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 133 to 144 of 5910
Microsoft's Record-Breaking 974 CVE Patch Tuesday: Zero-Days and Wormable Threats Demand Immediate Action
Microsoft's September 2026 Patch Tuesday set a new record with 974 CVEs, marking the fourth consecutive month of substantially larger security updates driven by AI-assisted vulnerability discovery. Two zero-day vulnerabilities (CVE-2026-85880 and CVE-2026-81963) are under active exploitation, targeting Windows Advanced Local Procedure Call and Windows Update Stack respectively. The release includes 13 critical flaws, 20 wormable CVEs creating network contagion risks, and a cluster of near-maximum severity remote code execution bugs affecting Windows Shell, NFS services, and Microsoft Word. With 438 elevation of privilege vulnerabilities and 260 remote code execution flaws, attackers gained unprecedented attack surface across Windows, Office, SQL Server, and Azure environments. This massive vulnerability disclosure represents the new normal as AI transforms cybersecurity landscapes, creating larger attack surfaces while simultaneously enabling faster discovery of long-standing security gaps before malicious actors can exploit them.
6 days ago
Kill Chain
How Attackers Use Multi-Hop Google Redirects to Bypass Email Security
In September 2026, cybersecurity researchers at KnowBe4 identified a sophisticated phishing campaign exploiting multiple Google services to evade detection systems. Threat actors chained together Google Meet, DoubleClick, Google Custom Search, and other Google infrastructure to create multi-hop redirect sequences that appear legitimate to security gateways. The campaign dynamically constructs credential harvesting pages based on victim email addresses and deploys ScreenConnect remote access tools through fake identity verification prompts. Victims' stolen credentials are delivered to operators via Telegram channels within seconds, along with IP addresses, geolocation data, and organizational details. This incident highlights the evolving sophistication of phishing attacks that abuse trusted infrastructure to bypass traditional security controls. As threat actors increasingly leverage legitimate cloud services for malicious purposes, organizations face growing challenges in detecting attacks that appear benign at every inspection point until the final malicious payload is delivered.
6 days ago
Kill Chain
Workflow Identity Hijacking: The New AI Attack Vector Bypassing Enterprise Security
Security researchers at Noma Labs have identified a new AI attack vector called 'workflow identity hijacking' that exploits authorization design flaws in enterprise AI pipelines. The attack allows threat actors to bypass standard security controls by sending seemingly benign requests through unauthenticated entry points like support emails or web forms. The AI workflow processes these requests using high-privilege service accounts, enabling unauthorized data access and exfiltration without traditional prompt injection techniques. This represents a fundamental shift from model manipulation to identity delegation vulnerabilities in AI systems. This attack vector is particularly relevant now as organizations rapidly deploy AI automation without proper identity scoping and least privilege principles, creating widespread exposure to data breaches through seemingly legitimate AI interactions.
6 days ago
Kill Chain
Critical N-able N-central RCE Vulnerability Exploited: MSP Supply Chain Under Attack
In September 2026, CISA added CVE-2026-86218, a maximum-severity remote code execution vulnerability in N-able N-central, to its Known Exploited Vulnerabilities catalog after evidence of active exploitation in the wild. The pre-authentication static code injection flaw allows attackers to execute arbitrary code without authentication on N-central servers, which are widely used by managed service providers (MSPs) and large IT organizations to manage entire customer environments. Huntress reported investigating a compromise of a customer's fully patched N-central production environment, though the exact exploit vector remains unclear. The vulnerability was patched in N-central 2026.3 Hotfix 4, but organizations must also hunt for indicators of compromise as patching alone may be insufficient. This incident highlights the escalating threat to MSP infrastructure as ransomware groups increasingly target supply chain chokepoints to maximize their reach across multiple organizations simultaneously.
6 days ago
Kill Chain
Microsoft's Record 974-Vulnerability Patch Release Signals AI-Driven Security Era
In September 2026, Microsoft released a record-breaking security update addressing 974 vulnerabilities across its software portfolio, including two actively exploited zero-day flaws (CVE-2026-85880 and CVE-2026-81963). Both zero-days are privilege escalation vulnerabilities affecting Windows Advanced Local Procedure Call and Windows Update Stack respectively, allowing attackers to gain SYSTEM-level privileges. The massive patch release included 723 Windows vulnerabilities, 111 Office flaws, and over 110 critical severity issues, bringing Microsoft's 2026 total to over 2,600 patches - more than double the previous annual record. This unprecedented vulnerability disclosure reflects the acceleration of AI-assisted security research and automated vulnerability discovery tools. The scale demonstrates how artificial intelligence is revolutionizing both offensive security research and defensive patching cycles, fundamentally changing the threat landscape and forcing organizations to adapt their vulnerability management strategies for an era of exponential security disclosure growth.
6 days ago
Kill Chain
Critical SAP Kernel Vulnerability Exposes Enterprise Systems to Complete Compromise
SAP released critical security updates in September 2026 addressing multiple vulnerabilities, including CVE-2026-44756, a maximum-severity CVSS 10.0 flaw in SAP Extended Passport Processing. Discovered by Onapsis and codenamed OVERPASS, this memory corruption vulnerability allows unauthenticated remote attackers to execute arbitrary operating system commands with SAP administrative privileges. The flaw affects SAP kernel code across multiple protocols including web, GUI, and RFC layers, making it reachable through internet-facing components without requiring credentials. Successful exploitation enables complete compromise of SAP business data, lateral movement to connected systems, and manipulation of critical application configurations. This incident highlights the growing threat landscape targeting enterprise resource planning systems as organizations increasingly digitize their core business processes. With SAP systems managing critical financial and operational data for thousands of enterprises globally, kernel-level vulnerabilities represent existential risks that bypass traditional authentication controls and demand immediate remediation efforts.
6 days ago
Kill Chain
ShieldCrash Exposes Critical Gap in Microsoft Defender Patch Strategy
In September 2026, security researcher Chaotic Eclipse demonstrated a critical patch bypass vulnerability dubbed 'ShieldCrash' affecting Microsoft Defender's Malware Protection Engine. This zero-day exploit bypasses the incomplete fix for CVE-2026-69414 (ShieldBreak), allowing arbitrary file read operations with SYSTEM privileges on all supported Windows versions. Despite Microsoft's August 2026 patch addressing the original ShieldBreak vulnerability, the researcher revealed that specific attack vectors remained unpatched, enabling continued exploitation of the same underlying security flaw through alternative code paths. This incident highlights the growing trend of researchers discovering incomplete security patches in enterprise endpoint protection platforms, with similar vulnerabilities recently disclosed in CrowdStrike Falcon, Kaspersky, and Avast products, demonstrating systemic challenges in comprehensive vulnerability remediation across the cybersecurity industry.
6 days ago
Kill Chain
cPanel SQL Injection Flaw CVE-2026-67401 Enables Complete Server Takeover
cPanel disclosed CVE-2026-67401, a critical SQL injection vulnerability in its EmailTrack functionality that allows authenticated hosting account holders with mail privileges to escalate to root access on entire servers. The flaw affects all supported versions of cPanel and WHM, enabling attackers to create arbitrary files and execute code with administrative privileges. This represents a complete server compromise where attackers can access all hosting accounts, install malware, steal credentials, and pivot into customer networks. cPanel has released patches across multiple release lines including 11.110, 11.134, 11.136, and 11.138. This incident highlights the continuing trend of hosting platform vulnerabilities that enable tenant-to-host escalation attacks. Following similar cPanel flaws disclosed in April, July, and August 2026, hosting providers face increased scrutiny over multi-tenant security boundaries and the cascading impact of single vulnerabilities affecting thousands of customer websites.
6 days ago
Kill Chain
F5 BIG-IP Under Attack: Memory-Resident Web Shell Evades Traditional Detection
A sophisticated malware campaign targeting F5 BIG-IP Access Policy Manager appliances exploits CVE-2025-53521 to inject PHP web shells directly into memory rather than storing them on disk. The malware, tracked as c05d5254 and PoisonedRefresh, hooks Apache functions to modify three specific PHP scripts in memory when loaded, enabling command execution through normal web requests while evading traditional file-based detection. The attack chain begins with exploitation of the critical remote code execution vulnerability (CVSS 9.8) and establishes persistence through infected system binaries and installation media. This incident highlights the evolution of fileless malware techniques and the growing sophistication of infrastructure-focused attacks. As organizations increasingly rely on application delivery controllers and load balancers for critical services, attackers are developing advanced evasion techniques that challenge traditional security monitoring approaches, making network-level visibility and behavioral analysis essential for detection.
6 days ago
Kill Chain
CISA's September 2026 KEV Update: Four Critical Vulnerabilities Under New Federal Mandate
On September 8, 2026, CISA added four actively exploited vulnerabilities to its Known Exploited Vulnerabilities (KEV) Catalog, including critical flaws in Adobe Commerce/Magento (CVE-2026-75650), Microsoft Windows (CVE-2026-81963, CVE-2026-85880), and N-able N-central (CVE-2026-86218). These vulnerabilities enable template injection attacks, privilege escalation through link following, heap-based buffer overflow exploitation, and static code injection in management platforms. The additions coincide with the new Binding Operational Directive (BOD) 26-04, which mandates federal agencies prioritize remediation of high-risk vulnerabilities that grant total system control post-exploitation. This incident reflects the ongoing evolution of vulnerability management from traditional patch-all approaches to risk-based prioritization, driven by increasingly sophisticated threat actors who rapidly weaponize disclosed vulnerabilities against internet-exposed infrastructure and enterprise management platforms.
6 days ago
Kill Chain
Chrome V8 Zero-Day Exploited in Wild: Critical Browser Security Implications for Enterprise
In September 2026, Google patched CVE-2026-87491, an actively exploited zero-day vulnerability in Chrome's V8 JavaScript engine that allowed remote code execution within the browser sandbox. The out-of-bounds write flaw enabled attackers to execute arbitrary code through crafted HTML pages, representing the seventh Chrome zero-day exploited in the wild during 2026. Google acknowledged active exploitation but withheld details about the attack methods and threat actors to protect users during the patch deployment phase. This incident highlights the persistent targeting of browser engines by sophisticated threat actors who continue developing novel exploitation techniques against widely-used platforms. The frequency of Chrome zero-days in 2026 demonstrates an escalation in browser-based attacks as threat actors adapt to improved endpoint security measures.
6 days ago
Kill Chain
Chinese AI Companies Accused of Massive Intellectual Property Theft Through Model Distillation
U.S. intelligence agencies NSA, CISA, and FBI have accused Chinese AI companies including DeepSeek, Moonshot AI, Alibaba, MiniMax, StepFun, and Z.AI of conducting systematic industrial-scale distillation attacks against American frontier AI models since late 2024. These companies extracted billions of tokens from Anthropic Claude, OpenAI GPT, Google Gemini, and SpaceXAI Grok models through bulk premium subscriptions, API abuse, and proxy networks to circumvent geographic restrictions. The attacks violated terms of service and resulted in significantly reduced development timelines and costs for Chinese AI models while undermining intellectual property protections of U.S. companies. This incident highlights the evolving landscape of AI-powered intellectual property theft and the increasing sophistication of state-sponsored technology transfer operations, demonstrating how legitimate AI research techniques can be weaponized for competitive advantage at national scales.
6 days ago
Kill Chain
Security Research & Insights
Security Research & Insights with human-led deep dives into campaigns and cloud-native TTPs

The Edge Device Isn't Your Last Line of Defense. It's Their First Target.

AI Trust Abuse: A Detection Engineer's Field Guide to Agent-Abuse Attacks
Aug 18, 2026

OpenAI Lost Control of Its Models. Then Anthropic Did Too. That Is Not a Coincidence.
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.

