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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 1813 to 1824 of 5141
Google Patches Critical RCE Vulnerability in Gemini CLI
In April 2026, Google addressed a critical security vulnerability in the Gemini CLI, specifically affecting the "@google/gemini-cli" npm package and the "google-github-actions/run-gemini-cli" GitHub Actions workflow. This flaw, assigned a CVSS score of 10.0, allowed unprivileged external attackers to execute arbitrary commands on host systems by injecting malicious content into Gemini configuration files. The vulnerability was particularly concerning in Continuous Integration (CI) environments where Gemini CLI operated in headless mode, automatically trusting workspace folders and potentially leading to remote code execution via malicious environment variables in the local .gemini/ directory. ([thehackernews.com](https://thehackernews.com/2026/04/google-fixes-cvss-10-gemini-cli-ci-rce.html?utm_source=openai)) The incident underscores the critical importance of securing CI/CD pipelines against supply chain attacks. As organizations increasingly rely on automated workflows, ensuring that tools like Gemini CLI do not implicitly trust unverified inputs is essential to prevent potential exploitation and maintain the integrity of development environments.
3 months ago
Kill Chain
Critical Vulnerability in ABB Ability Edgenius: Immediate Action Required
In November 2025, a critical authentication bypass vulnerability (CVE-2025-10571) was identified in ABB Ability Edgenius versions 3.2.0.0 and 3.2.1.1. This flaw allows unauthenticated attackers on adjacent networks to send specially crafted messages to the system node, enabling them to install and run arbitrary code, uninstall applications, and modify configurations of installed applications. The vulnerability has a CVSS v3.1 base score of 9.6, indicating its critical severity. ABB has released version 3.2.2.0 to address this issue and recommends immediate upgrading. ([library.e.abb.com](https://library.e.abb.com/public/6fed91aad9034910b99298c58e407979/7PAA022088_B_en_Edgenius%20Management%20Portal%20Authentication%20Bypass.pdf?x-sign=4U%2FLxIrP3%2FTAiNhR45U6GCkLpQhWbUhpnelc58Oz1NsjOPYafSbXv48t5cNUuiBc&utm_source=openai)) The discovery of this vulnerability underscores the increasing risks associated with edge computing platforms in industrial environments. As these systems often bridge IT and operational technology (OT) networks, their compromise can lead to significant operational disruptions and safety hazards. Organizations must prioritize securing such platforms to prevent unauthorized access and potential exploitation.
3 months ago
Kill Chain
DEEP#DOOR: Unveiling the Python Backdoor Exploiting Tunneling Services
In April 2026, cybersecurity researchers identified a sophisticated Python-based backdoor framework named DEEP#DOOR targeting Windows systems. The attack initiates with an obfuscated batch script that disables Windows security features and extracts an embedded Python payload, establishing persistence through multiple mechanisms such as startup folder entries, registry run keys, and scheduled tasks. The malware communicates with attacker infrastructure via a public TCP tunneling service, enabling remote command execution and extensive surveillance capabilities, including keylogging, screenshot capture, and credential harvesting from browsers and cloud services. DEEP#DOOR employs advanced evasion techniques, including sandbox and virtual machine detection, to avoid detection and complicate incident response efforts. This incident underscores the evolving sophistication of threat actors who leverage fileless, script-driven intrusion frameworks that utilize native system components and interpreted languages like Python. The use of public tunneling services for command-and-control communications highlights a trend towards minimizing forensic footprints and blending malicious traffic with legitimate network activity, posing significant challenges for traditional detection methods.
3 months ago
Kill Chain
Critical Security Vulnerabilities Discovered in ABB AWIN Gateways
In March 2026, ABB disclosed multiple vulnerabilities in its AWIN Gateways, specifically affecting firmware versions 2.0-0 and 2.0-1 on the GW100 rev.2, and versions 1.2-0 and 1.2-1 on the GW120. These vulnerabilities include authentication bypass by capture-replay (CVE-2025-13777), missing authentication for critical functions leading to remote device reboot (CVE-2025-13778), and unauthorized access to system configurations revealing sensitive details (CVE-2025-13779). Exploitation of these flaws could allow attackers to gain unauthorized access, disrupt device operations, and expose confidential information. ([library.e.abb.com](https://library.e.abb.com/public/3df44661342a482f9b39595fb1457446/4JNO000329_A_en%20Vulnerabilities%20in%20Embedded%20Webserver.pdf?x-sign=hpo%2FlHiVW9S%2FJFfI7on%2BhNiDyo6eVzQkPp6%2BJB4nbIGqiVRH4VpRTPwCRDjUFbLP&utm_source=openai)) The disclosure underscores the critical need for robust security measures in industrial control systems, as such vulnerabilities can have significant operational and safety implications. Organizations utilizing ABB AWIN Gateways should promptly apply the recommended firmware updates and review their network security protocols to mitigate potential risks.
3 months ago
Kill Chain
Critical Vulnerabilities in ABB Ability Symphony Plus Engineering: Immediate Action Required
In April 2026, ABB disclosed multiple vulnerabilities in its Ability Symphony Plus Engineering software, primarily due to outdated PostgreSQL components. These vulnerabilities, including CVE-2023-5869, CVE-2023-39417, CVE-2024-7348, and CVE-2024-0985, could allow attackers with network access to execute arbitrary code, potentially compromising entire systems. Affected versions range from 2.2 to 2.4 SP2. ABB has released updates to address these issues and recommends immediate application to mitigate risks. This incident underscores the critical importance of timely software updates and robust network security practices in industrial control systems. Organizations must remain vigilant against emerging threats targeting outdated components to ensure operational integrity and security.
3 months ago
Kill Chain
Bishop Fox Unveils AIMap: A New Tool for Securing AI Agent Infrastructures
On April 30, 2026, Bishop Fox introduced AIMap, an open-source tool designed to help organizations discover, analyze, and test their exposed AI agent infrastructure. AIMap enables defenders to identify internet-exposed AI systems, assess their risk levels, and conduct controlled security testing to understand and mitigate real-world attack surfaces. The tool addresses vulnerabilities such as unauthenticated access, tool abuse, and prompt leakage, which are increasingly exploited by attackers. The release of AIMap is particularly relevant as AI systems become more integrated into organizational operations, presenting new attack vectors. By providing visibility into AI agent infrastructures, AIMap empowers organizations to proactively secure their AI deployments against emerging threats.
3 months ago
Kill Chain
RedTail Malware's Exploitation of PHP Vulnerability CVE-2024-4577: A 2026 Cybersecurity Threat
In April 2026, a significant cybersecurity incident was documented involving the exploitation of the PHP-CGI vulnerability CVE-2024-4577 by the RedTail cryptomining malware. Attackers utilized the 'libredtail-http' User-Agent to perform HTTP POST actions, leading to unauthorized command execution and deployment of the RedTail malware. This campaign targeted various systems globally, aiming to hijack computing resources for illicit cryptocurrency mining. The rapid exploitation of this vulnerability underscores the critical need for timely patching and robust security measures to prevent such attacks. Organizations are advised to update their PHP installations promptly and monitor network traffic for indicators of compromise associated with the 'libredtail-http' User-Agent.
3 months ago
Kill Chain
Unveiling Fast16: The Pre-Stuxnet Cyber Sabotage Tool
In 2005, a sophisticated malware named Fast16 was deployed, targeting high-precision engineering and simulation software such as LS-DYNA 970, PKPM, and MOHID. This malware subtly altered computational processes, leading to inaccurate results that could compromise infrastructure integrity, potentially causing engineering degradation or catastrophic failures. Fast16 propagated through networks by exploiting weak credentials on Windows 2000 and XP systems, and it was designed to evade major antivirus tools. Evidence suggests that Fast16 was state-sponsored, likely originating from the United States, and was used against Iran's nuclear program years before the discovery of Stuxnet. ([tomshardware.com](https://www.tomshardware.com/software/security-software/decades-old-pre-stuxnet-cyber-sabotage-tool-breaks-cover-nsa-listed-it-as-nothing-to-see-here-fast16-targeted-nuclear-reactors-dam-design-and-other-high-precision-civil-engineering-software-years-before-stuxnet-broke-cover?utm_source=openai)) The discovery of Fast16 highlights the long-standing use of cyber sabotage tools in geopolitical conflicts. Its existence underscores the need for robust cybersecurity measures to protect critical infrastructure from sophisticated, state-sponsored threats that can remain undetected for years.
3 months ago
Kill Chain
Cordial and Snarky Spider's Rapid Data Theft and Extortion Attacks
In October 2025, two financially motivated threat groups, Cordial Spider and Snarky Spider, affiliated with The Com, initiated a series of rapid data theft and extortion attacks targeting U.S.-based organizations across sectors such as academia, aviation, retail, hospitality, automotive, financial services, legal, and technology. Utilizing voice-phishing and social engineering tactics, these groups directed employees to fraudulent single sign-on (SSO) pages to capture credentials, enabling them to infiltrate identity platforms and traverse SaaS environments. Once inside, they removed existing multi-factor authentication (MFA) devices, established their own, and deleted alerts to conceal their activities, leading to significant data exfiltration and extortion demands, often in the seven-figure range. This incident underscores a growing trend of cybercriminals leveraging sophisticated social engineering techniques to exploit identity systems, highlighting the urgent need for organizations to enhance their security measures against such evolving threats.
3 months ago
Kill Chain
Anthropic's Claude Mythos AI Model: A Double-Edged Sword in Cybersecurity
In April 2026, Anthropic unveiled 'Claude Mythos Preview,' an advanced AI model capable of autonomously identifying and exploiting thousands of zero-day vulnerabilities across major operating systems and web browsers. Due to the potential misuse of its capabilities, Anthropic restricted its release, collaborating with over 50 major organizations, including Amazon, Google, Microsoft, and the U.S. government, under 'Project Glasswing' to responsibly address these vulnerabilities. This development underscores the dual-edged nature of AI advancements in cybersecurity, highlighting the need for stringent controls and ethical considerations in deploying such powerful technologies. The emergence of AI agents like Mythos signifies a paradigm shift in cybersecurity, where autonomous systems can both fortify and threaten digital infrastructures. Organizations must adapt by implementing robust identity and access management frameworks tailored for AI entities to mitigate risks associated with their deployment.
3 months ago
Kill Chain
CISA Directs Immediate Patching of Exploited Windows Zero-Day Vulnerability
In April 2026, the U.S. Cybersecurity and Infrastructure Security Agency (CISA) mandated federal agencies to patch a critical Windows vulnerability, CVE-2026-32202, exploited in zero-day attacks. This flaw, stemming from an incomplete fix of a previous vulnerability (CVE-2026-21510), allows attackers to steal NTLM hashes without user interaction, facilitating unauthorized access and lateral movement within networks. The Russian state-sponsored group APT28 (Fancy Bear) has been linked to exploiting this vulnerability in attacks targeting Ukraine and EU countries in December 2025. The urgency of this directive underscores the persistent threat posed by state-sponsored cyber actors and the critical need for timely and comprehensive patching. Organizations must remain vigilant, ensuring that security updates are applied promptly to mitigate risks associated with such vulnerabilities.
3 months ago
Kill Chain
Vercel Breach 2026: Lessons in Third-Party AI Tool Security
In April 2026, Vercel, a cloud development platform, experienced a security breach originating from a compromised third-party AI tool, Context.ai. An attacker exploited this tool to access a Vercel employee's Google Workspace account, subsequently infiltrating Vercel's internal systems. This led to unauthorized access to non-sensitive environment variables, including API keys and database credentials. The breach was traced back to the Lumma Stealer malware, which had infected a Context.ai employee's workstation in February 2026. The malware harvested credentials, enabling the attacker to pivot into Vercel's infrastructure. Vercel has since notified affected customers and recommended immediate credential rotation and enhanced security measures. This incident underscores the escalating risks associated with third-party integrations and the necessity for stringent access controls and continuous monitoring of OAuth permissions. Organizations are urged to reassess their security postures concerning third-party tools to mitigate potential supply chain vulnerabilities.
3 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.
