✨ 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 5317 to 5322 of 5322
Malicious Implants in AI Supply Chains: 2024’s Stealth Attack Surface
In early 2024, security researchers uncovered evidence that malicious implants are increasingly targeting AI components and applications through vulnerabilities in the supply chain. Threat actors leveraged weaknesses in popular AI frameworks and third-party dependencies to introduce stealthy backdoors and implants, enabling them to evade modern security tools. The attackers often exploited insufficient validation of AI model inputs, compromised third-party code, or leveraged misconfigurations to achieve persistent access and lateral movement within enterprise environments, resulting in sensitive data exposure and operational risk for organizations deploying AI-driven solutions. This incident underlines an emerging trend where cybercriminals and nation-state actors prioritize supply-chain vectors to subvert the rapidly expanding AI ecosystem. As AI adoption accelerates and digital trust becomes paramount, organizations face increased regulatory scrutiny and pressure to implement robust controls around software provenance and supply chain integrity.
7 months ago
Kill Chain
GhostPoster: Malicious Firefox Add-ons Drive 2025 Supply-Chain Breach
In late 2025, security researchers at Koi Security uncovered a widespread supply-chain malware campaign named "GhostPoster." This campaign weaponized 17 Mozilla Firefox browser add-ons, leveraging benign logo files to conceal malicious JavaScript that hijacked affiliate links, injected tracking codes, and orchestrated click and ad fraud operations. The compromised extensions had garnered over 50,000 downloads before Mozilla intervened to remove them from its add-on repository, but users were already exposed to extensive privacy intrusions and potential data exfiltration. The GhostPoster incident underscores a growing trend of exploiting trusted browser extension ecosystems for mass infection and financial fraud. With attackers increasingly targeting supply-chain vectors and browser add-ons, organizations and individuals must reevaluate extension vetting processes amid surging regulatory scrutiny and evolving adversary techniques.
8 months ago
Kill Chain
WhatsApp GhostPairing: 2024 Account Takeover Campaign Exploits Device Linking
In June 2024, cyber attackers launched widespread account takeover campaigns targeting WhatsApp users by exploiting the platform’s legitimate device-linking feature. This method, known as 'GhostPairing,' allows threat actors to hijack user accounts without requiring the victim’s credentials or multi-factor authentication codes. By intercepting or tricking users into sharing device-linking codes, attackers can remotely pair new devices to victims’ WhatsApp accounts, thus gaining complete access to conversations, contacts, and stored media. The campaign appears automated and has affected users globally, sparking concerns over the resilience of messaging platform identity controls. This incident highlights rising abuse of legitimate features and growing sophistication of social engineering tactics to bypass traditional security controls. Similar account compromise techniques are increasingly observed across the industry, prompting urgent calls for strengthened identity verification and robust monitoring of device association activities.
8 months ago
Kill Chain
Chinese APT Exploits Cisco AsyncOS Zero-Day in 2025: What You Need to Know
In December 2025, Cisco disclosed an unpatched, maximum-severity zero-day vulnerability (CVE-2025-20393) affecting AsyncOS running on Cisco Secure Email Gateway (SEG) and Secure Email and Web Manager (SEWM) appliances with exposed Spam Quarantine features. Leveraging this zero-day, the Chinese-nexus APT group UAT-9686 exploited systems by executing commands as root, deploying persistent backdoors (AquaShell), reverse SSH tunnels (AquaTunnel, Chisel), and evasion tools (AquaPurge). The campaign was active from late November 2025, with intrusions traced to sophisticated nation-state tooling and lateral movement, potentially compromising sensitive email infrastructure and enabling persistent access. This incident underscores ongoing risks from zero-day exploitation by advanced threat actors, especially those leveraging public-facing management interfaces and unpatched systems for initial access. The active exploitation by a Chinese APT mirrors broader trends in targeted cyberespionage against enterprise collaboration tools and highlights the urgency of proactive exposure management and segmentation.
8 months ago
Kill Chain
State-Backed Attackers Breach SonicWall SMA1000 Devices via Zero-Day Chain in 2025
In December 2025, SonicWall urgently advised customers to patch a newly identified zero-day vulnerability (CVE-2025-40602) in its SMA1000 Appliance Management Console after attackers exploited it in the wild. The attack chain combined this medium-severity local privilege escalation flaw with a critical pre-authentication deserialization vulnerability (CVE-2025-23006), allowing remote unauthenticated threat actors to execute arbitrary OS commands with root privileges on vulnerable appliances. These appliances serve as secure remote access gateways for large enterprises and critical infrastructure, amplifying the risk of broad organizational compromise and lateral movement within protected networks. The incident follows prior breaches and repeated targeting of SonicWall solutions by sophisticated, potentially state-backed actors, with over 950 SMA1000 devices found internet-exposed. Immediate remediation was urged to prevent further exploitation amidst evidence of active, targeted attacks. The SonicWall SMA1000 incident underscores a persistent trend of advanced actors leveraging zero-day exploits in network infrastructure appliances, fueling urgency around patch management and segmentation. This breach highlights the evolving complexity of attack chains targeting foundational remote access technologies and the critical need for proactive defense-in-depth and threat visibility measures.
8 months ago
Kill Chain
How Weaxor Ransomware Leveraged the React2Shell Vulnerability in 2025
In December 2025, cybercriminals exploited the critical React2Shell vulnerability (CVE-2025-55182) in React Server Components and Next.js to gain unauthorized access to a corporate endpoint. Within seconds, attackers deployed the Weaxor ransomware strain, rapidly encrypting files and appending a '.WEAX' extension, while dropping ransom notes named 'RECOVERY INFORMATION.txt' in each directory. The attack began by delivering an obfuscated PowerShell command, installing a Cobalt Strike beacon for command-and-control, disabling Windows Defender, wiping shadow copies, and clearing logs to evade detection and hinder forensic analysis. Researchers confirmed there was no lateral movement or data exfiltration prior to encryption, and the targeted machine was subsequently compromised by additional threat actors. This incident highlights the widespread exploitation of recently disclosed vulnerabilities by both ransomware gangs and nation-state actors. With opportunistic attacks increasing in speed and automation, organizations must improve patch velocity and advanced monitoring to defend against emerging, rapidly weaponized threats.
8 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.

