✨ No need to do from scratch. Deploy a Validated Containment Architecture built for your AI platform. →Deploy a Validated Containment Architecture for your AI platform. →A Validated Containment Architecture for your AI platform. →Validated Containment Architectures are here. →Contain Threats NowExplore✨
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 2617 to 2628 of 5175
Hive0163's AI-Generated Slopoly Malware: A New Era of Ransomware Attacks
In early 2026, the financially motivated threat actor Hive0163 executed a ransomware attack utilizing an AI-generated malware named Slopoly. The attack began with a social engineering tactic called ClickFix, tricking victims into executing a PowerShell command that downloaded NodeSnake, a known malware associated with Hive0163. NodeSnake established persistence and facilitated the deployment of Interlock RAT, which in turn delivered Slopoly. Slopoly, developed with the assistance of a large language model, functioned as a backdoor, maintaining persistent access to the compromised server for over a week. It communicated with a command-and-control server, enabling the execution of commands and exfiltration of data. This incident underscores the evolving threat landscape where AI is leveraged to expedite malware development, reducing the time required for threat actors to create and deploy sophisticated attacks. The use of AI in malware creation signifies a shift towards more efficient and scalable cyber threats, necessitating enhanced defensive measures and vigilance.
5 months ago
Kill Chain
VENON Malware: A New Rust-Based Threat Targeting Brazilian Banks
In March 2026, cybersecurity researchers identified a new banking malware named VENON, written in Rust, targeting 33 Brazilian financial institutions. VENON employs sophisticated techniques, including DLL side-loading and credential-stealing overlays, to compromise Windows systems. The malware's distribution method involves social engineering tactics, such as enticing users to download malicious ZIP archives via PowerShell scripts. Once executed, VENON performs multiple evasion techniques before establishing a connection to its command-and-control server, enabling remote control over infected systems. This incident underscores a significant shift in the Latin American cybercrime landscape, with threat actors adopting advanced programming languages like Rust to enhance malware capabilities and evade detection. The emergence of VENON highlights the evolving sophistication of banking trojans in the region, necessitating heightened vigilance and advanced security measures among financial institutions.
5 months ago
Kill Chain
Cyberhaven's 2024 Chrome Extension Breach: A Supply Chain Attack Case Study
In December 2024, Cyberhaven, a data-loss prevention company, experienced a significant security breach when attackers compromised their Chrome Web Store account through a phishing attack. This allowed the publication of a malicious update (version 24.10.4) to their Chrome extension, which was automatically distributed to users. The compromised extension exfiltrated sensitive data, including authenticated sessions and cookies, to an attacker-controlled domain. The malicious version was available for approximately 25 hours before detection and removal. ([techcrunch.com](https://techcrunch.com/2024/12/27/cyberhaven-says-it-was-hacked-to-publish-a-malicious-update-to-its-chrome-extension/?utm_source=openai)) This incident underscores the escalating threat of supply chain attacks targeting browser extensions. With the increasing reliance on browser-based tools in enterprise environments, such attacks can lead to widespread data breaches and operational disruptions. Organizations must enhance their security protocols to mitigate such risks.
5 months ago
Kill Chain
INC Ransomware Group's 2025 Assault on Oceania's Healthcare Sector
Between July 2024 and December 2025, the INC Ransomware Group orchestrated a series of attacks targeting healthcare organizations across Australia, New Zealand, and Tonga. Utilizing tactics such as spear-phishing, exploitation of unpatched systems, and leveraging credentials from initial access brokers, the group infiltrated networks, exfiltrated sensitive data, and deployed ransomware to encrypt critical systems. Notably, in June 2025, INC disrupted Tonga's Ministry of Health, effectively shutting down core national services. ([darkreading.com](https://www.darkreading.com/threat-intelligence/inc-ransomware-healthcare-oceania?utm_source=openai)) This incident underscores the escalating threat of ransomware attacks on the healthcare sector, emphasizing the need for robust cybersecurity measures, timely patch management, and comprehensive incident response strategies to safeguard patient data and ensure the continuity of essential health services.
5 months ago
Kill Chain
Xygeni GitHub Action Compromised via Tag Poisoning in 2026
In early March 2026, Xygeni's GitHub Action, xygeni-action, was compromised through a tag poisoning attack. An attacker with access to compromised credentials created pull requests injecting obfuscated shell code into action.yml. Although these pull requests were blocked by branch protection rules and not merged into the main branch, the attacker exploited the compromised GitHub App credentials to move the mutable v5 tag to point at a malicious commit. This allowed any workflow referencing xygeni/xygeni-action@v5 to fetch and execute the compromised code, resulting in a supply chain compromise via tag poisoning. Workflows using xygeni/xygeni-action@v5 during the affected window (approximately March 3–10, 2026) executed a command-and-control (C2) implant that granted the attacker arbitrary command execution on the CI runner for up to 180 seconds per workflow run. This incident underscores the critical need for robust security measures in CI/CD pipelines to prevent similar supply chain attacks.
5 months ago
Kill Chain
Mirai Botnet 2016: A Wake-Up Call for IoT Security
In October 2016, the Mirai botnet exploited default credentials on IoT devices to orchestrate one of the largest Distributed Denial-of-Service (DDoS) attacks in history. By scanning the internet for devices with open Telnet ports and using a list of common default usernames and passwords, Mirai infected hundreds of thousands of devices, including routers and IP cameras. These compromised devices were then used to launch massive DDoS attacks, notably targeting DNS provider Dyn, which resulted in widespread internet outages affecting major websites like Twitter, Netflix, and Amazon. The incident underscored the critical security risk posed by default credentials in IoT devices and highlighted the need for manufacturers and users to implement stronger security practices. ([en.wikipedia.org](https://en.wikipedia.org/wiki/Mirai_%28malware%29?utm_source=openai)) The Mirai attack remains relevant today as IoT device proliferation continues, with many devices still shipping with default credentials. Recent studies indicate that a significant percentage of IoT devices retain factory-default passwords, making them susceptible to similar exploitation. This ongoing vulnerability emphasizes the importance of changing default credentials and implementing robust security measures to protect against potential large-scale cyberattacks. ([vulnsy.com](https://www.vulnsy.com/vulnerabilities/default-and-weak-iot-credentials?utm_source=openai))
5 months ago
Kill Chain
Microsoft Copilot's 2026 Reprompt Exploit: A Wake-Up Call for AI Security
In early 2026, a critical vulnerability known as the "Reprompt" exploit was discovered in Microsoft Copilot by Varonis Threat Labs. This flaw allowed attackers to embed a "q parameter" within phishing links, which, when clicked, silently activated Copilot to exfiltrate sensitive user data to attacker-controlled servers. Remarkably, this attack required no further user interaction beyond the initial click, effectively bypassing existing enterprise security controls. Microsoft promptly addressed and patched the vulnerability by January 13, 2026. ([windowscentral.com](https://www.windowscentral.com/artificial-intelligence/microsoft-copilot/copilot-ai-reprompt-exploit-detailed-2026?utm_source=openai)) The Reprompt exploit underscores the escalating sophistication of AI-targeted cyberattacks, highlighting the necessity for continuous vigilance and robust security measures in AI-integrated applications. As AI systems become more embedded in daily workflows, ensuring their security against such advanced threats is paramount.
5 months ago
Kill Chain
Contagious Interview 2026: A Wake-Up Call for Developer Security
In early 2026, North Korean state-sponsored hackers launched the 'Contagious Interview' campaign, targeting software developers through fake job interviews. Posing as recruiters, they lured victims into cloning malicious repositories from platforms like GitHub and opening them in Visual Studio Code. Upon granting trust to these repositories, embedded malicious payloads executed automatically, establishing backdoors for data theft and persistent access. ([microsoft.com](https://www.microsoft.com/en-us/security/blog/2026/03/11/contagious-interview-malware-delivered-through-fake-developer-job-interviews/?utm_source=openai)) This incident underscores the evolving sophistication of social engineering attacks, particularly within trusted development environments. The exploitation of Visual Studio Code's trusted workspace feature highlights the need for heightened vigilance and security measures in developer workflows. ([csoonline.com](https://www.csoonline.com/article/4119927/contagious-interview-turns-vs-code-into-an-attack-vector.html?utm_source=openai))
5 months ago
Kill Chain
DigitalMint Insider Ransomware Scheme Unveiled
In 2023, Angelo John Martino III, a ransomware negotiator at DigitalMint, exploited his position to orchestrate at least 10 ransomware attacks, extorting over $75 million. Martino, along with co-conspirators, infiltrated networks, encrypted data, and demanded ransoms, even negotiating with victims he had attacked. This breach highlights the severe risks posed by insider threats in cybersecurity firms. The incident underscores the critical need for robust internal controls and vigilant monitoring to prevent such breaches, especially as ransomware tactics evolve and insider threats become more sophisticated.
5 months ago
Kill Chain
PhantomRaven NPM Attack 2026: A Wake-Up Call for Open-Source Security
Between November 2025 and February 2026, the 'PhantomRaven' supply-chain attack targeted the npm registry, introducing 88 malicious packages through 50 disposable accounts. These packages, often mimicking legitimate projects like Babel and GraphQL Codegen, utilized a technique called Remote Dynamic Dependencies (RDD) to fetch and execute malicious code from external URLs during installation. The malware harvested sensitive information from developers' systems, including emails, CI/CD tokens, and system details, subsequently exfiltrating this data to the attackers' command-and-control servers. ([bleepingcomputer.com](https://www.bleepingcomputer.com/news/security/new-phantomraven-npm-attack-wave-steals-dev-data-via-88-packages/?utm_source=openai)) This incident underscores the escalating threat of supply-chain attacks in open-source ecosystems, highlighting the need for developers to exercise caution when integrating third-party packages. The use of AI-generated package names and sophisticated evasion techniques like RDD exemplify the evolving tactics of threat actors, emphasizing the importance of vigilant package management and verification practices.
5 months ago
Kill Chain
Stryker's 2026 Cyberattack: A Wake-Up Call for Healthcare Cybersecurity
In March 2026, Stryker Corporation, a leading medical technology company, experienced a significant cyberattack attributed to the pro-Iranian hacktivist group Handala. The attackers claimed to have infiltrated Stryker's global network, exfiltrated 50 terabytes of sensitive data, and deployed wiper malware that erased data on over 200,000 systems, servers, and mobile devices. This attack led to widespread operational disruptions across Stryker's offices in 79 countries, severely impacting their ability to deliver medical products and services. ([investing.com](https://www.investing.com/news/stock-market-news/stryker-stock-falls-34-on-iranlinked-cyberattack-report-93CH-4554963?utm_source=openai)) This incident underscores the escalating threat posed by politically motivated cyberattacks targeting critical infrastructure sectors. Organizations in the healthcare and medical technology industries must enhance their cybersecurity measures to protect against such sophisticated and destructive attacks.
5 months ago
Kill Chain
Critical n8n RCE Vulnerability (CVE-2025-68613) Exposes Systems to Full Compromise
In December 2025, a critical Remote Code Execution (RCE) vulnerability, identified as CVE-2025-68613, was discovered in n8n, an open-source workflow automation platform. This flaw allowed authenticated users to execute arbitrary code on the server by exploiting insufficient isolation in the workflow expression evaluation system. Successful exploitation could lead to full system compromise, including unauthorized access to sensitive data and modification of workflows. ([nvd.nist.gov](https://nvd.nist.gov/vuln/detail/CVE-2025-68613?utm_source=openai)) The vulnerability was addressed in n8n versions 1.120.4, 1.121.1, and 1.122.0. However, as of March 2026, over 40,000 unpatched instances remain exposed online, with significant concentrations in North America and Europe. ([bleepingcomputer.com](https://www.bleepingcomputer.com/news/security/cisa-orders-feds-to-patch-n8n-rce-flaw-exploited-in-attacks/?utm_source=openai))
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.

