✨ 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 2917 to 2928 of 5196
GitHub Codespaces 'RoguePilot' Vulnerability: A Wake-Up Call for AI Security
In February 2026, a critical vulnerability named 'RoguePilot' was discovered in GitHub Codespaces, allowing attackers to inject malicious instructions into GitHub issues. When developers launched a Codespace from such an issue, GitHub Copilot processed these hidden prompts, leading to unauthorized actions, including the exfiltration of sensitive data like the GITHUB_TOKEN. This flaw enabled potential repository takeovers and unauthorized code execution. Microsoft promptly patched the vulnerability following responsible disclosure. ([thehackernews.com](https://thehackernews.com/2026/02/roguepilot-flaw-in-github-codespaces.html?utm_source=openai)) This incident underscores the growing risks associated with integrating AI tools into development workflows, highlighting the need for robust security measures to prevent AI-driven supply chain attacks.
5 months ago
Kill Chain
UAC-0050's Expansion: European Financial Institution Targeted with RMS Malware
In February 2026, the Russia-aligned threat actor UAC-0050, also known as Mercenary Akula, targeted a European financial institution involved in regional development and reconstruction initiatives. The attack began with a spear-phishing email that spoofed a Ukrainian judicial domain, directing the recipient—a senior legal and policy advisor—to download a malicious archive file. This file initiated a multi-layered infection chain, ultimately deploying the Remote Manipulator System (RMS), a legitimate remote desktop software, granting the attackers persistent and stealthy access to the victim's system. This incident underscores a significant shift in UAC-0050's operations, expanding their focus beyond Ukraine to entities supporting the nation. The use of legitimate remote access tools like RMS highlights the evolving tactics of threat actors to evade detection. Organizations, especially those involved in sensitive geopolitical areas, must remain vigilant against such sophisticated social engineering attacks.
5 months ago
Kill Chain
Entra ID Applications Requesting Unexpected Permissions: A 2026 Security Alert
In early 2026, security researchers identified a significant vulnerability within Microsoft Entra ID, where certain applications were requesting unexpected and overly permissive access permissions. This issue arose due to misconfigurations in application consent settings, allowing applications to prompt users for extensive permissions without adequate oversight. Exploiting this flaw, threat actors could gain unauthorized access to sensitive organizational data, leading to potential data breaches and compliance violations. This incident underscores the critical importance of stringent application consent policies and regular audits of permission settings. As organizations increasingly adopt cloud-based identity solutions, ensuring that applications request only the necessary permissions is vital to maintaining security and compliance.
5 months ago
Kill Chain
AI-Powered Cyberattack Compromises 600 FortiGate Firewalls in 2026
Between January 11 and February 18, 2026, a Russian-speaking threat actor compromised over 600 FortiGate firewalls across 55 countries. Utilizing generative AI tools, the attacker scanned for exposed management interfaces on ports such as 443 and 10443, and employed brute-force methods to gain access using weak credentials. Once inside, AI-generated scripts were used to extract and decrypt sensitive data, including SSL-VPN and administrative credentials, firewall policies, and network architectures. The attacker further infiltrated networks using recovered credentials and deployed AI-generated reconnaissance tools. Analysis of these tools revealed signs of AI-assisted coding, such as poor error handling and inefficient code structures. ([techradar.com](https://www.techradar.com/pro/security/russian-hacker-uses-multiple-ai-tools-to-break-hundreds-of-firewalls?utm_source=openai)) This incident underscores the growing accessibility of sophisticated cyberattack capabilities through AI tools, enabling even low-skilled actors to execute large-scale breaches. The reliance on AI for various attack phases, from reconnaissance to exploitation, highlights a significant shift in the cyber threat landscape, emphasizing the need for robust security measures and continuous monitoring to mitigate such AI-assisted threats.
5 months ago
Kill Chain
MuddyWater's Operation Olalampo: A 2026 Cyberespionage Campaign in MENA
In early 2026, the Iranian state-sponsored threat actor MuddyWater launched a cyberespionage campaign, dubbed Operation Olalampo, targeting organizations across the Middle East and North Africa (MENA) region. The campaign began on January 26, 2026, and involved spear-phishing emails with malicious Microsoft Office attachments. Once opened, these documents executed macros that deployed new malware families, including GhostFetch, CHAR, and HTTP_VIP, providing the attackers with remote control over compromised systems. ([thehackernews.com](https://thehackernews.com/2026/02/muddywater-targets-mena-organizations.html?utm_source=openai)) This incident underscores the evolving tactics of nation-state actors like MuddyWater, who are developing and deploying sophisticated malware to infiltrate critical infrastructure. The use of advanced implants and backdoors highlights the need for organizations to enhance their cybersecurity measures to detect and mitigate such threats effectively.
5 months ago
Kill Chain
ATM Jackpotting Attacks Surge in 2025, Resulting in Over $20 Million in Losses
In 2025, the United States experienced a significant surge in ATM "jackpotting" attacks, with over 700 incidents reported, resulting in losses exceeding $20 million. ([thehackernews.com](https://thehackernews.com/2026/02/fbi-reports-1900-atm-jackpotting.html?utm_source=openai)) These attacks involve criminals gaining physical access to ATMs, often using generic keys to open the machines. Once inside, they install or replace hard drives with malware, such as the Ploutus family, which exploits the eXtensions for Financial Services (XFS) API to dispense cash without bank authorization. ([livemint.com](https://www.livemint.com/news/world/fbi-warns-of-rising-atm-jackpotting-cases-reports-20-million-in-losses-in-2025-5-indicators-to-detect-foul-play-11771729139858.html?utm_source=openai)) This alarming trend underscores the evolving tactics of cybercriminals targeting financial institutions. The FBI has issued warnings and recommended mitigation strategies, including enhancing physical security measures, regularly updating ATM software, and monitoring for unauthorized access, to combat this growing threat. ([thehackernews.com](https://thehackernews.com/2026/02/fbi-reports-1900-atm-jackpotting.html?utm_source=openai))
5 months ago
Kill Chain
CEO Deepfake Scam 2019: A Wake-Up Call for Corporate Security
In March 2019, a UK-based energy firm's CEO was deceived by a deepfake audio impersonation of his German parent company's chief executive. The fraudster, using AI-generated voice technology, instructed the CEO to transfer €220,000 (approximately $243,000) to a Hungarian supplier's account. Believing the request was legitimate, the CEO complied. Subsequent attempts for additional transfers raised suspicions, leading to the discovery of the scam. The initial funds were moved from Hungary to Mexico and then dispersed to other locations, making recovery challenging. ([forbes.com](https://www.forbes.com/sites/jessedamiani/2019/09/03/a-voice-deepfake-was-used-to-scam-a-ceo-out-of-243000/?utm_source=openai)) This incident underscores the escalating threat of AI-driven deepfake technologies in corporate fraud. As these tools become more sophisticated and accessible, organizations face increased risks of impersonation attacks targeting financial transactions and sensitive information. The event highlights the urgent need for enhanced security measures and employee training to detect and prevent such advanced social engineering tactics.
5 months ago
Kill Chain
CrowdStrike 2025 Global Threat Report: Attackers Moving Through Networks in Under 30 Minutes
In 2025, cyberattacks accelerated significantly, with the average breakout time—the duration for attackers to move from initial intrusion to other network systems—dropping to 29 minutes, a 65% increase in speed from the previous year. Notably, the fastest recorded breakout time was 27 seconds. This rapid progression was facilitated by attackers refining their techniques, leveraging social engineering to access high-privilege systems swiftly, and exploiting gaps across cloud, identity, enterprise, and unmanaged network devices. Consequently, defenders faced increased challenges, including burnout and stress, leading to potential mistakes. Additionally, CrowdStrike identified 281 threat groups by the end of 2025, including 24 new threats named throughout the year, highlighting the expanding and evolving threat landscape. The urgency of this issue is underscored by the 37% year-over-year increase in cloud-focused attacks, with a staggering 266% surge in such activities from nation-state threat groups. Furthermore, 82% of attacks detected in 2025 were malware-free, indicating a shift towards hands-on-keyboard operations and the abuse of legitimate tools and credentials. This trend emphasizes the need for organizations to enhance their security measures, focusing on rapid detection and response capabilities to mitigate the risks posed by increasingly sophisticated and swift cyber adversaries.
5 months ago
Kill Chain
Anthropic's Claude Model Targeted in Large-Scale AI Distillation Attack by Chinese Labs
In February 2026, Anthropic, a U.S.-based AI startup, reported that three Chinese AI laboratories—DeepSeek, Moonshot, and MiniMax—conducted large-scale 'distillation' attacks to extract capabilities from Anthropic's Claude model. These labs utilized 24,000 fraudulent accounts to send approximately 16 million requests to Claude, aiming to enhance their own AI models. This unauthorized extraction of intellectual property not only violated Anthropic's terms of service but also posed significant national security risks by potentially enabling offensive cyber operations and mass surveillance. ([cyberscoop.com](https://cyberscoop.com/anthropic-accuses-chinese-labs-ai-distillation-cyber-risk/?utm_source=openai)) This incident underscores the growing threat of AI model distillation as a method for intellectual property theft. The scale and sophistication of these attacks highlight the urgent need for robust security measures and regulatory frameworks to protect proprietary AI technologies from unauthorized exploitation.
5 months ago
Kill Chain
Roundcube Webmail Vulnerabilities: Immediate Action Required
In June and December 2025, two critical vulnerabilities were identified in Roundcube Webmail: CVE-2025-49113, a remote code execution flaw, and CVE-2025-68461, a cross-site scripting vulnerability. These flaws allowed attackers to execute arbitrary code and inject malicious scripts, respectively, compromising the security of affected systems. Despite patches being released promptly, threat actors rapidly developed exploits, leading to active exploitation of these vulnerabilities. The exploitation of these vulnerabilities underscores the persistent threat posed by unpatched software in widely used applications. Organizations must prioritize timely updates and robust security measures to mitigate such risks. ([securityweek.com](https://www.securityweek.com/recent-roundcube-webmail-vulnerability-exploited-in-attacks/?utm_source=openai))
5 months ago
Kill Chain
Optimizely's 2026 Data Breach: A Case Study in Vishing Attacks
In February 2026, Optimizely, a New York-based ad tech company, experienced a data breach initiated through a sophisticated voice phishing (vishing) attack. The attackers, identified as the ShinyHunters group, impersonated internal IT staff to deceive employees into divulging single sign-on (SSO) credentials and multi-factor authentication (MFA) codes. This social engineering tactic granted unauthorized access to Optimizely's systems, leading to the exfiltration of basic business contact information. The breach was confined to certain internal business systems, records in the customer relationship management (CRM) platform, and a limited set of internal documents used for back-office operations. There is no evidence that sensitive customer data or personal information beyond basic business contact information was accessed. ([bleepingcomputer.com](https://www.bleepingcomputer.com/news/security/ad-tech-firm-optimizely-confirms-data-breach-after-vishing-attack/?utm_source=openai)) This incident underscores a significant escalation in the operations of the ShinyHunters group, which has been actively targeting organizations through vishing attacks to compromise SSO credentials. The group's tactics have evolved to include harassment of victim personnel and other aggressive measures. ([itpro.com](https://www.itpro.com/security/google-issues-warning-over-shinyhunters-branded-vishing-campaigns?utm_source=openai))
5 months ago
Kill Chain
Security Flaws in Android Mental Health Apps Put Millions at Risk
In February 2026, security researchers identified significant vulnerabilities in several Android mental health applications, collectively downloaded over 14.7 million times from Google Play. These apps, designed to assist users with conditions such as depression and anxiety, were found to contain a total of 1,575 security flaws, including 54 high-severity and 538 medium-severity issues. Exploiting these vulnerabilities could allow attackers to intercept sensitive user data, including therapy session transcripts and personal health information, thereby compromising user privacy and confidentiality. This incident underscores the critical need for rigorous security measures in applications handling sensitive health data. The discovery highlights the potential risks associated with inadequate app security, emphasizing the importance of regular security assessments and compliance with data protection regulations to safeguard user information.
5 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.
