✨ 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 301 to 312 of 5034
Salt Typhoon Cyberattack 2024: A Wake-Up Call for Surveillance System Security
In October 2024, the Salt Typhoon cyberattack, allegedly backed by China, targeted U.S. wiretap systems, granting attackers access to sensitive intelligence and law enforcement communications collected by major U.S. internet service providers such as Verizon, AT&T, and Lumen Technologies. The breach exploited systems designed for lawful surveillance, highlighting vulnerabilities in government-mandated surveillance infrastructure. This incident underscores the critical need for robust cybersecurity measures to protect sensitive communication channels from state-sponsored cyber espionage. The Salt Typhoon attack is part of a broader pattern of advanced persistent threats linked to Beijing, raising significant national security concerns regarding foreign access to critical U.S. surveillance infrastructure.
2 weeks ago
Kill Chain
AI Exploit Highlights Risks of Autonomous Systems in Financial Transactions
In May 2026, an attacker exploited vulnerabilities in AI systems by sending a Morse code message to Grok, an AI chatbot developed by xAI. Grok decoded the message and relayed it to Bankrbot, an autonomous financial agent, which then executed unauthorized cryptocurrency transactions totaling approximately $200,000. This incident underscores the risks associated with AI systems possessing excessive autonomy and the potential for 'authority laundering,' where AI systems transform untrusted input into authorized actions without adequate oversight. As organizations increasingly integrate AI into critical operations, it is imperative to implement robust governance frameworks to prevent such exploits and ensure AI systems operate within clearly defined authority boundaries.
2 weeks ago
Kill Chain
BoryptGrab Malware Campaign Exploits Fake GitHub Repositories in 2026
In July 2026, cybersecurity researchers uncovered a large-scale malware campaign involving 292 fake GitHub repositories impersonating legitimate software projects. These repositories distributed a variant of the BoryptGrab infostealer, which targets sensitive data from web browsers, cryptocurrency wallets, and messaging applications. The malware was delivered through trojanized installers that exploited DLL side-loading techniques, allowing attackers to harvest credentials and financial information from unsuspecting users. The campaign primarily targeted users in the United States, Germany, Romania, and Venezuela, leading to significant data breaches and financial losses. This incident underscores the growing trend of cybercriminals leveraging trusted platforms like GitHub to distribute malware. The sophistication of the campaign, including the use of search engine optimization to promote malicious repositories, highlights the need for enhanced vigilance and verification processes when downloading software from online sources.
2 weeks ago
Kill Chain
Phishing Attacks Exploit Hidden Text to Bypass AI Security Filters
Since April 2026, Barracuda Networks has identified over one million phishing emails employing 'text salting' techniques to evade both traditional and AI-powered email security filters. These emails, often retail-themed, use hidden text within their HTML code to manipulate security gateways, allowing malicious content to bypass detection and reach users' inboxes. ([darkreading.com](https://www.darkreading.com/threat-intelligence/1m-emails-hidden-text-dupe-ai-security-filters?utm_source=openai)) The resurgence of text salting, facilitated by large language models (LLMs), highlights the evolving sophistication of phishing attacks. This trend underscores the need for advanced security measures capable of analyzing the full context of email content, including hidden elements, to effectively combat such evasive tactics. ([blog.barracuda.com](https://blog.barracuda.com/2026/07/16/text-salting-ai-email-security?utm_source=openai))
2 weeks ago
Kill Chain
Google's Agentic Defense: Revolutionizing Cybersecurity with AI
In March 2026, Google completed its $32 billion acquisition of cloud security firm Wiz, aiming to enhance its cloud-native security capabilities. Wiz's graph-based analysis technology enables correlation of cloud assets, identities, vulnerabilities, and exposures across multi-cloud environments. This acquisition led to the development of Google's 'agentic defense' platform, which automates threat detection, investigation, and remediation using intelligent security agents. The platform addresses the increasing speed and sophistication of AI-powered cyberattacks by shifting from human-led to AI-led cyber defense strategies. ([darkreading.com](https://www.darkreading.com/cloud-security/google-bets-agentic-defense-strategy-outpace-attackers?utm_source=openai)) The urgency of adopting AI-driven security measures is underscored by the rapid acceleration of machine-based attacks. According to Google Cloud's Mandiant threat detection unit, the average time from initial breach to handoff of access to another threat actor has decreased from 8 hours to just 22 seconds over the past three years. This trend highlights the necessity for organizations to implement automated, AI-driven defense mechanisms to effectively counteract evolving cyber threats. ([darkreading.com](https://www.darkreading.com/cloud-security/google-bets-agentic-defense-strategy-outpace-attackers?utm_source=openai))
2 weeks ago
Kill Chain
ACR Stealer's ClickFix Campaign: A Wake-Up Call for Cybersecurity
In mid-2026, the ACR Stealer malware exploited ClickFix social engineering tactics to infiltrate enterprise networks. By deceiving users into executing commands via fake verification prompts, attackers deployed two primary infection chains: one utilizing WebDAV and PowerShell scripts, and another employing mshta.exe with obfuscated PowerShell. Both methods aimed to exfiltrate browser-stored credentials, session tokens, and sensitive Microsoft 365 documents, including files from OneDrive and SharePoint. This incident underscores a significant shift towards sophisticated social engineering attacks that bypass traditional security measures. The reliance on user interaction highlights the critical need for enhanced user awareness and robust endpoint protection strategies to mitigate such threats.
2 weeks ago
Kill Chain
CISA Adds Exploited SharePoint RCE Zero-Day CVE-2026-58644 to KEV
In July 2026, Microsoft disclosed CVE-2026-58644, a critical deserialization vulnerability in SharePoint Server, allowing unauthenticated remote code execution. This flaw affects SharePoint Server Subscription Edition, 2019, and Enterprise Server 2016. Exploitation requires an attacker to send a specially crafted network request, leading to potential full server compromise. The U.S. Cybersecurity and Infrastructure Security Agency (CISA) added this vulnerability to its Known Exploited Vulnerabilities catalog, mandating federal agencies to apply patches by July 19, 2026. The inclusion of CVE-2026-58644 in CISA's catalog underscores the urgency of addressing this vulnerability, as it has been actively exploited in the wild. Organizations using affected SharePoint versions should prioritize patching to mitigate the risk of unauthorized access and potential data breaches.
2 weeks ago
Kill Chain
GoSerpent Malware: A Persistent Threat to Southeast Asian Governments
In late 2025, cybersecurity researchers identified a new malware strain named GoSerpent, actively targeting government and diplomatic entities in Southeast Asia. Discovered by Kaspersky in February 2026, GoSerpent is designed to establish long-term access for intelligence gathering by connecting to external servers and deploying secondary payloads for data collection and credential dumping. The malware's capabilities include setting up SOCKS5 proxy servers, enabling attackers to route traffic through compromised hosts and mask their true IP addresses. Additional tools such as ThumbcacheService for file collection and Mimikatz for credential extraction have been employed to facilitate data exfiltration through network shared drives. ([thehackernews.com](https://thehackernews.com/2026/07/new-goserpent-malware-targets-southeast.html?utm_source=openai)) The resurgence of GoSerpent in May 2026, with evolved tools like the Stowaway RAT and enhanced data exfiltration methods, underscores the persistent and adaptive nature of cyber threats targeting sensitive government information. This incident highlights the critical need for robust cybersecurity measures and continuous monitoring to detect and mitigate sophisticated espionage campaigns. ([thehackernews.com](https://thehackernews.com/2026/07/new-goserpent-malware-targets-southeast.html?utm_source=openai))
2 weeks ago
Kill Chain
Armenia Detains Russian Tourist Mistaken for REvil Hacker
In June 2026, Armenian authorities detained Russian tourist Aleksandr Yuryevich Ermakov at Yerevan's Zvartnots airport, acting on a U.S. extradition request for a REvil ransomware suspect named Aleksandr Gennadievich Ermakov. The U.S. alleges that the wanted individual participated in Sodinokibi/REvil attacks from April 2019 to July 2021, affecting over 1,000 victims, including entities in the Northern District of Texas. However, the detained man's lawyers assert that he is not the individual sought by the U.S., highlighting discrepancies in personal details and emphasizing that the actual suspect is serving a sentence in Russia, restricting his travel. This incident underscores the complexities and potential misidentifications in international cybercrime enforcement efforts, especially when dealing with common names and limited identifying information. It also highlights the ongoing global pursuit of REvil affiliates, reflecting the persistent threat posed by ransomware groups and the challenges in dismantling their networks.
2 weeks ago
Kill Chain
CISA Adds Three Exploited Vulnerabilities to KEV Catalog
On July 16, 2026, the Cybersecurity and Infrastructure Security Agency (CISA) added three vulnerabilities to its Known Exploited Vulnerabilities (KEV) Catalog, indicating active exploitation. The vulnerabilities include two OS command injection flaws in Fortinet FortiSandbox (CVE-2026-25089 and CVE-2026-39808) and a deserialization of untrusted data vulnerability in Microsoft SharePoint (CVE-2026-58644). These vulnerabilities are commonly exploited by malicious actors and pose significant risks to federal enterprises. The inclusion of these vulnerabilities in the KEV Catalog underscores the critical need for organizations to prioritize patching and remediation efforts. With the increasing frequency of such exploits, it is imperative for entities to adopt risk-based vulnerability management practices to safeguard their systems against potential breaches.
2 weeks ago
Kill Chain
North Korean Hackers Exploit Fake Coding Tests to Deploy OtterCookie Malware via Steganography
In July 2026, North Korean state-sponsored hackers initiated a sophisticated campaign targeting software developers through fake job postings and coding assessments. These assessments contained repositories with malicious code concealed within SVG image files, employing steganography to evade detection. Upon execution, the code deployed a multi-stage payload associated with the OtterCookie malware, capable of stealing browser credentials, cryptocurrency wallets, and sensitive files, as well as establishing remote access via a Socket.IO-based trojan. This operation underscores the persistent threat posed by North Korean cyber actors to the software development community, aiming to exfiltrate valuable data and financial assets. The use of steganography in SVG files highlights the evolving tactics employed by these adversaries to bypass traditional security measures, emphasizing the need for heightened vigilance and advanced detection capabilities within the industry.
2 weeks ago
Kill Chain
ACR Stealer 2026: Unveiling the ClickFix Intrusion Chains
Between late April and mid-June 2026, Microsoft Defender Experts observed a surge in ACR Stealer activity targeting enterprise environments. Attackers employed 'ClickFix' social engineering tactics to deceive users into executing malicious commands, leading to the theft of browser credentials, authentication tokens, and sensitive documents. The campaigns utilized two primary intrusion chains: one leveraging WebDAV for payload delivery with Python-based loaders and blockchain-backed command-and-control mechanisms, and another employing MSHTA-initiated PowerShell scripts with steganographic techniques for in-memory payload execution. These sophisticated methods enabled attackers to evade detection and maintain persistence within compromised systems. The significance of this incident lies in the advanced techniques used to bypass traditional security measures, highlighting the evolving nature of cyber threats. Organizations must remain vigilant against such deceptive tactics and enhance their security protocols to detect and mitigate similar attacks effectively.
2 weeks 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.

