✨ 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 2509 to 2520 of 5175
Critical Unauthenticated RCE Vulnerability in Oracle Identity Manager (CVE-2025-61757)
In October 2025, Oracle disclosed a critical vulnerability (CVE-2025-61757) in Oracle Identity Manager, a key component of Oracle Fusion Middleware. This flaw, with a CVSS score of 9.8, allows unauthenticated remote code execution via HTTP, enabling attackers to fully compromise affected systems. The vulnerability arises from missing authentication checks in the REST WebServices component, permitting unauthorized access and control over the Identity Manager. ([hipaajournal.com](https://www.hipaajournal.com/critical-flaw-oracle-identity-manager-nov-2025/?utm_source=openai)) The exploitation of this vulnerability has been observed in the wild, prompting the U.S. Cybersecurity and Infrastructure Security Agency (CISA) to add it to its Known Exploited Vulnerabilities catalog and mandate federal agencies to apply patches by December 12, 2025. Organizations using Oracle Identity Manager versions 12.2.1.4.0 and 14.1.2.1.0 are urged to apply the October 2025 Critical Patch Update immediately to mitigate potential risks. ([securityweek.com](https://www.securityweek.com/cisa-confirms-exploitation-of-recent-oracle-identity-manager-vulnerability/?utm_source=openai))
4 months ago
Kill Chain
Russian Hackers Exploit Signal and WhatsApp in Sophisticated Phishing Campaign
In March 2026, Dutch intelligence agencies reported a large-scale global cyber campaign by Russian state-sponsored hackers targeting Signal and WhatsApp accounts of dignitaries, military personnel, and journalists. The attackers employed social engineering techniques, such as impersonating support chatbots, to deceive users into revealing security verification codes and PINs. This allowed unauthorized access to individual accounts, enabling the interception of sensitive communications. Notably, the campaign did not exploit technical vulnerabilities within the messaging platforms themselves but rather manipulated legitimate security features through phishing tactics. ([english.aivd.nl](https://english.aivd.nl/latest/news/2026/03/09/russia-targets-signal-and-whatsapp-accounts-in-cyber-campaign?utm_source=openai)) This incident underscores the persistent threat posed by state-sponsored cyber actors utilizing sophisticated social engineering methods to compromise secure communication channels. The focus on widely used encrypted messaging applications highlights the need for heightened vigilance and robust security practices among high-profile individuals and organizations to safeguard sensitive information.
4 months ago
Kill Chain
Oracle Fusion Middleware 2026 Critical RCE Vulnerability
In January 2026, Oracle disclosed a critical remote code execution (RCE) vulnerability, CVE-2026-21962, affecting Oracle Fusion Middleware components, including Oracle HTTP Server and WebLogic Server Proxy Plug-ins. This flaw allows unauthenticated attackers with network access via HTTP to compromise affected servers, potentially leading to unauthorized creation, deletion, or modification of critical data. The vulnerability impacts versions 12.2.1.4.0, 14.1.1.0.0, and 14.1.2.0.0 of the affected components. Oracle released patches as part of their January 2026 Critical Patch Update to address this issue. ([nvd.nist.gov](https://nvd.nist.gov/vuln/detail/CVE-2026-21962?utm_source=openai)) The exploitation of this vulnerability underscores the persistent threat posed by unauthenticated RCE flaws in widely used enterprise software. Organizations are urged to apply the provided patches promptly to mitigate potential risks associated with this vulnerability.
4 months ago
Kill Chain
Russian Hackers Exploit Social Engineering to Access Signal and WhatsApp Accounts
In March 2026, Dutch intelligence agencies reported a large-scale global cyber campaign orchestrated by Russian state-sponsored hackers targeting Signal and WhatsApp accounts of government officials, military personnel, and journalists. The attackers employed sophisticated phishing and social engineering techniques, such as impersonating support chatbots, to deceive users into revealing security verification codes and passcodes. This enabled unauthorized access to individual and group conversations, potentially exposing sensitive information. ([themoscowtimes.com](https://www.themoscowtimes.com/2026/03/09/russian-hackers-targeting-messaging-apps-dutch-spies-say-a92164?utm_source=openai)) This incident underscores the evolving tactics of nation-state actors in exploiting widely-used encrypted messaging platforms. Despite the robust end-to-end encryption of these applications, the human element remains a critical vulnerability. Organizations must enhance user awareness and implement stringent security protocols to mitigate such social engineering threats.
4 months ago
Kill Chain
Surge in Agentic AI-Driven Retail Fraud in 2026
In early 2026, the retail industry witnessed a significant surge in AI-enabled fraud, particularly through the exploitation of agentic AI systems. Cybercriminals leveraged autonomous AI agents to conduct sophisticated scams, including deepfake customer service interactions and unauthorized transactions, leading to substantial financial losses and operational disruptions for retailers. This escalation highlighted the vulnerabilities inherent in integrating AI agents into e-commerce platforms without robust security measures. The incident underscores the urgent need for retailers to implement comprehensive AI security protocols, as the adoption of agentic AI continues to rise. With projections indicating that AI agents could handle up to 25% of e-commerce transactions by 2030, the potential for AI-driven fraud poses a growing threat to the retail sector's integrity and consumer trust.
4 months ago
Kill Chain
Ubiquiti UniFi Access Vulnerability: Unauthenticated API Exposure
In October 2025, Ubiquiti's UniFi Access Application was found to have a critical vulnerability (CVE-2025-52665) that exposed a management API without proper authentication. This flaw, present in versions 3.3.22 through 3.4.31, allowed attackers with access to the management network to gain unauthorized control over door access systems, posing significant risks to physical security. Ubiquiti addressed the issue by releasing version 4.0.21, which rectified the misconfiguration. This incident underscores the importance of promptly updating software to mitigate security vulnerabilities. Organizations are advised to review their access control systems and ensure that all applications are updated to the latest secure versions to prevent unauthorized access and potential breaches.
4 months ago
Kill Chain
North Korean IT Worker Scheme 2026: Unveiling the Insider Threat
Between September 2019 and November 2022, three U.S. nationals—Audricus Phagnasay, Jason Salazar, and Alexander Paul Travis—facilitated a scheme enabling North Korean IT workers to secure remote positions at U.S. companies. By hosting company-provided laptops and installing remote-access software, they allowed these operatives to masquerade as domestic employees. This operation led to approximately $1.28 million in salaries being funneled to North Korea, violating U.S. sanctions and compromising corporate security. ([cyberscoop.com](https://cyberscoop.com/doj-north-korea-it-worker-scheme-cases-crypto-seized/?utm_source=openai)) This incident underscores the evolving tactics of state-sponsored cyber operations, highlighting the critical need for robust identity verification and remote work security protocols to prevent similar breaches.
4 months ago
Kill Chain
Russian Hackers Exploit Social Engineering to Access Signal and WhatsApp Accounts
In March 2026, Dutch intelligence agencies reported a large-scale global cyber campaign by Russian state-sponsored hackers targeting Signal and WhatsApp accounts of dignitaries, military personnel, civil servants, and journalists. The attackers employed social engineering techniques, such as impersonating Signal support chatbots, to deceive users into revealing verification and PIN codes. This allowed them to gain unauthorized access to accounts, read messages, and infiltrate group chats. The campaign exploited legitimate app features like 'linked devices' to maintain persistent access without the users' knowledge. ([english.aivd.nl](https://english.aivd.nl/latest/news/2026/03/09/russia-targets-signal-and-whatsapp-accounts-in-cyber-campaign?utm_source=openai)) This incident underscores the increasing sophistication of state-sponsored cyber operations and highlights the vulnerabilities associated with social engineering tactics. It serves as a critical reminder for organizations and individuals to exercise heightened vigilance, especially when using encrypted messaging platforms for sensitive communications.
4 months ago
Kill Chain
Brightly Software's 2026 Insider Data Extortion: A Cautionary Tale
In December 2023, Cameron Curry, a 27-year-old data analyst contractor at Brightly Software, exploited his access to the company's payroll and corporate data to steal sensitive employee information. Upon learning that his contract would not be extended, Curry initiated an extortion scheme, demanding $2.5 million to prevent the release of the stolen data. He sent over 60 emails to Brightly employees, threatening to disclose personal identification information (PII) unless his demands were met. The company reported the incident to the FBI, leading to Curry's arrest and subsequent conviction in March 2026. This case underscores the persistent threat posed by insider attacks, particularly when employees or contractors misuse their access to sensitive information. Organizations must remain vigilant, implementing robust access controls and monitoring mechanisms to detect and prevent such insider threats.
4 months ago
Kill Chain
Operation Alice 2026: Unveiling the Dark Web's Deceptive CSAM Network
In March 2026, an international law enforcement operation named Operation Alice, led by German authorities with Europol's support, dismantled over 373,000 dark web sites that falsely advertised child sexual abuse material (CSAM). These fraudulent sites, operated by a 35-year-old suspect based in China, lured approximately 10,000 users into paying between EUR 17 and EUR 250 in Bitcoin, amassing around $400,000, without delivering any illicit content. The operation resulted in the seizure of 287 servers, including 105 located in Germany, and an international arrest warrant issued for the suspect. This incident underscores the persistent threat posed by cybercriminals exploiting the dark web to perpetrate fraud and distribute illicit content. It highlights the necessity for continuous international collaboration and vigilance in monitoring and dismantling such networks to protect vulnerable individuals and uphold cybersecurity standards.
4 months ago
Kill Chain
Unveiling the $10M AI Bot Streaming Fraud by Michael Smith
Between 2017 and 2024, North Carolina musician Michael Smith orchestrated a massive streaming royalty fraud scheme, generating over $10 million in illicit earnings. Smith acquired hundreds of thousands of AI-generated songs, uploaded them to major streaming platforms like Spotify, Apple Music, Amazon Music, and YouTube Music, and employed automated bots to artificially inflate play counts by billions. To evade detection, he utilized virtual private networks (VPNs) to mask the bots' activities. This operation not only defrauded the platforms but also diverted substantial royalties from legitimate artists and rights holders. This case underscores the growing misuse of artificial intelligence and automation in perpetrating sophisticated financial frauds. As AI technologies become more accessible, industries reliant on digital metrics must enhance their fraud detection mechanisms to prevent similar schemes that exploit automated systems for illicit gain.
4 months ago
Kill Chain
Aisuru and Kimwolf Botnets' 2025 Record-Breaking DDoS Attacks
In December 2025, the Aisuru and Kimwolf botnets orchestrated a record-breaking Distributed Denial of Service (DDoS) attack, peaking at 31.4 terabits per second (Tbps) and delivering 200 million requests per second. This unprecedented assault targeted multiple companies, predominantly in the telecommunications sector, and was part of a broader campaign dubbed "The Night Before Christmas." The attack leveraged a vast network of compromised Internet of Things (IoT) devices, including Android TVs and streaming boxes, to generate massive traffic volumes. ([hackmag.com](https://hackmag.com/news/aisuru-31-4-tbps?utm_source=openai)) The incident underscores the escalating scale and sophistication of DDoS attacks, highlighting the critical need for robust cybersecurity measures. The rapid proliferation of vulnerable IoT devices has provided attackers with extensive resources to launch such large-scale assaults. Organizations must prioritize securing these devices and implementing advanced DDoS mitigation strategies to defend against evolving cyber threats. ([fastnetmon.com](https://fastnetmon.com/2026/02/01/aisuru-botnet-sets-a-new-ddos-record-at-31-4-tbps/?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.

