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 3661 to 3672 of 5960
Critical Security Flaws Uncovered in Anthropic's Claude Code
In early 2026, multiple critical vulnerabilities were discovered in Anthropic's Claude Code, an AI-powered coding assistant. These flaws allowed attackers to execute arbitrary code and exfiltrate API keys by exploiting configuration mechanisms such as Hooks, Model Context Protocol (MCP) servers, and environment variables. Notably, CVE-2026-21852 enabled malicious repositories to leak Anthropic API keys before users confirmed trust, potentially compromising sensitive data and infrastructure. ([thehackernews.com](https://thehackernews.com/2026/02/claude-code-flaws-allow-remote-code.html?utm_source=openai)) The incident underscores the evolving threat landscape in AI-driven development environments, highlighting the need for robust security measures in automated tools. As AI integration in software development grows, ensuring the integrity of configuration files and implementing strict trust mechanisms become imperative to prevent similar vulnerabilities.
6 months ago
Kill Chain
Malicious Next.js Repositories Exploit Developers via Fake Job Interviews
In February 2026, a sophisticated cyberattack campaign was identified targeting software developers through malicious Next.js repositories. Attackers, linked to North Korean state-sponsored groups, posed as recruiters offering fake job interviews. They lured developers into cloning and executing compromised repositories, leading to remote code execution and establishing persistent command-and-control channels on infected machines. This method allowed attackers to access sensitive assets such as source code, environment secrets, and cloud resources. ([darkreading.com](https://www.darkreading.com/cyberattacks-data-breaches/malicious-nextjs-repos-developers-fake-job-interviews?utm_source=openai)) This incident underscores a growing trend of targeting developers through social engineering tactics, exploiting routine workflows to infiltrate development environments. The use of legitimate platforms like Next.js and GitHub in these attacks highlights the need for heightened vigilance and robust security measures within the software development community. ([microsoft.com](https://www.microsoft.com/en-us/security/blog/2026/02/24/c2-developer-targeting-campaign/?utm_source=openai))
6 months ago
Kill Chain
Lazarus Group's Medusa Ransomware Assaults on U.S. Critical Infrastructure in 2025
In early 2025, the North Korean state-sponsored Lazarus Group launched a series of sophisticated ransomware attacks targeting critical infrastructure sectors, notably healthcare and education, in the United States. Utilizing the Medusa ransomware, the group employed advanced tactics such as exploiting unpatched software vulnerabilities and deploying custom malware tools like Comebacker backdoor and Blindingcan RAT. These attacks led to significant data breaches, operational disruptions, and substantial financial losses for the affected organizations. ([secure.com](https://www.secure.com/news/north-koreas-lazarus-group-is-running-medusa-ransomware-attacks-on-u-s-healthcare?utm_source=openai)) The Lazarus Group's adoption of Medusa ransomware underscores a concerning trend of state-sponsored actors leveraging ransomware-as-a-service platforms to conduct financially motivated cyberattacks. This evolution highlights the urgent need for organizations to enhance their cybersecurity defenses, particularly in sectors handling sensitive data, to mitigate the risks posed by such advanced persistent threats.
6 months ago
Kill Chain
AI-Accelerated Cyberattacks in 2025: A 65% Increase in Speed
In 2025, cyber adversaries significantly enhanced their capabilities by integrating artificial intelligence (AI) into their attack strategies, leading to an 89% increase in AI-enabled operations. This integration resulted in a dramatic reduction in the average breakout time—the period between initial network intrusion and lateral movement—to just 29 minutes, a 65% acceleration from the previous year. Notably, the fastest observed breakout occurred in a mere 27 seconds. Attackers exploited AI systems by injecting malicious prompts into generative AI tools across more than 90 organizations, facilitating credential and cryptocurrency theft. Additionally, vulnerabilities in AI development platforms were leveraged to establish persistence and deploy ransomware, while some adversaries set up malicious AI servers impersonating trusted services to intercept sensitive data. ([crowdstrike.com](https://www.crowdstrike.com/en-us/press-releases/2026-crowdstrike-global-threat-report/?utm_source=openai)) This escalation underscores a critical shift in the cyber threat landscape, where AI serves both as an accelerant for adversarial operations and as a target for exploitation. The rapid adoption of AI by threat actors necessitates that organizations enhance their defensive measures to counteract these sophisticated, AI-driven attacks effectively. ([crowdstrike.com](https://www.crowdstrike.com/en-us/blog/crowdstrike-2026-global-threat-report-findings/?utm_source=openai))
6 months ago
Kill Chain
Understanding TOAD Attacks: Bypassing Email Security Through Social Engineering
In early 2025, cybercriminals escalated the use of Telephone-Oriented Attack Delivery (TOAD) techniques to bypass traditional email security measures. These attacks involve sending emails that appear to be from legitimate services, such as Microsoft Entra, Zoom, or Hulu+, containing fake invoices or alerts with a phone number for recipients to call. Upon calling, victims are connected to fraudulent call centers where they are manipulated into downloading remote access software, granting attackers control over their systems. This method effectively circumvents email filters by excluding malicious links or attachments, relying instead on social engineering tactics to exploit human trust. ([cybernews.com](https://cybernews.com/security/new-toad-phishing-campaign-targets-microsoft-entra-invitees-with-fake-invoices/?utm_source=openai)) The prevalence of TOAD attacks underscores a significant shift in phishing strategies, emphasizing the need for organizations to enhance their security awareness training and adopt multi-layered defense mechanisms. As these attacks exploit trusted communication channels and human psychology, traditional technical defenses alone are insufficient, highlighting the urgency for comprehensive security approaches that address both technological and human factors. ([phishcloud.com](https://phishcloud.com/toad-phishing-attack-prevention/?utm_source=openai))
6 months ago
Kill Chain
Operation Red Card 2.0: A Landmark Cybercrime Crackdown in Africa
Between December 8, 2025, and January 30, 2026, Operation Red Card 2.0, coordinated by INTERPOL, led to the arrest of 651 individuals across 16 African countries, including Nigeria and Kenya. The operation targeted high-yield investment scams, mobile money fraud, and fraudulent mobile loan applications, resulting in the recovery of over $4.3 million and the dismantling of 1,442 malicious infrastructures. Investigations revealed financial losses exceeding $45 million, affecting 1,247 victims globally. Notable actions included the dismantling of a high-yield investment fraud ring in Nigeria and the arrest of 27 individuals in Kenya linked to scams exploiting messaging apps and social media platforms. ([nairametrics.com](https://nairametrics.com/2026/02/19/interpol-backed-operation-recovers-4-3m-from-cybercrime-in-nigeria-kenya-others/?utm_source=openai)) This operation underscores the escalating threat of cybercrime in Africa, driven by rapid digitalization and the proliferation of online financial services. The success of Operation Red Card 2.0 highlights the critical importance of international collaboration and intelligence sharing in combating transnational cyber threats. Organizations are urged to enhance their cybersecurity measures and remain vigilant against evolving cybercriminal tactics.
6 months ago
Kill Chain
Critical Security Flaws Discovered in Gardyn Home Kit: What You Need to Know
In February 2026, multiple critical vulnerabilities were identified in the Gardyn Home Kit, an AI-powered indoor gardening system. These flaws included insecure credential exchange (CVE-2025-29628), weak default SSH credentials (CVE-2025-29629), command injection vulnerabilities (CVE-2025-29631), and API credential leakage (CVE-2025-1242). Exploitation could have allowed unauthenticated users to remotely control devices, access user information, and pivot to other devices within the Gardyn cloud environment. Gardyn promptly addressed these issues by releasing firmware updates and advising users to ensure their devices were connected to the internet to receive automatic updates. ([mygardyn.com](https://mygardyn.com/blog/security-update/?utm_source=openai)) This incident underscores the growing security challenges in IoT devices, particularly those integrated into personal living spaces. The vulnerabilities highlight the importance of robust security practices in the development and maintenance of smart home technologies to prevent unauthorized access and potential data breaches.
6 months ago
Kill Chain
Critical Vulnerability in Soliton Systems' FileZen: Immediate Action Required
In February 2026, a critical OS command injection vulnerability (CVE-2026-25108) was identified in Soliton Systems' FileZen file transfer appliance. This flaw allows authenticated users to execute arbitrary operating system commands via specially crafted HTTP requests when the Antivirus Check Option is enabled. Affected versions include FileZen V5.0.0 to V5.0.10 and V4.2.1 to V4.2.8. Exploitation of this vulnerability could lead to full system compromise, data theft, and unauthorized access to sensitive information. ([nvd.nist.gov](https://nvd.nist.gov/vuln/detail/CVE-2026-25108?utm_source=openai)) The inclusion of CVE-2026-25108 in CISA's Known Exploited Vulnerabilities Catalog underscores the urgency for organizations to address this issue promptly. With active exploitation observed, entities using vulnerable versions of FileZen are at heightened risk. Immediate patching to version V5.0.11 or later is strongly recommended to mitigate potential threats. ([helpnetsecurity.com](https://www.helpnetsecurity.com/2026/02/25/cve-2026-25108-filezen-vulnerability-exploited/?utm_source=openai))
6 months ago
Kill Chain
L3Harris Executive Sentenced for Selling Zero-Day Exploits to Russian Broker
In February 2026, Peter Williams, a former executive at L3Harris's cyber division Trenchant, was sentenced to 87 months in prison for selling eight zero-day exploits to a Russian broker, Operation Zero. Over a three-year period, Williams stole proprietary cyber tools intended for exclusive use by the U.S. government and its allies, causing an estimated $35 million in losses to L3Harris. He received approximately $1.3 million in cryptocurrency for the stolen exploits, which he used to purchase luxury items. This case underscores the severe risks posed by insider threats within defense contracting firms, especially concerning sensitive cybersecurity tools. The incident highlights the critical need for robust internal security measures and monitoring to prevent unauthorized access and exfiltration of proprietary information. Additionally, the U.S. Department of the Treasury sanctioned Operation Zero and its founder, Sergey Zelenyuk, for their role in acquiring and distributing cyber tools harmful to U.S. national security.
6 months ago
Kill Chain
VulnCheck 2025 Exploit Intelligence Report: Key Findings
In 2025, VulnCheck identified over 40,000 newly published vulnerabilities, yet only 1% (approximately 422) were exploited in the wild. This highlights a significant challenge in vulnerability management, as defenders struggle to prioritize amidst the overwhelming volume of disclosed vulnerabilities. Notably, network edge devices accounted for 28% of the top targeted technologies, underscoring their critical role in organizational security. The rapid exploitation of vulnerabilities, with nearly a third being weaponized within 24 hours of disclosure, emphasizes the need for organizations to enhance their patch management processes and adopt proactive security measures to mitigate emerging threats effectively. ([vulncheck.com](https://www.vulncheck.com/blog/state-of-exploitation-2026?utm_source=openai))
6 months ago
Kill Chain
Unveiling the 2025 Chinese ChatGPT Harassment Campaign
In 2025, OpenAI identified and disrupted a Chinese state-sponsored influence operation that utilized ChatGPT to orchestrate a global online harassment campaign targeting critics of the Chinese government. The operation involved generating and disseminating propaganda, crafting phishing emails, and impersonating U.S. officials to intimidate dissidents. The actors employed ChatGPT to create content in multiple languages, including English, Chinese, and Urdu, and to draft internal performance reviews detailing their activities. This campaign underscores the evolving use of AI tools in state-sponsored cyber operations, highlighting the need for vigilant monitoring and robust countermeasures to protect against such sophisticated threats.
6 months ago
Kill Chain
Lazarus Group's Medusa Ransomware Attacks on Healthcare in 2026
In early 2026, the North Korean state-sponsored Lazarus Group initiated a series of cyberattacks targeting healthcare organizations in the United States and the Middle East using Medusa ransomware. These attacks involved deploying the ransomware to encrypt critical data, followed by ransom demands averaging $260,000. Notably, the group targeted a mental health nonprofit and an educational facility for autistic children in the U.S. ([theregister.com](https://www.theregister.com/2026/02/24/north_koreas_lazarus_group_healthcare_medusa_ransomware/?utm_source=openai)). The attackers utilized a suite of tools, including the Comebacker backdoor and Blindingcan remote access trojan, to infiltrate and compromise systems. ([scworld.com](https://www.scworld.com/news/north-koreas-lazarus-group-targets-us-middle-east-healthcare-sectors?utm_source=openai)) This incident underscores the Lazarus Group's continued evolution and adaptability in cyber warfare, highlighting the persistent threat posed by state-sponsored actors to critical infrastructure sectors. The healthcare industry's vulnerability to such attacks emphasizes the urgent need for enhanced cybersecurity measures and international cooperation to mitigate the risks associated with sophisticated ransomware campaigns.
6 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.

