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 4057 to 4068 of 5957
CVE-2026-20045: Active Code Injection Exploit Strikes Cisco Unified Communications
In January 2026, CISA added CVE-2026-20045 to its Known Exploited Vulnerabilities Catalog following reports of active exploitation targeting Cisco Unified Communications products. Attackers exploited a code injection vulnerability that allowed remote, unauthenticated threat actors to execute arbitrary code on affected devices, potentially compromising sensitive communications and opening access for further malicious activity within targeted federal civilian executive branch (FCEB) networks. This rapid addition of CVE-2026-20045 prompted urgent federal action to remediate impacted systems and reduce the risk of lateral movement and data exfiltration. The incident highlights a persistent threat vector facing organizations reliant on unified communications infrastructure. With attackers increasingly exploiting unpatched vulnerabilities and leveraging code injection to bypass security controls, the importance of timely patch management and network segmentation continues to grow amid tightening regulatory standards and intensifying audit scrutiny.
7 months ago
Kill Chain
CrashFix Browser Scam: How Malicious Extensions Opened the Door to RATs in 2024
In early 2024, security researchers identified a sophisticated malware campaign dubbed the 'CrashFix' scam, which leveraged malicious browser extensions—specifically the NexShield extension—to crash users' browsers via social engineering popups and prompt them to install phony fixes. Victims, lured into installing the extension and then a Python-based remote access trojan (RAT), unknowingly granted attackers deep access to their systems. Once compromised, the RAT enabled persistent monitoring, exfiltration of sensitive data, and possible lateral movement within corporate environments, posing a significant risk to both individuals and organizations. The campaign demonstrated a streamlined chain from initial compromise via engineered browser crashes, through privilege escalation and persistent command-and-control using a multi-stage malware deployment. This incident underscores the growing sophistication of social engineering in malware delivery, the risks of malicious browser extensions, and evolving techniques in drive-by compromise and post-infection control. Increased reliance on browsers for daily business functions and the persistence of endpoint threats make such campaigns highly relevant amid surging attacks targeting remote access and user trust.
7 months ago
Kill Chain
How 'Damn Vulnerable' Training Apps Exposed Security Vendor Clouds in 2024
In early 2024, cybersecurity researchers discovered that widely used 'Damn Vulnerable' training applications, deployed by several prominent security vendors, had been left exposed due to cloud misconfigurations. Hackers exploited over-permissioned cloud environments and insufficient network segmentation to access sensitive IT infrastructure, including internal management consoles and production environments. The attack vector primarily leveraged misconfigured network access and default credentials, enabling lateral movement and potential data exfiltration. The impact included unauthorized access to vendor systems, reputational damage, and concerns over customer data exposure. This incident is particularly relevant today as organizations increasingly adopt cloud-based apps and training environments without adequate security controls. Similar misconfiguration-driven breaches are on the rise, highlighting the urgent need for robust cloud security posture management and Zero Trust strategies to minimize risk.
7 months ago
Kill Chain
VoidLink: AI-Generated Linux Malware Breaks New Ground in 2024 Hybrid Cloud Attack
In early 2024, security researchers uncovered VoidLink, a sophisticated Linux malware framework developed almost entirely by autonomous AI agents. The attack chain involved highly original code and TTPs that bypassed standard detection, enabling attackers to move laterally within targeted cloud and hybrid environments. Exploiting gaps in east-west segmentation and encrypted data exfiltration, VoidLink established resilient command-and-control channels and evaded traditional intrusion prevention measures, exposing sensitive internal traffic and critical workloads to theft and disruption. Operational impacts included potential data loss, regulatory exposure, and interruptions to secure network functions across multiple organizations. The emergence of AI-generated malware like VoidLink signals a paradigm shift in cyber threats, where autonomous code can outpace conventional defenses and rapidly adapt to security controls. This incident underlines the urgent need for organizations to evolve their security posture with advanced segmentation, visibility, and automation to counter the accelerating threat of agentic and AI-enabled attacks.
7 months ago
Kill Chain
Zendesk 2024 Spam Attacks Expose SaaS Security Gaps
In June 2024, multiple organizations using Zendesk experienced a widespread spam campaign that abused legitimate Zendesk instances to distribute malicious and unwanted emails. Attackers leveraged open or misconfigured support ticketing forms, submitting large volumes of spam through these systems. The CRM vendor Zendesk responded by assuring customers that the event was not tied to any software vulnerability or security breach within the platform itself. Business impact centered on increased phishing risk and operational noise in customer service channels, as well as potential reputational harm to affected brands. This incident highlights a growing trend where attackers abuse trusted SaaS communication channels to bypass traditional email security filters. As threat actors increasingly focus on exploiting third-party platforms and automation, organizations face new challenges securing digital touchpoints against social engineering and spam-based threats.
7 months ago
Kill Chain
Visual Studio Code: The Hidden Supply-Chain Threat Targeting Developers (2024)
In January 2024, a novel supply-chain attack vector targeting Visual Studio Code (VSCode) environments was exposed. Threat actors leveraged VSCode's task automation feature by embedding malicious scripts within project-level '.vscode/tasks.json' files. When an unsuspecting developer opened a compromised repository or project directory, these hidden tasks executed automatically, enabling code execution—potentially leading to malware installation, data exfiltration, or further lateral movement within the developer’s environment. The attack mimics macro-style threats seen in Office documents, utilizing obfuscated scripts and exploiting legitimate productivity features to bypass traditional security controls. This breach highlights the growing exploitation of developer tools as initial intrusion points, particularly given the increased reliance on open-source ecosystems and extensions. Supply-chain attacks via development environments are on the rise, pressuring organizations to improve oversight of internal code, dependencies, and automated scripts. Vigilance around workspace configuration files, especially auto-executing tasks, is now critical for enterprise security posture.
7 months ago
Kill Chain
How an Azure Private Endpoint DNS Misconfiguration Triggered Massive DoS Risks in 2026
In January 2026, security researchers highlighted a critical cloud misconfiguration affecting Microsoft Azure’s Private Endpoint architecture that could trigger denial-of-service (DoS) conditions. Specifically, Azure Private Link’s DNS resolution behavior was shown to inadvertently block access to resources—including Azure Storage, Key Vault, CosmosDB, and others—when Private DNS zones were misconfigured. The risks arise in accidental and malicious deployment scenarios, where incomplete or improper DNS records prevent workloads from connecting, despite the underlying resource being online. This exposure reportedly affects over 5% of Azure storage accounts, posing operational disruption risks through simple configuration errors or targeted attacker activity. This incident underscores the increasing complexity and fragility of cloud-native networking, as organizations accelerate the adoption of zero trust and segmentation patterns. With threat actors and insider mistakes both leveraging subtle service settings, this serves as an urgent reminder that cloud misconfiguration remains a leading cause of outages and breaches.
7 months ago
Kill Chain
Google Gemini AI Breach: Prompt Injection Attack Exposes Enterprise Calendar Data
In January 2026, researchers at Miggo Security demonstrated a semantic prompt injection attack against Google Gemini, the company’s flagship AI assistant integrated across Google Workspace. By sending a maliciously crafted Calendar invitation containing natural-language instructions in the event’s description, attackers could leverage Gemini’s automated parsing and task execution to exfiltrate sensitive calendar data. When a victim queried Gemini about their schedule, the model would follow the embedded instructions, summarize all meetings—including private ones—and leak the information by generating a new event visible to the attacker. This bypassed existing filtering mechanisms and exposed data without explicit user approval. The incident underscores the rising concern over generative AI systems’ susceptibility to context-driven prompt injection and logic abuse. It highlights an urgent need for context-aware and semantic-level defenses in AI-integrated business applications, as AI assistants become deeply embedded in productivity suites throughout the enterprise sector.
8 months ago
Kill Chain
VoidLink Malware: How AI Accelerated a New Breed of Cloud Attacks
In late November 2025, researchers identified the VoidLink malware framework targeting Linux-based cloud servers. Distinct for its use of AI-driven development, VoidLink was built by a single operator primarily using the TRAE SOLO AI assistant, leading to an advanced, feature-rich malware toolkit in under a week. The incident became public after the attacker inadvertently exposed critical code, documentation, and sprint plans via an unsecured open directory, allowing security analysts to trace the rapid, AI-assisted development timeline and examine the malware’s architecture, which included custom loaders, implants, and rootkit modules for stealth and evasive operations. VoidLink represents the first extensively documented case of a sophisticated threat being produced predominately through AI modeling and automation. Its rapid development cycle and advanced modularity demonstrate the growing capability for individuals or small groups to deploy complex attacks once reserved for well-resourced threat actors—an evolution that underscores urgent challenges for enterprise security teams and the mitigation of future AI-driven threats.
8 months ago
Kill Chain
Critical 2026 WordPress ACF Extended Vulnerability Exposes 50,000 Sites to Admin Takeover
In January 2026, a critical privilege escalation vulnerability (CVE-2025-14533) was discovered in the ACF Extended plugin for WordPress, which is active on over 100,000 sites. The flaw enables unauthenticated, remote attackers to create or update user accounts with arbitrary roles, including administrator, by abusing weak form restrictions in plugin versions 0.9.2.1 and earlier. Although the vulnerability requires sites to use specific forms with a role field, compromise enables full site takeover and administrative control. The issue was responsibly disclosed in December 2025 and patched four days later, but nearly half of the installed base reportedly remained exposed at the time of reporting. This incident accentuates the persistent risk posed by third-party plugin vulnerabilities in WordPress ecosystems and the widespread targeting of such platforms by malicious actors. With large-scale enumeration and exploitation of plugin flaws on the rise, organizations should prioritize rapid patching and robust privilege segmentation to reduce their exposure.
8 months ago
Kill Chain
Evelyn Stealer Exposes Developer Credential Risks in VS Code Supply Chain
In January 2026, researchers uncovered a malware campaign exploiting the Microsoft VS Code extension ecosystem to deliver Evelyn Stealer, an infostealer targeting software developers. Threat actors distributed malicious extensions which downloaded and executed a secondary payload, ultimately injecting the stealer into a legitimate process. Once executed, the malware harvested sensitive information—including developer credentials, stored cookies, crypto wallets, and system data—then exfiltrated these assets via FTP to a remote server. Attackers also deployed anti-analysis and evasion techniques, enabling seamless and covert data theft that potentially compromised broader organizational systems by abusing developer environments as entry points. This attack underscores the growing risks to the software supply chain, as developer tools become lucrative vectors for credential and asset theft. The Evelyn Stealer incident reflects an expanding trend where infostealers leverage trusted development ecosystems, highlighting the urgent need for stronger security controls and supply chain hygiene in rapidly evolving threat landscapes.
8 months ago
Kill Chain
2026 JavaScript Secrets Leak: Tens of Thousands of API Tokens Exposed in Production Web App Bundles
In January 2026, a sweeping automated analysis uncovered the exposure of over 42,000 sensitive API tokens—including GitHub, GitLab, Slack, Linear, and other SaaS access keys—in JavaScript bundles of live, internet-facing web applications. The research, conducted at massive scale across 5 million applications, revealed that traditional infrastructure and application security scanners consistently missed these secrets, leaving organizations exposed to repository breaches, data leaks, and system compromise. Critical tokens found enabled attackers to access private code, internal projects, downstream services, and business-critical data, demonstrating broad gaps in application supply chain controls. This incident highlights persistent shortcomings in secrets detection across the application lifecycle. As businesses accelerate cloud adoption, CI/CD automation, and shift-left security, the failure of both automated scanners and static analysis to catch secrets in deployed JavaScript highlights urgent challenges. The trend will likely intensify with rising use of contemporary development pipelines and AI-generated code.
8 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.
