chain
APT41's 2026 Cloud Credential Theft: A Wake-Up Call for Cloud Security
In early 2026, the Chinese state-sponsored threat group APT41 launched a sophisticated campaign targeting Linux-based cloud environments across AWS, Google Cloud Platform, Microsoft Azure, and Alibaba Cloud. Utilizing an undetectable ELF backdoor, the group harvested cloud credentials and metadata, enabling unauthorized access and potential data exfiltration. The malware employed typosquatting techniques and covert command-and-control channels over SMTP port 25, effectively evading traditional detection mechanisms. This incident underscores the evolving tactics of APT41, highlighting their focus on cloud infrastructure and the challenges in detecting such advanced persistent threats. Organizations must enhance their cloud security measures, monitor for anomalous activities, and implement robust detection strategies to mitigate similar threats.
5 months ago
Kill Chain
FreePBX 2026: INJ3CTOR3's EncystPHP Web Shell Exploitation
In early 2026, over 900 Sangoma FreePBX instances were compromised through the exploitation of a post-authentication command injection vulnerability, CVE-2025-64328. This flaw allowed attackers, notably the INJ3CTOR3 group, to deploy the EncystPHP web shell, enabling remote command execution and persistent access. The majority of affected systems were located in the United States, with significant numbers also in Brazil, Canada, Germany, and France. The exploitation led to unauthorized outbound calls and potential lateral movement within networks. This incident underscores the critical importance of promptly applying security patches and restricting administrative access to trusted networks. The widespread nature of these attacks highlights the ongoing threat to VoIP infrastructures and the necessity for organizations to implement robust security measures to protect against such vulnerabilities.
5 months ago
Kill Chain
GitHub Actions Supply Chain Attack 2025: Lessons Learned
In March 2025, a significant supply chain attack targeted GitHub Actions, specifically compromising the widely-used 'tj-actions/changed-files' repository. Attackers injected malicious code into this action, causing it to expose sensitive secrets from Continuous Integration/Continuous Deployment (CI/CD) workflows by printing them into public logs. This breach, identified as CVE-2025-30066, affected thousands of repositories relying on the compromised action, leading to potential unauthorized access and data breaches. This incident underscores the escalating threats to software supply chains, particularly within CI/CD environments. It highlights the critical need for organizations to implement stringent security measures, such as pinning dependencies to specific versions, regularly auditing third-party components, and enhancing monitoring of CI/CD pipelines to detect and mitigate such vulnerabilities promptly.
5 months ago
Kill Chain
GitHub's 2025 Open Source Vulnerability Report: Key Insights
In 2025, GitHub's Advisory Database reported 4,101 reviewed advisories, marking the lowest count since 2021. This decline is attributed to a reduction in backfilling older vulnerabilities, while newly reported vulnerabilities increased by 19% year-over-year. Notably, npm malware advisories surged by 69%, driven by large-scale campaigns like SHA1-Hulud. Additionally, there was a significant rise in vulnerabilities related to resource exhaustion, unsafe deserialization, and server-side request forgery. These trends underscore the evolving threat landscape in open-source software. ([github.blog](https://github.blog/security/supply-chain-security/a-year-of-open-source-vulnerability-trends-cves-advisories-and-malware/?utm_source=openai)) The current relevance of this incident lies in the persistent and growing threats targeting open-source ecosystems. The increase in new vulnerabilities and sophisticated malware campaigns highlights the need for continuous vigilance and proactive security measures among developers and organizations relying on open-source components.
5 months ago
Kill Chain
Marimo 2026 Pre-Auth RCE Vulnerability Exploited
In April 2026, a critical pre-authentication remote code execution (RCE) vulnerability, identified as CVE-2026-39987, was discovered in Marimo, a popular open-source Python notebook platform. This flaw allowed unauthenticated attackers to gain full PTY shell access via the /terminal/ws WebSocket endpoint, enabling arbitrary system command execution. Exploitation was observed within 10 hours of public disclosure, with attackers swiftly leveraging the vulnerability to exfiltrate sensitive information. The issue affected all Marimo versions up to 0.20.4 and was addressed in version 0.23.0. ([thehackernews.com](https://thehackernews.com/2026/04/marimo-rce-flaw-cve-2026-39987.html?utm_source=openai)) The rapid exploitation of CVE-2026-39987 underscores the critical need for immediate patching and vigilant monitoring of open-source tools. This incident highlights the growing trend of attackers targeting vulnerabilities in widely-used development platforms, emphasizing the importance of proactive security measures in software development environments.
5 months ago
Kill Chain
Adobe Acrobat Reader CVE-2026-34621: Critical Prototype Pollution Vulnerability
In April 2026, Adobe released emergency updates to address a critical vulnerability (CVE-2026-34621) in Acrobat Reader, which had been actively exploited since at least December 2025. This 'Prototype Pollution' flaw allowed attackers to execute arbitrary code on affected systems when users opened malicious PDF files. The vulnerability impacted versions 24.001.30356, 26.001.21367, and earlier, across both Windows and macOS platforms. Successful exploitation could lead to full system compromise, including data theft and unauthorized control over the device. The incident underscores the persistent threat posed by zero-day vulnerabilities and the importance of timely software updates. Organizations are reminded to maintain robust patch management practices and to exercise caution when handling unsolicited documents, especially those received via email or social channels.
5 months ago
Kill Chain
CPUID 2026 Supply Chain Attack: A Wake-Up Call for Software Security
In April 2026, CPUID's official website was compromised for approximately six hours, leading to the distribution of malware through its popular CPU-Z and HWMonitor tools. Attackers exploited a secondary API to redirect download links to malicious installers, which deployed the STX RAT—a remote access trojan designed to steal browser credentials and other sensitive information. The malware utilized advanced evasion techniques, operating primarily in-memory to bypass standard detection mechanisms. CPUID has since resolved the breach and restored the integrity of its download links. This incident underscores the growing trend of supply chain attacks targeting widely-used software utilities. The reuse of infrastructure from previous campaigns, such as the FileZilla incident in March 2026, highlights the persistent threat posed by sophisticated threat actors. Organizations and individuals are advised to exercise caution when downloading software, even from trusted sources, and to implement robust security measures to detect and prevent such compromises.
5 months ago
Kill Chain
Operation Atlantic 2026: A Landmark in Combating Cryptocurrency Fraud
In March 2026, Operation Atlantic, a collaborative effort led by the UK's National Crime Agency (NCA) alongside the U.S. Secret Service, Ontario Provincial Police, and Ontario Securities Commission, targeted cryptocurrency fraud across the UK, Canada, and the United States. The operation identified over 20,000 victims and froze more than $12 million in suspected criminal proceeds obtained through 'approval phishing' scams, where victims were deceived into granting access to their cryptocurrency wallets. Additionally, the operation uncovered over $45 million in stolen cryptocurrency linked to global fraud schemes. ([nationalcrimeagency.gov.uk](https://www.nationalcrimeagency.gov.uk/news/fraudsters-targeting-cryptocurrency-stopped-and-12-million-frozen-in-nca-led-operation-atlantic?utm_source=openai)) This incident underscores the escalating threat of sophisticated phishing attacks in the cryptocurrency sector, highlighting the necessity for enhanced security measures and international cooperation to protect digital assets. The success of Operation Atlantic demonstrates the effectiveness of public-private partnerships in combating cybercrime and sets a precedent for future collaborative efforts to safeguard investors and maintain trust in the cryptocurrency market.
- Investment Banking/Venture
- Investment Management/Hedge Fund/Private Equity
- Computer/Network Security
5 months ago
Kill Chain
Unveiling Webloc: The Ad-Based Geolocation Surveillance Tool Used by Law Enforcement
In April 2026, Citizen Lab uncovered that law enforcement agencies in Hungary, El Salvador, and the United States utilized Webloc, an ad-based geolocation surveillance system developed by Cobwebs Technologies and later sold by Penlink. Webloc accesses data from up to 500 million mobile devices worldwide, including device identifiers, location coordinates, and profile data harvested from mobile apps and digital advertising. This system enables authorities to monitor individuals' locations and movements without warrants, raising significant privacy and civil liberties concerns. The revelation underscores the growing use of commercial data for surveillance purposes, highlighting the need for stringent oversight and regulation to protect individual privacy rights.
5 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.
