✨ 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 577 to 588 of 5042
Anthropic's Mythos AI Breach: A Wake-Up Call for AI Security
In April 2026, unauthorized users gained access to Anthropic's restricted AI cybersecurity tool, Mythos, through a third-party vendor environment. Mythos, designed for enterprise security, was considered too powerful for public release due to its potential to identify vulnerabilities and simulate cyberattacks autonomously. The breach raised significant concerns about the security of advanced AI tools and the potential misuse of such technologies. This incident underscores the critical need for robust security measures when handling powerful AI tools, especially those capable of autonomous actions. It highlights the importance of securing third-party vendor environments to prevent unauthorized access to sensitive technologies.
1 month ago
Kill Chain
Pegasus Spyware Targets PEGA Committee Member Amid Investigations
In 2022 and 2023, the European Parliament's PEGA Committee, established to investigate the misuse of surveillance spyware like NSO Group's Pegasus, faced an ironic security breach. Greek journalist and substitute committee member Stelios Kouloglou's phone was infected with Pegasus spyware twice: first around October 2022 and again in March 2023. These infections coincided with critical phases of the committee's work, including the drafting of its final report. The infections were confirmed by the University of Toronto's Citizen Lab, highlighting the persistent threat posed by sophisticated spyware even to those tasked with investigating its misuse. This incident underscores the ongoing challenges in protecting sensitive information from advanced surveillance tools. It also emphasizes the need for robust cybersecurity measures within governmental bodies and the urgency of implementing the PEGA Committee's recommendations to prevent future abuses of spyware technologies.
1 month ago
Kill Chain
Scattered Spider Member Peter Stokes Extradited to US in 2026
In July 2026, Peter Stokes, a 19-year-old dual U.S.-Estonian citizen and alleged member of the cybercriminal group Scattered Spider, was extradited to the United States following his arrest in Finland. Stokes is accused of participating in multiple data theft and extortion attempts, including attacks on a luxury jewelry retailer in May 2025 and a U.S.-based insurance company in June 2025. Scattered Spider, active since 2022, has infiltrated over 100 businesses and extorted more than $100 million globally. ([cyberscoop.com](https://cyberscoop.com/scattered-spider-peter-stokes-cybercrime-extradition/?utm_source=openai)) This incident underscores the persistent threat posed by cybercriminal groups employing sophisticated social engineering tactics to infiltrate organizations. The arrest highlights the importance of robust cybersecurity measures and international cooperation in combating cybercrime.
1 month ago
Kill Chain
Medtronic Data Breach: ShinyHunters Claims 9 Million Records Stolen
In April 2026, Medtronic, a leading global medical device manufacturer, detected unauthorized access to its corporate IT systems. The cybercriminal group ShinyHunters claimed responsibility, alleging the theft of over 9 million records containing personally identifiable information (PII) and internal corporate data. Medtronic confirmed the breach but has not verified the exact number of records compromised. The company assured that the incident did not impact product security, patient safety, or operational systems. Investigations are ongoing to determine the full scope of the data accessed. This incident underscores the persistent threat posed by cyber extortion groups targeting critical infrastructure sectors. The healthcare industry, in particular, remains a prime target due to the sensitive nature of the data it handles. Organizations must continually enhance their cybersecurity measures to protect against such sophisticated attacks.
1 month ago
Kill Chain
Opera's 'Paste Protect' Feature: A New Defense Against 'ClickFix' Attacks
In July 2026, Opera introduced 'Paste Protect,' a security feature designed to combat 'ClickFix' attacks—a social engineering technique where users are deceived into copying and executing malicious commands via their system's command-line interface. These attacks often masquerade as legitimate verification processes or problem-solving instructions, leading to the execution of harmful commands with the user's privileges, potentially resulting in malware installation or data theft. 'Paste Protect' proactively scans clipboard content for patterns associated with malicious scripts across Windows, macOS, and Linux platforms. Upon detecting suspicious content, it blocks the copy operation, alerts the user with a warning, and displays a red security indicator in the browser's address bar. This feature aims to prevent users from inadvertently executing harmful commands, thereby enhancing overall system security. The introduction of 'Paste Protect' underscores the growing prevalence of 'ClickFix' attacks and the necessity for proactive security measures. As threat actors increasingly exploit human behavior through sophisticated social engineering tactics, it becomes imperative for both software developers and users to adopt and maintain robust security practices to mitigate such evolving threats.
1 month ago
Kill Chain
Alleged Scattered Spider Hacker Extradited to the United States
In April 2026, 19-year-old Peter Stokes, a dual U.S.-Estonian citizen, was arrested in Finland and extradited to the United States to face charges of conspiracy, computer intrusion, and fraud. Stokes is alleged to be a member of the Scattered Spider hacking group, implicated in over 100 network intrusions resulting in more than $100 million in ransom payments and significant operational disruptions. Notably, in May 2025, the group targeted a luxury item retailer, demanding an $8 million ransom after stealing 100 gigabytes of data. The company refused to pay but incurred over $2 million in losses due to operational disruptions and remediation efforts. ([justice.gov](https://www.justice.gov/opa/pr/alleged-member-criminal-cyber-hacking-group-scattered-spider-arrested-finland-and-extradited?utm_source=openai)) This incident underscores the persistent threat posed by cybercriminal groups like Scattered Spider, known for sophisticated social engineering tactics and targeting high-profile organizations. The arrest highlights ongoing international efforts to combat cybercrime and the importance of robust cybersecurity measures to protect against such threats.
1 month ago
Kill Chain
Urgent: Microsoft SharePoint RCE Vulnerability (CVE-2026-45659) Under Active Exploitation
In May 2026, Microsoft disclosed a high-severity remote code execution vulnerability (CVE-2026-45659) in SharePoint Server, stemming from the deserialization of untrusted data. This flaw allows authenticated attackers with minimal privileges to execute arbitrary code on unpatched SharePoint servers without user interaction. Despite the release of security updates on May 21, 2026, the U.S. Cybersecurity and Infrastructure Security Agency (CISA) reported active exploitation of this vulnerability as of July 2, 2026, and added it to its Known Exploited Vulnerabilities Catalog, urging immediate remediation. The active exploitation of CVE-2026-45659 underscores the critical need for organizations to promptly apply security patches to prevent potential breaches. With over 10,000 SharePoint servers exposed online, the risk of widespread exploitation is significant, highlighting the importance of maintaining up-to-date systems to safeguard sensitive information.
1 month ago
Kill Chain
ConsentFix and ClickFix: Unveiling the New Era of Microsoft 365 Account Hijacking
In July 2026, a sophisticated social engineering attack known as ConsentFix emerged, targeting Microsoft 365 users. This attack exploits users' habitual responses to familiar prompts by presenting a seemingly legitimate authentication process. Victims receive phishing lures that lead them to a fake Microsoft sign-in page, where they are instructed to drag a localhost callback link into their browser. This action inadvertently grants attackers OAuth tokens, enabling unauthorized access to the victim's Microsoft 365 account without requiring passwords or bypassing multi-factor authentication. The attack is particularly insidious as it leverages routine user behaviors, making it difficult to detect and prevent. The ConsentFix attack underscores the evolving nature of cyber threats that exploit user trust and routine actions. As attackers continue to refine their methods, it is imperative for organizations to enhance user education on recognizing sophisticated phishing attempts and to implement robust security measures that can detect and mitigate such deceptive tactics.
1 month ago
Kill Chain
Anubis Ransomware Exploits Citrix Bleed 2 Vulnerability (CVE-2025-5777)
In July 2026, the Anubis ransomware group exploited the Citrix Bleed 2 vulnerability (CVE-2025-5777) to gain initial access to targeted systems. This critical flaw in Citrix NetScaler ADC and Gateway devices allows unauthenticated attackers to extract sensitive memory contents, including session tokens, enabling them to bypass multi-factor authentication and hijack user sessions. Anubis affiliates utilized legitimate Remote Management and Monitoring (RMM) tools such as ScreenConnect, Zoho Assist, and UltraVNC to maintain control over compromised systems, facilitating lateral movement and data encryption. ([thehackernews.com](https://thehackernews.com/2026/07/ransomware-groups-turn-to-citrix-bleed.html?utm_source=openai)) The exploitation of CVE-2025-5777 underscores the persistent threat posed by ransomware groups leveraging known vulnerabilities and legitimate tools to evade detection. Organizations must prioritize timely patching of critical vulnerabilities and monitor for unauthorized use of RMM tools to mitigate such risks.
1 month ago
Kill Chain
Google's 2026 Takedown of NetNut Residential Proxy Network
In July 2026, Google, in collaboration with the FBI and Lumen, significantly disrupted the NetNut residential proxy network, also known as Popa. This network, comprising at least 2 million home devices worldwide, was exploited by cybercriminals and espionage groups to mask malicious activities and conduct password-guessing attacks. Google's actions included disabling accounts and services associated with NetNut's command-and-control operations, leading to a substantial reduction in the network's operational capacity. ([thehackernews.com](https://thehackernews.com/2026/07/google-disrupts-netnut-residential.html?utm_source=openai)) The takedown of NetNut underscores the growing threat posed by residential proxy networks, which can be co-opted by malicious actors to obscure their activities. This incident highlights the critical need for enhanced security measures and vigilance among consumers and organizations to prevent their devices from being exploited in such networks.
1 month ago
Kill Chain
ClickFix: The Rising Threat in Malware Delivery
Between March 1 and May 31, 2026, the ClickFix social engineering technique emerged as the predominant method for malware delivery, as reported by ReliaQuest. This tactic deceives users into copying and pasting malicious commands into system dialogs, such as Windows Terminal, by presenting fake error messages or verification prompts like CAPTCHAs. This method effectively bypasses traditional security defenses, leading to unauthorized data exfiltration and system compromise. Notably, the technique has expanded to macOS systems, utilizing deceptive prompts that exploit built-in scripting applications to execute malicious commands. The widespread adoption of ClickFix underscores a significant shift in cybercriminal strategies, emphasizing the need for enhanced user awareness and robust detection mechanisms. ([darkreading.com](https://www.darkreading.com/vulnerabilities-threats/winner-dominant-malware-delivery-clickfix?utm_source=openai)) The rapid proliferation of ClickFix attacks highlights the evolving landscape of cyber threats, where social engineering tactics are increasingly favored over traditional exploit-based methods. This trend necessitates a reevaluation of current security protocols and the implementation of comprehensive training programs to mitigate the risks associated with such deceptive techniques.
1 month ago
Kill Chain
Phishing Attacks Evolve: Adaptive Campaigns Target Devices and OS
In July 2026, sophisticated phishing campaigns emerged that dynamically adapt to a victim's device and operating system. Attackers utilize user-agent data to fingerprint victims, collecting information such as email addresses, browser details, device type, language, local time, screen size, and geolocation. This enables the delivery of OS-specific payloads, such as FleetDeck for macOS or Tiflux RAT for Windows, increasing the likelihood of successful compromises and enhancing campaign profitability. ([darkreading.com](https://www.darkreading.com/application-security/phishing-campaigns-auto-adapt-victims-device-os?utm_source=openai)) This trend underscores a significant evolution in phishing tactics, moving from generic attacks to highly targeted, platform-aware strategies. Organizations must enhance cross-platform monitoring and educate employees on recognizing sophisticated phishing attempts to mitigate these advanced threats.
1 month 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.
