✨ 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 421 to 432 of 5035
CISA's 2026 GitHub Credential Leak: Lessons in Security Oversight
In May 2026, the Cybersecurity and Infrastructure Security Agency (CISA) experienced a significant security lapse when a contractor inadvertently exposed sensitive credentials on a public GitHub repository named 'Private-CISA.' This repository, maintained by an employee of Nightwing—a contractor for CISA—contained approximately 844 MB of internal data, including administrative AWS GovCloud keys, plaintext passwords for internal systems, SSH keys, and SAML certificates. The repository was publicly accessible from November 2025 until its discovery in May 2026 by security researcher Guillaume Valadon of GitGuardian. Upon notification, CISA took steps to remove the repository and revoke the exposed credentials. ([techcrunch.com](https://techcrunch.com/2026/05/19/us-cyber-agency-cisa-exposed-reams-of-passwords-and-cloud-keys-to-the-open-web/?utm_source=openai)) This incident underscores the critical importance of stringent credential management and the need for continuous monitoring of public code repositories to prevent unauthorized data exposure. It also highlights the necessity for organizations, especially those responsible for national cybersecurity, to enforce robust security protocols and ensure that contractors adhere to the same standards to mitigate potential risks.
2 weeks ago
Kill Chain
ScamBuster: Revolutionizing Phishing Defense with AI
In July 2026, cybersecurity researcher Laurent Giovannoni introduced ScamBuster, an AI-driven system designed to counteract phishing attacks by engaging scammers with human-like personas. By simulating potential victims, ScamBuster collects critical data on cybercriminal operations, including financial details and infrastructure insights, which can be utilized by organizations and law enforcement to disrupt fraudulent activities. This proactive approach not only wastes scammers' time but also provides valuable intelligence to prevent future attacks. The emergence of ScamBuster highlights a significant shift towards offensive cybersecurity measures, leveraging artificial intelligence to turn the tables on cybercriminals. As phishing tactics become increasingly sophisticated, tools like ScamBuster offer a novel method to gather actionable intelligence, emphasizing the importance of adaptive and proactive defense strategies in the evolving threat landscape.
2 weeks ago
Kill Chain
Misconfigured Server Exposes Sophisticated Phishing Operations Targeting Microsoft 365
In April 2026, a misconfigured server exposed three active Microsoft 365 phishing operations utilizing customized versions of the Evilginx adversary-in-the-middle (AiTM) proxy. The exposed server, left with directory listing enabled, revealed comprehensive toolkits, including phishing configurations, credential logs, and remote management tools. Analysis traced these operations to an Egyptian actor known as 'codemado,' who cloned and modified public Evilginx repositories to orchestrate sophisticated phishing campaigns targeting corporate mailboxes. The campaigns effectively bypassed multi-factor authentication (MFA) by proxying live login sessions and abusing legitimate Microsoft sign-in flows, allowing attackers to capture session cookies and maintain prolonged access to compromised accounts. This incident underscores the evolving sophistication of phishing-as-a-service platforms and the critical need for organizations to implement robust security measures beyond traditional MFA. The exposure of these operations highlights the importance of continuous monitoring and auditing of authentication processes to detect and mitigate unauthorized access attempts. As attackers refine their techniques to circumvent existing defenses, organizations must stay vigilant and adapt their security strategies accordingly.
2 weeks ago
Kill Chain
Critical Remote Code Execution Vulnerability in iCagenda Joomla Extension (CVE-2026-48939)
In June 2026, a critical vulnerability (CVE-2026-48939) was identified in the iCagenda extension for Joomla, allowing unauthenticated attackers to upload and execute arbitrary PHP files via the file attachment feature. This flaw, present in versions prior to 3.9.15 and 4.0.8, enables remote code execution, potentially compromising the entire web server. The U.S. Cybersecurity and Infrastructure Security Agency (CISA) added this vulnerability to its Known Exploited Vulnerabilities catalog on July 10, 2026, following reports of active exploitation in the wild. ([nvd.nist.gov](https://nvd.nist.gov/vuln/detail/CVE-2026-48939?utm_source=openai)) The exploitation of CVE-2026-48939 underscores a broader trend of attackers targeting vulnerabilities in widely used content management system (CMS) extensions. This incident highlights the critical need for organizations to promptly apply security patches and maintain vigilant monitoring of their web applications to prevent unauthorized access and potential data breaches.
2 weeks ago
Kill Chain
AI-Generated PowerShell Script Used in Active Directory Attack
In early June 2026, cybersecurity researchers identified an intrusion where an unknown threat actor utilized an AI-generated PowerShell script to enumerate an Active Directory (AD) environment. The attacker gained Remote Desktop Protocol (RDP) access to a domain-joined Windows Server using pre-compromised credentials, then executed a PowerShell script titled "100% Working AD Information Gathering Script - FULLY FIXED." This script aggressively mapped users, computers, and domains, creating an AD_Report.html to summarize the enumeration. Following this, the attacker deployed legitimate tools like s5cmd.exe and SharpShares.exe to identify and exfiltrate accessible data repositories. ([itsecurityguru.org](https://www.itsecurityguru.org/2026/07/08/huntress-uncovers-vibe-coded-malware-used-to-map-active-directory-environments/?utm_source=openai)) This incident underscores the evolving threat landscape where AI-generated tools are lowering the barrier to entry for cybercriminals, enabling rapid development of custom, evasive malware. The use of AI in cyberattacks is accelerating, allowing threat actors to execute damaging campaigns more swiftly than ever before. ([infosecurity-magazine.com](https://www.infosecurity-magazine.com/news/vibe-coded-malware-ai-powershell/?utm_source=openai))
2 weeks ago
Kill Chain
Forg365 PhaaS: A New Threat to Microsoft 365 Security
In July 2026, a new phishing-as-a-service (PhaaS) platform named Forg365 emerged, targeting Microsoft 365 accounts. Forg365 employs a combination of device code phishing, adversary-in-the-middle (AiTM) tactics, AI-assisted lure creation, and post-compromise mailbox operations. Distributed via Telegram, the service costs $400 per month or $3,800 annually. Attackers utilize legitimate email delivery services like Amazon SES and Twilio SendGrid to craft convincing phishing emails, leading victims to Forg365-controlled domains. The platform's operator panel offers features such as AI-generated phishing emails, campaign management, and a browser extension named ForgCookie, which maintains persistent access to compromised accounts by refreshing Microsoft single sign-on cookies. The emergence of Forg365 underscores the increasing sophistication and accessibility of phishing tools, enabling even low-skilled threat actors to execute complex attacks. This trend highlights the urgent need for organizations to enhance their email security measures, implement robust multi-factor authentication, and educate users about evolving phishing tactics to mitigate the risk of account compromise.
2 weeks ago
Kill Chain
MemGhost Attack: A New Threat to AI Assistant Security
In July 2026, cybersecurity researchers identified a novel attack vector named 'MemGhost,' which exploits AI assistants equipped with persistent memory. By sending a single, specially crafted email, attackers can implant false information into the assistant's memory without user detection. This manipulation allows the AI to provide altered responses in future interactions, potentially leading to misinformation or unauthorized actions. The attack leverages the assistant's ability to autonomously process emails and update its knowledge base, making it particularly insidious. The MemGhost attack underscores the emerging vulnerabilities associated with AI systems that maintain long-term user data. As AI assistants become more integrated into daily workflows, the potential for such memory poisoning attacks increases, highlighting the need for robust security measures to protect against unauthorized data manipulation.
2 weeks ago
Kill Chain
Anubis Ransomware Exploits Citrix Bleed 2 Vulnerability in 2026
In early July 2026, the Anubis ransomware group exploited a critical vulnerability known as Citrix Bleed 2 (CVE-2025-5777) in Citrix NetScaler appliances to gain unauthorized access to enterprise networks. This flaw allowed attackers to bypass multi-factor authentication by stealing session tokens, leading to the compromise of 91 organizations across sectors such as healthcare, financial services, manufacturing, and technology. The attackers utilized legitimate remote management tools to maintain persistence and evade detection, culminating in the deployment of ransomware that encrypted critical data and disrupted operations. This incident underscores the persistent threat posed by unpatched vulnerabilities and the sophisticated tactics employed by ransomware groups. The exploitation of Citrix Bleed 2 highlights the importance of timely patch management and the need for comprehensive monitoring of remote access tools to detect and prevent unauthorized activities.
2 weeks ago
Kill Chain
Urgent Alert: Widespread Scanning Targets MCP Servers and AI Assistant Credentials
In July 2026, security researchers identified a widespread scanning campaign targeting Model Context Protocol (MCP) servers and AI assistant credential files. Attackers systematically probed internet-facing systems for exposed MCP endpoints and configuration files associated with AI development tools, aiming to exploit misconfigurations and gain unauthorized access. This reconnaissance activity underscores the critical need for organizations to secure their AI infrastructure against emerging threats. The incident highlights a growing trend of attackers focusing on AI-related assets, exploiting the rapid adoption of AI technologies and potential security oversights. Organizations must proactively implement robust security measures to protect sensitive AI systems and data from evolving cyber threats.
2 weeks ago
Kill Chain
RedHook Android Malware Exploits Wireless ADB for Unauthorized Access
In July 2026, cybersecurity researchers identified a new variant of the RedHook Android malware that exploits the Wireless Android Debug Bridge (ADB) feature to gain shell-level access without a computer connection. By deceiving users into granting Accessibility permissions, RedHook enables Developer Options and activates Wireless Debugging, allowing it to connect to the device's ADB service via the loopback interface. This grants the malware elevated privileges, enabling it to stream screens, intercept keystrokes, automate UI interactions, and steal credentials. The attack does not require device rooting, making it effective across all Android devices where users approve the Accessibility Service request. This incident underscores the evolving sophistication of mobile malware, highlighting the need for heightened vigilance among Android users. The exploitation of legitimate features like Wireless ADB for malicious purposes reflects a broader trend of attackers leveraging built-in functionalities to bypass security measures, emphasizing the importance of cautious permission granting and regular security updates.
3 weeks ago
Kill Chain
Global CMS Exploitation Campaign: Protect Your Website Now
In July 2026, the Australian Cyber Security Centre (ACSC) issued an alert regarding a global exploitation campaign targeting vulnerabilities in content management systems (CMS) and associated plugins. Threat actors are actively scanning websites to deploy webshells, leveraging flaws in platforms such as WordPress, Craft CMS, MaxSite CMS, MetInfo CMS, and Joomla JCE. This campaign has significantly impacted small to medium-sized Australian businesses, leading to service disruptions, credential theft, malware deployment, and potential lateral movement within networks. The ACSC highlighted that the campaign might be supported by artificial intelligence, enabling threat actors to accelerate attacks and scale the exploitation of emerging vulnerabilities. Website administrators are urged to apply the latest security updates, remove unused components, enable automatic updates where possible, and implement additional security measures to mitigate the risk of compromise.
3 weeks ago
Kill Chain
Hackers Weaponize Balochistan Police Portal in Multi-Group Espionage Campaigns
Between February 2024 and April 2026, cybersecurity researchers identified sustained cyber espionage activities targeting Pakistani law enforcement agencies, notably the Balochistan Police. These campaigns, attributed to threat actors linked to China and India, involved the compromise of servers hosting sensitive web applications managing police and citizen data. The attackers employed sophisticated techniques, including multi-stage malware deployment and exploitation of unpatched vulnerabilities, to infiltrate and maintain persistent access to these critical systems. The breaches resulted in unauthorized access to confidential information, posing significant risks to national security and public safety. This incident underscores a growing trend of state-sponsored cyber espionage targeting law enforcement and government institutions in South Asia. The convergence of multiple nation-state actors focusing on similar targets highlights the strategic importance of such entities and the escalating cyber threats they face. Organizations must enhance their cybersecurity posture to defend against increasingly sophisticated and persistent adversaries.
3 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.

