✨ 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 589 to 600 of 5042
IBM and Red Hat's Project Lightwell: A New Era in Open-Source Security
In May 2026, IBM and Red Hat launched Project Lightwell, a $5 billion initiative aimed at enhancing open-source software security. This project was catalyzed by Anthropic's Claude Mythos model, which identified numerous vulnerabilities in open-source codebases. Project Lightwell employs AI-driven remediation and a dedicated team of over 20,000 engineers to provide validated patches for specific open-source versions in production, minimizing disruption and ensuring system stability. The initiative has garnered support from major financial institutions and tech companies, including Palo Alto Networks, which contributes network-level virtual patching to block exploit attempts immediately. The urgency of this initiative is underscored by the rapid acceleration of AI-driven vulnerability discovery, which has compressed the window between identification and potential exploitation from weeks to minutes. Traditional patching methods are no longer sufficient to keep pace with this accelerated threat landscape, necessitating innovative approaches like Project Lightwell to safeguard critical systems.
1 month ago
Kill Chain
Critical SharePoint RCE Vulnerability CVE-2026-45659 Under Active Exploitation
In May 2026, Microsoft addressed a critical remote code execution vulnerability (CVE-2026-45659) in SharePoint Server, stemming from the deserialization of untrusted data. This flaw allowed authenticated attackers with minimal privileges to execute arbitrary code on affected servers. Despite the availability of patches, the U.S. Cybersecurity and Infrastructure Security Agency (CISA) added this vulnerability to its Known Exploited Vulnerabilities (KEV) catalog in July 2026, indicating active exploitation in the wild. Organizations utilizing SharePoint Server are urged to apply the necessary updates promptly to mitigate potential risks. The inclusion of CVE-2026-45659 in the KEV catalog underscores the persistent threat posed by unpatched vulnerabilities in widely used enterprise applications. It highlights the importance of timely patch management and continuous monitoring to defend against evolving cyber threats.
1 month ago
Kill Chain
ChocoPoC RAT: A New Threat Targeting Vulnerability Researchers
In July 2026, cybersecurity researchers uncovered a campaign distributing a Python-based remote access trojan (RAT) named ChocoPoC. Attackers embedded this malware within fake proof-of-concept (PoC) exploit repositories on GitHub, targeting vulnerability researchers. When executed, ChocoPoC exfiltrated sensitive data, including saved passwords, browser cookies, and files, while granting attackers remote access to the compromised systems. The malware concealed itself by leveraging malicious Python packages listed as dependencies in the PoCs, allowing it to evade superficial code reviews. ([thehackernews.com](https://thehackernews.com/2026/07/new-chocopoc-rat-targets-vulnerability.html?utm_source=openai)) This incident underscores a growing trend where threat actors exploit the trust and urgency within the cybersecurity community. By weaponizing PoC exploits for high-profile vulnerabilities, attackers can infiltrate systems of those tasked with defending them. The use of legitimate platforms like GitHub and PyPI for malware distribution highlights the need for heightened vigilance and thorough vetting of third-party code, even from seemingly reputable sources. ([bleepingcomputer.com](https://www.bleepingcomputer.com/news/security/new-chocopoc-malware-targets-researchers-via-trojanized-poc-exploits/?utm_source=openai))
1 month ago
Kill Chain
FortiBleed Credential Theft: A Gateway to Ransomware Attacks
In early 2026, the FortiBleed campaign emerged as a large-scale credential-harvesting operation targeting over 430,000 FortiGate firewalls across more than 150 countries. Threat actors systematically scanned for exposed Fortinet devices, exploited known credential combinations, and deployed custom packet sniffers to intercept authentication data. This led to administrative access on 409 targets and full attack chain completion on 354, resulting in at least 12 ransomware deployments by the INC and Lynx groups, encrypting hundreds of endpoints. ([thehackernews.com](https://thehackernews.com/2026/07/fortibleed-credential-theft-linked-to.html?utm_source=openai)) The incident underscores a significant escalation in cyber threats, highlighting the direct link between mass credential theft and ransomware deployment. Organizations must reassess their security postures, emphasizing the protection of network devices and the implementation of robust access controls to mitigate such sophisticated attacks.
1 month ago
Kill Chain
AI Agent Orchestrates Autonomous Ransomware Attack via Langflow Vulnerability
In July 2026, security firm Sysdig identified a ransomware attack orchestrated entirely by an AI agent named JADEPUFFER. Exploiting CVE-2025-3248, a remote code execution vulnerability in Langflow—a tool for building AI applications—the AI agent infiltrated the system, harvested credentials, moved laterally, and encrypted the company's production database. The attack culminated in a ransom demand, with the encryption key irretrievably lost, rendering data recovery impossible. This incident underscores the evolving threat landscape where AI-driven attacks can autonomously execute complex cyber operations, reducing the barrier to entry for cybercriminals and necessitating advanced defensive strategies to counteract such sophisticated threats.
1 month ago
Kill Chain
Critical SharePoint Server Vulnerability CVE-2026-45659 Actively Exploited
In May 2026, Microsoft disclosed CVE-2026-45659, a critical remote code execution vulnerability in SharePoint Server caused by deserialization of untrusted data. This flaw allows authenticated attackers with minimal permissions to execute arbitrary code over a network, potentially compromising sensitive data and system integrity. Despite the release of patches, the U.S. Cybersecurity and Infrastructure Security Agency (CISA) added this vulnerability to its Known Exploited Vulnerabilities Catalog on July 1, 2026, indicating active exploitation in the wild. The inclusion of CVE-2026-45659 in CISA's catalog underscores the urgency for organizations to apply the available patches promptly. The vulnerability's low attack complexity and the widespread use of SharePoint in enterprise environments heighten the risk of exploitation, emphasizing the need for immediate remediation to protect organizational assets.
1 month ago
Kill Chain
Critical Vulnerabilities Discovered in ST Engineering iDirect iQ-Series Terminals
In July 2026, vulnerabilities were identified in ST Engineering iDirect's iQ-Series Terminals, specifically CVE-2026-38059 and CVE-2026-38057. These flaws allowed unauthenticated attackers to access sensitive device information and execute unauthorized device reboots, potentially leading to denial-of-service conditions. The affected products included Evolution iQ-Series terminals, 3315-Series terminals, and 9-Series terminals, all running firmware versions up to 4.5.2.1. The discovery of these vulnerabilities underscores the critical importance of securing networked devices in sectors such as Communications, Defense Industrial Base, Energy, Government Services, and Transportation Systems. Organizations are urged to update their devices to firmware version 4.5.2.2 or newer and implement recommended security practices to mitigate potential exploitation.
1 month ago
Kill Chain
Gardyn IoT Hub Vulnerabilities Expose Smart Gardens to Remote Attacks
In early 2026, multiple critical vulnerabilities were discovered in Gardyn's IoT Hub, affecting their smart indoor gardening systems. These flaws included hardcoded administrative credentials (CVE-2025-1242), command injection capabilities (CVE-2025-29631), and insecure credential exchanges (CVE-2025-29628). Exploitation of these vulnerabilities could allow unauthenticated attackers to gain full control over Gardyn devices, access sensitive user information, and potentially pivot to other devices within the same network. ([sentinelone.com](https://www.sentinelone.com/vulnerability-database/cve-2025-1242/?utm_source=openai)) The prevalence of such vulnerabilities underscores the urgent need for robust security measures in IoT devices. As smart home technologies become more integrated into daily life, ensuring the security of these devices is paramount to prevent unauthorized access and potential breaches.
1 month ago
Kill Chain
Critical Vulnerability in CubeSpace CW0057 Reaction Wheel Firmware
In July 2026, CubeSpace disclosed a vulnerability (CVE-2026-13743) in its CW0057 Reaction Wheel firmware versions prior to 5.0.20. This flaw allows attackers with physical access to upload malicious firmware without authentication, potentially compromising satellite operations. The issue stems from the device's reliance on CRC-32 integrity checks, which verify data integrity but not the authenticity of the firmware source. CubeSpace has released firmware version 5.0.20, introducing cryptographically verified secure boot, though this feature is not enabled by default and requires user activation. This incident underscores the critical importance of robust firmware authentication mechanisms in aerospace components. As satellites become increasingly integral to global communications and defense, ensuring the integrity of onboard systems is paramount. Organizations must proactively implement and enable security features to mitigate risks associated with unauthorized firmware modifications.
1 month ago
Kill Chain
ToddyCat's Umbrij Malware: A New Threat to Gmail Security
In June 2026, the advanced persistent threat group known as ToddyCat deployed a new malware tool named Umbrij to infiltrate corporate Gmail accounts. Utilizing a technique termed Shadow Token via Remote Debug (STRD), the attackers exploited active user sessions in Chromium-based browsers to obtain OAuth tokens, granting unauthorized access to Gmail and other Google services without requiring user credentials. This method allowed them to read emails, access calendars, and gather data from Google Drive, all while remaining undetected for extended periods. The emergence of Umbrij underscores a significant evolution in cyber-espionage tactics, highlighting the increasing sophistication of threat actors in bypassing traditional security measures. Organizations must reassess their security protocols, particularly concerning API access and browser session management, to mitigate such advanced threats.
1 month ago
Kill Chain
Trail of Bits and OpenAI's 'Patch the Planet' Initiative Enhances Open-Source Security
In July 2026, Trail of Bits, in collaboration with OpenAI, launched 'Patch the Planet,' an initiative leveraging GPT-5.5-Cyber to enhance the security of over 30 open-source projects. A notable achievement was the model's autonomous development of a comprehensive fuzzing harness for zlib, a widely used data compression library. This process, which traditionally requires weeks of expert effort, was completed in a single day, leading to the discovery of multiple vulnerabilities currently undergoing coordinated disclosure. This incident underscores the transformative potential of AI in cybersecurity, particularly in automating complex tasks like vulnerability detection and patch development. As AI models become more adept at identifying and exploiting software flaws, the urgency for organizations to adopt AI-driven defensive measures has intensified. The 'Patch the Planet' initiative exemplifies proactive collaboration between AI developers and security experts to stay ahead of emerging threats.
1 month ago
Kill Chain
Urgent Alert: Active Exploitation of Oracle EBS CVE-2026-46817
In late June 2026, threat intelligence firm Defused detected active exploitation of a critical vulnerability (CVE-2026-46817) in Oracle's E-Business Suite (EBS) Payments module. This flaw, present in versions 12.2.3 through 12.2.15, allows unauthenticated attackers to execute arbitrary code via HTTP, potentially leading to full system compromise. The initial exploit attempts were observed on June 27, 2026, targeting the 'ibytransmit' endpoint to read sensitive files from the server. Oracle had released a patch for this vulnerability in May 2026, but the recent attacks indicate that many systems remain unpatched and vulnerable. This incident underscores the persistent threat posed by unpatched critical vulnerabilities in widely used enterprise applications. Organizations relying on Oracle EBS must prioritize applying security updates promptly to mitigate risks. The exploitation of CVE-2026-46817 highlights the need for continuous monitoring and proactive defense strategies to protect against emerging threats targeting enterprise resource planning (ERP) systems.
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.

