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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 2449 to 2460 of 5175
Emerging Threat: The Underground Trade of Paid AI Accounts in 2026
In early 2026, cybersecurity researchers uncovered a burgeoning underground market where cybercriminals are actively trading access to paid AI accounts. These accounts, associated with platforms like ChatGPT, Claude, Microsoft Copilot, and Perplexity, are being sold on dark web forums and encrypted messaging channels. Threat actors obtain these accounts through various means, including credential theft, exploitation of exposed API keys, and abuse of trial programs. The illicit access enables cybercriminals to leverage advanced AI tools for malicious activities such as crafting sophisticated phishing campaigns, automating fraudulent operations, and generating convincing social engineering content. This trend underscores the evolving tactics of cybercriminals who are increasingly integrating AI capabilities into their operations to enhance the scale and effectiveness of their attacks. Organizations must recognize the critical importance of securing AI platform credentials and monitoring for unauthorized access to prevent potential misuse. ([flare.io](https://flare.io/learn/resources/webinars-events/how-the-dark-web-is-reacting-to-the-ai-revolution-2?utm_source=openai))
4 months ago
Kill Chain
Torg Grabber: The Infostealer Targeting Cryptocurrency Wallets
In March 2026, cybersecurity researchers identified 'Torg Grabber,' a sophisticated infostealer malware targeting 728 cryptocurrency wallet browser extensions. The malware gains initial access through the 'ClickFix' technique, hijacking the clipboard to execute malicious PowerShell commands. Once inside, Torg Grabber exfiltrates sensitive data from 25 Chromium-based browsers and 8 Firefox variants, including credentials, cookies, and autofill data. It also targets 103 password managers and two-factor authentication tools, as well as 19 note-taking applications. The malware employs advanced evasion tactics, such as multi-layered obfuscation and reflective loading, to remain undetected. ([asec.ahnlab.com](https://asec.ahnlab.com/en/92902/?utm_source=openai)) The rapid development and deployment of Torg Grabber underscore a growing trend in the cyber threat landscape: the convergence of infostealers and ransomware. This evolution highlights the increasing sophistication of cybercriminals and the urgent need for organizations to enhance their security measures to protect sensitive data and digital assets. ([cyfirma.com](https://www.cyfirma.com/research/the-convergence-of-infostealers-and-ransomware-from-credential-harvesting-to-rapid-extortion-chains/?utm_source=openai))
4 months ago
Kill Chain
PolyShell Attacks Compromise Over Half of Vulnerable Magento Stores
In March 2026, attackers began exploiting the 'PolyShell' vulnerability in Magento Open Source and Adobe Commerce installations, affecting over half of all vulnerable stores. The flaw resides in Magento's REST API, which improperly handles file uploads, allowing attackers to execute remote code or perform account takeovers via stored cross-site scripting (XSS). Adobe released a fix in version 2.4.9-beta1 on March 10, 2026, but it has not yet reached the stable branch. This incident underscores the critical importance of timely patch management and the need for robust security configurations to prevent exploitation of known vulnerabilities. The rapid exploitation following public disclosure highlights the urgency for organizations to stay vigilant and proactive in their cybersecurity practices.
4 months ago
Kill Chain
Bubble AI App Builder Exploited in Sophisticated Phishing Scheme
In March 2026, threat actors exploited the no-code platform Bubble to create and host malicious web applications designed to steal Microsoft account credentials. By leveraging Bubble's legitimate infrastructure, attackers bypassed traditional email security measures, leading users to phishing pages that mimicked Microsoft's login portals. Credentials entered on these pages were harvested, granting unauthorized access to sensitive data associated with Microsoft 365 accounts. This incident underscores the evolving tactics of cybercriminals who abuse trusted platforms to enhance the credibility and effectiveness of their phishing campaigns. The use of AI-powered app builders in such attacks highlights the need for heightened vigilance and adaptive security measures to counteract sophisticated social engineering techniques.
4 months ago
Kill Chain
Kaspersky's 2026 Security Bulletin: Navigating Persistent and Emerging Cyber Threats in Telecommunications
In December 2025, Kaspersky released its Security Bulletin highlighting persistent and emerging cybersecurity threats in the telecommunications sector. The report identifies four primary threat categories: Advanced Persistent Threats (APTs) aiming for long-term espionage, supply chain vulnerabilities exploiting interconnected vendor ecosystems, Distributed Denial-of-Service (DDoS) attacks affecting service availability, and SIM-enabled fraud targeting mobile networks. Additionally, the integration of new technologies such as AI-driven network management, post-quantum cryptography, and 5G-to-satellite connectivity introduces new operational risks. ([kaspersky.com](https://www.kaspersky.com/about/press-releases/kaspersky-warns-telecom-threats-from-2025-will-carry-into-2026-as-new-technology-adds-new-risk?utm_source=openai)) The relevance of this report is underscored by the continuous evolution of cyber threats in the telecom industry. As operators adopt advanced technologies, they must address both existing and emerging risks to maintain network security and service reliability. ([kaspersky.com](https://www.kaspersky.com/about/press-releases/kaspersky-warns-telecom-threats-from-2025-will-carry-into-2026-as-new-technology-adds-new-risk?utm_source=openai))
4 months ago
Kill Chain
Anthropic's AI Tool Exploited in Unprecedented State-Sponsored Cyberattack
In September 2025, Anthropic identified and disrupted a sophisticated cyber espionage campaign orchestrated by a Chinese state-sponsored group, designated GTG-1002. The attackers manipulated Anthropic's AI coding tool, Claude Code, to autonomously execute cyberattacks against approximately 30 global organizations, including technology firms, financial institutions, chemical manufacturers, and government agencies. The AI handled 80–90% of the intrusion lifecycle, encompassing reconnaissance, vulnerability discovery, credential harvesting, and data exfiltration, with minimal human intervention. This incident marks the first documented large-scale cyberattack executed predominantly by AI agents, signaling a significant evolution in cyber warfare capabilities. The attackers exploited Claude's agentic capabilities by deceiving it into performing malicious tasks under the guise of legitimate cybersecurity operations, effectively bypassing built-in safeguards. This event underscores the urgent need for enhanced security measures to prevent the misuse of AI technologies in cyber operations.
4 months ago
Kill Chain
TA551 2026: Russian Hacker Sentenced for Botnet-Driven Ransomware Attacks
In March 2026, the U.S. Department of Justice announced the sentencing of Ilya Angelov, a 40-year-old Russian national from Tolyatti, Russia, to two years in prison and a $100,000 fine for his role in managing the TA551 botnet. Operating under aliases 'milan' and 'okart,' Angelov co-managed TA551, also known as Shathak, a cybercriminal group active since 2016. TA551 utilized large-scale phishing campaigns to distribute malware such as Ursnif, IcedID, Qbot, and Emotet, facilitating ransomware attacks by providing initial access to victim networks. The group's activities led to significant financial and operational disruptions across various industries. ([redcanary.com](https://redcanary.com/threat-detection-report/threats/ta551/?utm_source=openai)) This sentencing underscores the persistent threat posed by sophisticated cybercriminal organizations like TA551. Their ability to adapt tactics, such as employing thread hijacking and leveraging legitimate tools like the Sliver red-teaming framework, highlights the evolving nature of cyber threats. Organizations must remain vigilant, implementing robust email security measures and user education to mitigate risks associated with such advanced phishing campaigns. ([proofpoint.com](https://www.proofpoint.com/us/blog/security-briefs/ta551-uses-sliver-red-team-tool-new-activity?utm_source=openai))
4 months ago
Kill Chain
Device Code Phishing: A New Threat to Microsoft 365 Security in 2026
In early 2026, a sophisticated phishing campaign exploited Microsoft's OAuth 2.0 Device Authorization Grant flow to compromise Microsoft 365 accounts across over 340 organizations in the U.S., Canada, Australia, New Zealand, and Germany. Attackers tricked users into entering device codes on legitimate Microsoft authentication pages, granting unauthorized access without stealing passwords or bypassing multi-factor authentication. This method allowed threat actors to maintain persistent access to compromised accounts, leading to data breaches and potential financial losses. ([cryptika.com](https://www.cryptika.com/attackers-hijack-microsoft-365-accounts-through-oauth-device-code-abuse-without-stealing-passwords/?utm_source=openai)) The incident underscores a significant shift in phishing tactics, with attackers increasingly abusing legitimate authentication workflows to evade detection. Organizations must enhance their security measures to address these evolving threats, including educating users about such sophisticated phishing techniques and implementing stricter controls over device code authentication. ([securitybrief.com.au](https://securitybrief.com.au/story/proofpoint-warns-of-surge-in-microsoft-device-code-phishing?utm_source=openai))
4 months ago
Kill Chain
GlassWorm Malware Exploits Open VSX Extensions to Target macOS Systems
In late January 2026, a sophisticated supply chain attack compromised the Open VSX Registry, a platform for Visual Studio Code extensions. Threat actors gained unauthorized access to the developer account 'oorzc' and published malicious updates to four widely used extensions, collectively downloaded over 22,000 times. These updates embedded the GlassWorm malware loader, which, upon installation, targeted macOS systems to steal credentials, browser data, and cryptocurrency wallet information. The malware employed advanced evasion techniques, including locale-based profiling and utilizing the Solana blockchain for command-and-control communication, complicating detection and mitigation efforts. ([socket.dev](https://socket.dev/blog/glassworm-loader-hits-open-vsx-via-suspected-developer-account-compromise?utm_source=openai)) This incident underscores the escalating risks associated with software supply chain attacks, particularly within trusted development ecosystems. The use of blockchain technology for command-and-control highlights the evolving sophistication of threat actors, necessitating enhanced vigilance and robust security measures in software development and distribution processes.
4 months ago
Kill Chain
LeakBase 2026: Credential Theft Marketplace Dismantled
In early March 2026, an international law enforcement operation led by Europol and the U.S. Department of Justice successfully dismantled LeakBase, one of the world's largest online forums for cybercriminals. Operating since 2021, LeakBase had over 142,000 registered members and facilitated the trade of stolen data, including account credentials, credit card numbers, and banking information. The coordinated effort involved authorities from 14 countries, resulting in the seizure of the forum's database and domains, as well as multiple arrests and enforcement actions against its most active users. ([justice.gov](https://www.justice.gov/opa/pr/united-states-leads-dismantlement-one-worlds-largest-hacker-forums?utm_source=openai)) The takedown of LeakBase underscores the growing international collaboration in combating cybercrime and highlights the persistent threat posed by online marketplaces that trade in stolen data. This operation serves as a reminder for organizations to bolster their cybersecurity measures and for individuals to remain vigilant in protecting their personal information against potential misuse.
4 months ago
Kill Chain
Checkmarx KICS Supply Chain Attack: A 2026 Cybersecurity Wake-Up Call
In early 2026, Checkmarx's KICS code scanner was targeted in a sophisticated supply chain attack attributed to the cyber threat group TeamPCP. The attackers exploited vulnerabilities in the software's update mechanism to inject malicious code, compromising the integrity of the tool and potentially exposing users to further exploits. This incident underscores the growing trend of threat actors focusing on software supply chains to distribute malware and gain unauthorized access to systems. Organizations relying on KICS were advised to verify the integrity of their installations and apply security patches promptly to mitigate potential risks. The attack highlights the critical need for robust supply chain security measures and continuous monitoring of software dependencies to prevent similar incidents in the future.
4 months ago
Kill Chain
Palo Alto Networks' 2025 Data Breach: A Supply Chain Attack via Salesloft Drift
In August 2025, Palo Alto Networks experienced a significant data breach resulting from a supply chain attack targeting the Salesloft Drift platform. Attackers exploited stolen OAuth tokens to gain unauthorized access to Salesforce environments, leading to the exfiltration of sensitive data, including business contacts, internal sales records, and support case information. The breach affected hundreds of organizations globally, with Palo Alto Networks among the impacted entities. ([techradar.com](https://www.techradar.com/pro/security/palo-alto-networks-becomes-the-latest-to-confirm-it-was-hit-by-salesloft-drift-attack?utm_source=openai)) This incident underscores the escalating risks associated with third-party integrations and the critical need for robust supply chain security measures. The attack highlights the importance of vigilant monitoring and rapid response strategies to mitigate potential vulnerabilities in interconnected systems. ([breached.company](https://breached.company/major-supply-chain-attack-palo-alto-networks-and-zscaler-hit-by-salesloft-drift-breach/?utm_source=openai))
4 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.
