STRUCTURED THREAT INTELLIGENCE FOR THE CLOUD COMMUNITY

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.
Kill Chain Coverage
ATT&CK Mapped
Real-World IOCs
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Threat ReportsLive Intelligence

Recent Breaches, Security Incidents & Vulnerabilities

A unified view of real-world cloud threats — combining AI-powered analysis, security research, and expert perspectives through a consistent, cloud-specific framework.

AI-Powered Threat Analysis

Agentic AI that analyzes real-world attacks — across security incidents, breaches, and exploited vulnerabilities — to produce structured, actionable intelligence.

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Displaying 757 to 768 of 5935

Critical Passkey Vulnerabilities Uncovered: Bypassing Phishing-Resistant MFA
Impact· MEDIUM
Critical Passkey Vulnerabilities Uncovered: Bypassing Phishing-Resistant MFA

In August 2026, researchers identified multiple vulnerabilities in passkey authentication systems, revealing methods to bypass phishing-resistant multi-factor authentication (MFA) without compromising underlying cryptographic protocols. These attacks exploited weaknesses in Windows Event Logging Service (CVE-2026-34348), Google Password Manager's synced passkeys, and Windows Hello for Business, allowing unauthorized access through replayed authentication materials and malware manipulation. The incidents underscore the necessity for organizations to reassess the security of passkey implementations and enhance endpoint protections to mitigate such sophisticated threats. As passkeys gain popularity as a passwordless authentication method, these findings highlight the importance of continuous vigilance and adaptation to emerging attack vectors targeting authentication mechanisms.

1 month ago

Kill Chain

IC
Initial Compromise(high)
PE
Privilege Escalation(high)
LM
Lateral Movement(high)
C&C
Command & Control(high)
E
Exfiltration(high)
I
Impact(high)
Read Report
Kimsuky Integrates Offline AI to Elevate Cyber Espionage Tactics in 2026
Impact· HIGH
Kimsuky Integrates Offline AI to Elevate Cyber Espionage Tactics in 2026

In August 2026, the North Korean state-sponsored hacking group Kimsuky was identified leveraging offline artificial intelligence (AI) tools to enhance their cyber espionage capabilities. By integrating AI models such as Ollama and GPT4All into their infrastructure, Kimsuky aimed to automate malware development and refine phishing campaigns, making them more sophisticated and harder to detect. This strategic shift signifies a notable advancement in their operational tactics, potentially increasing the efficiency and effectiveness of their cyber attacks. The adoption of AI by threat actors like Kimsuky underscores a broader trend in the cyber threat landscape, where adversaries are increasingly utilizing advanced technologies to enhance their operations. This evolution necessitates that organizations bolster their cybersecurity defenses, focusing on behavioral analysis and anomaly detection to identify and mitigate AI-driven threats effectively.

1 month ago

Kill Chain

IC
Initial Compromise(high)
PE
Privilege Escalation(high)
LM
Lateral Movement(high)
C&C
Command & Control(high)
E
Exfiltration(high)
I
Impact(high)
Read Report
Critical Security Flaws Uncovered in AI Agent Skills: Snyk's 2026 Audit Findings
Impact· HIGH
Critical Security Flaws Uncovered in AI Agent Skills: Snyk's 2026 Audit Findings

In early 2026, Snyk conducted a comprehensive security audit of the AI Agent Skills ecosystem, analyzing 3,984 skills from platforms like ClawHub and skills.sh. The audit revealed that 13.4% of these skills contained critical security vulnerabilities, including malware distribution, prompt injection attacks, and exposed secrets. Notably, 36.82% of the skills had at least one security flaw, posing significant risks to users of AI agents such as OpenClaw, Claude Code, and Cursor. ([snyk.io](https://snyk.io/blog/toxicskills-malicious-ai-agent-skills-clawhub/?utm_source=openai)) This incident underscores the escalating threat landscape associated with AI agents, particularly as they become more integrated into development workflows. The prevalence of prompt injection attacks highlights the urgent need for robust security measures and continuous monitoring to safeguard against the exploitation of AI systems.

1 month ago

Kill Chain

IC
Initial Compromise(high)
PE
Privilege Escalation(medium)
LM
Lateral Movement(medium)
C&C
Command & Control(medium)
E
Exfiltration(medium)
I
Impact(medium)
Read Report
UK Man Sentenced for Exploiting Minors via 'The Com' Network
Impact· HIGH
UK Man Sentenced for Exploiting Minors via 'The Com' Network

In August 2026, 20-year-old Justin Swaddle from the United Kingdom was sentenced to two years in prison after pleading guilty to child sexual abuse offenses and blackmail. Operating under aliases such as 'Epstein,' 'Rugen,' and 'Moscow,' Swaddle was a member of 'The Com,' a decentralized cybercriminal network. He exploited social media platforms like Snapchat, Telegram, and Discord to target 117 female victims aged 13 to 17 across multiple countries, coercing them into providing explicit content under threat of exposing their personal information. ([en.wikipedia.org](https://en.wikipedia.org/wiki/The_Com?utm_source=openai)) This case underscores the evolving threat posed by 'The Com,' which has expanded from cybercrimes like SIM swapping and data breaches to more severe offenses, including sextortion and violence. The network's recruitment of minors and its use of sophisticated online platforms highlight the urgent need for enhanced cybersecurity measures and public awareness to protect vulnerable individuals from such exploitation. ([fbi.gov](https://www.fbi.gov/investigate/cyber/alerts/2025/hacker-com-cyber-criminal-subset-of-the-community-is-a-rising-threat-to-youth-online?utm_source=openai))

1 month ago

Kill Chain

IC
Initial Compromise(high)
PE
Privilege Escalation(high)
LM
Lateral Movement(medium)
C&C
Command & Control(medium)
E
Exfiltration(high)
I
Impact(high)
Read Report
Head Mare Group Exploits TrueConf Vulnerabilities to Deploy Backdoors
Impact· HIGH
Head Mare Group Exploits TrueConf Vulnerabilities to Deploy Backdoors

In August 2026, the Head Mare hacktivist group exploited vulnerabilities in unpatched TrueConf video conferencing servers to replace client installers with malicious versions containing backdoors. By leveraging flaws identified as KLCERT-26-057 and KLCERT-26-058, attackers achieved remote code execution, escalated privileges to NT AUTHORITY\SYSTEM, and deployed web shells for persistent access. This allowed them to collect sensitive information, access databases, and distribute trojanized client installers embedded with the PhantomCore backdoor. Users downloading these installers inadvertently installed malware, granting attackers further access to organizational networks. This incident underscores the critical importance of timely patch management and the risks associated with supply chain attacks. Organizations must ensure that all software, especially communication tools like TrueConf, are regularly updated to mitigate vulnerabilities. The rise of such sophisticated attacks highlights the need for comprehensive security strategies that encompass both technical defenses and user awareness training.

1 month ago

Kill Chain

IC
Initial Compromise(high)
PE
Privilege Escalation(high)
LM
Lateral Movement(high)
C&C
Command & Control(high)
E
Exfiltration(high)
I
Impact(high)
Read Report
Critical Metabase Zero-Day Vulnerability Exploited in August 2026
Impact· CRITICAL
Critical Metabase Zero-Day Vulnerability Exploited in August 2026

In August 2026, Metabase, a business intelligence and data visualization platform, disclosed a critical zero-day vulnerability that allowed unauthenticated remote attackers to inject arbitrary SQL into the application database. This flaw enabled attackers to gain administrator access, modify configurations, steal stored credentials, and access connected databases. The vulnerability affected versions 1.58 and above, with patches released to address the issue. Organizations using self-hosted versions were urged to apply these patches immediately to mitigate potential exploitation. This incident underscores the persistent threat posed by zero-day vulnerabilities in widely used software platforms. It highlights the importance of proactive security measures, timely patch management, and continuous monitoring to detect and respond to unauthorized access attempts promptly.

1 month ago

Kill Chain

IC
Initial Compromise(high)
PE
Privilege Escalation(high)
LM
Lateral Movement(high)
C&C
Command & Control(medium)
E
Exfiltration(high)
I
Impact(high)
Read Report
Urgent: Patch Critical Vulnerability in Progress Kemp LoadMaster Now
Impact· CRITICAL
Urgent: Patch Critical Vulnerability in Progress Kemp LoadMaster Now

In June 2026, a critical vulnerability (CVE-2026-8037) was identified in Progress Kemp LoadMaster appliances, allowing unauthenticated attackers to execute arbitrary commands remotely. This command injection flaw, present in the 'escape_quotes()' function, enables attackers to gain root access without valid credentials. ([hackerposts.org](https://www.hackerposts.org/en/blog/progress-kemp-loadmaster-cve-2026-8037-preauth-rce?utm_source=openai)) Exploitation attempts began on June 29, 2026, following the public release of a proof-of-concept exploit. ([esentire.com](https://www.esentire.com/security-advisories/progress-kemp-loadmaster-vulnerability-targeted-cve-2026-8037?utm_source=openai)) The inclusion of this vulnerability in CISA's Known Exploited Vulnerabilities catalog underscores the urgency for organizations to apply the necessary patches promptly to mitigate potential threats. ([aha.org](https://www.aha.org/h-isac-white-reports/2026-07-01-h-isac-tlp-white-threat-bulletin-observed-exploitation-attempts-targeting-critical-progress?utm_source=openai))

1 month ago

Kill Chain

IC
Initial Compromise(high)
PE
Privilege Escalation(medium)
LM
Lateral Movement(medium)
C&C
Command & Control(medium)
E
Exfiltration(medium)
I
Impact(medium)
Read Report
Citrix NetScaler CVE-2025-7775: Critical Vulnerability Exploited in the Wild
Impact· HIGH
Citrix NetScaler CVE-2025-7775: Critical Vulnerability Exploited in the Wild

On August 26, 2025, Citrix disclosed a critical vulnerability (CVE-2025-7775) in NetScaler ADC and NetScaler Gateway products, which was actively exploited in the wild. This memory overflow flaw allows unauthenticated remote code execution and denial of service attacks on unpatched devices. The vulnerability affects versions 14.1 before 14.1-47.48, 13.1 before 13.1-59.22, 13.1-FIPS/NDcPP before 13.1-37.241-FIPS/NDcPP, and 12.1-FIPS/NDcPP up to 12.1-55.330-FIPS/NDcPP. Citrix released security updates to address this issue and urged immediate patching due to the lack of available mitigations. ([bleepingcomputer.com](https://www.bleepingcomputer.com/news/security/citrix-fixes-critical-netscaler-rce-flaw-exploited-in-zero-day-attacks/amp/?utm_source=openai)) The active exploitation of CVE-2025-7775 underscores the persistent targeting of critical infrastructure by threat actors. Organizations relying on NetScaler products must prioritize patching to mitigate potential risks. This incident highlights the importance of timely vulnerability management and the need for robust security practices to defend against evolving cyber threats.

1 month ago

Kill Chain

IC
Initial Compromise(high)
PE
Privilege Escalation(medium)
LM
Lateral Movement(medium)
C&C
Command & Control(medium)
E
Exfiltration(medium)
I
Impact(high)
Read Report
Critical N-able N-central Vulnerability Exploited: Immediate Action Required
Impact· HIGH
Critical N-able N-central Vulnerability Exploited: Immediate Action Required

In August 2026, N-able's N-central platform, widely used by Managed Service Providers (MSPs) for remote IT management, was found to have a critical vulnerability (CVE-2026-18577) that allowed unauthenticated attackers to gain full administrative access. Exploiting this flaw, attackers could run scripts, deploy tools, and open remote sessions across all managed endpoints. The vulnerability stemmed from an incomplete fix of a previous issue (CVE-2026-18556). N-able released Hotfix 2 to address this, urging all on-premise users to apply the patch immediately. Hosted instances received automatic updates. Organizations were also advised to monitor their environments closely for signs of compromise. ([itpro.com](https://www.itpro.com/security/cyber-attacks/msps-urged-to-patch-immediately-after-n-able-issues-hotfix-for-n-central-god-mode-flaw?utm_source=openai)) This incident underscores the critical importance of timely patch management and vigilant monitoring in IT environments. The rapid exploitation of such vulnerabilities highlights the evolving tactics of threat actors and the necessity for organizations to stay ahead with proactive security measures.

1 month ago

Kill Chain

IC
Initial Compromise(high)
PE
Privilege Escalation(medium)
LM
Lateral Movement(high)
C&C
Command & Control(high)
E
Exfiltration(medium)
I
Impact(medium)
Read Report
CISA Highlights Critical Vulnerability in Progress LoadMaster: CVE-2026-8037
Impact· CRITICAL
CISA Highlights Critical Vulnerability in Progress LoadMaster: CVE-2026-8037

In August 2026, the Cybersecurity and Infrastructure Security Agency (CISA) added CVE-2026-8037 to its Known Exploited Vulnerabilities (KEV) Catalog, highlighting active exploitation of this critical command injection vulnerability in Progress Software's LoadMaster appliance. This flaw allows unauthenticated attackers to execute arbitrary commands via unsanitized input in multiple API endpoints, potentially leading to full system compromise. Organizations utilizing affected versions are urged to apply patches immediately to mitigate the risk of unauthorized access and data breaches. The inclusion of CVE-2026-8037 in the KEV Catalog underscores the persistent threat posed by command injection vulnerabilities, which remain a favored attack vector for cyber adversaries. This incident serves as a critical reminder for organizations to prioritize timely remediation of known vulnerabilities and to implement robust input validation mechanisms to prevent similar exploits.

1 month ago

Kill Chain

IC
Initial Compromise(high)
PE
Privilege Escalation(medium)
LM
Lateral Movement(medium)
C&C
Command & Control(medium)
E
Exfiltration(medium)
I
Impact(medium)
Read Report
Atlassian Rovo Vulnerability: A Wake-Up Call for AI Security
Impact· MEDIUM
Atlassian Rovo Vulnerability: A Wake-Up Call for AI Security

In August 2026, security researchers identified vulnerabilities in Atlassian's Rovo AI assistant that could be exploited to exfiltrate data from Jira and Confluence. PromptArmor discovered that embedding malicious instructions within content processed by Rovo allowed unauthorized data collection and transmission to external servers. Separately, Varonis Threat Labs found that manipulating the 'rovoChatPrompt' URL parameter enabled attackers to execute commands with a user's privileges, leading to data exfiltration. Atlassian addressed the URL parameter issue on July 8, 2026, but the content-based vulnerability remained unpatched as of August 5, 2026. This incident underscores the growing security challenges associated with integrating AI assistants into enterprise environments. It highlights the necessity for organizations to implement stringent access controls, continuously monitor AI interactions, and promptly address vulnerabilities to prevent unauthorized data access and exfiltration.

1 month ago

Kill Chain

IC
Initial Compromise(high)
PE
Privilege Escalation(high)
LM
Lateral Movement(medium)
C&C
Command & Control(high)
E
Exfiltration(high)
I
Impact(medium)
Read Report
The Rise of Identity-Based Cyber Attacks in 2026
Impact· HIGH
The Rise of Identity-Based Cyber Attacks in 2026

In 2026, the cybersecurity landscape witnessed a significant shift towards identity-based attacks, with nearly 90% of incidents involving compromised identities. Attackers increasingly utilized techniques such as credential theft, multifactor authentication (MFA) manipulation, session hijacking, and social engineering to gain unauthorized access. Once inside, they established persistence, escalated privileges, and moved laterally across environments, often mimicking legitimate administrative behavior, making detection challenging. This trend underscores the critical need for organizations to enhance identity security measures and adopt a zero-trust approach to mitigate such threats. The rise in identity-driven attacks highlights the evolving tactics of threat actors who exploit human factors and identity weaknesses rather than traditional technical vulnerabilities. This shift necessitates a reevaluation of security strategies, emphasizing robust identity and access management, continuous monitoring, and user education to prevent unauthorized access and potential data breaches.

1 month ago

Kill Chain

IC
Initial Compromise(high)
PE
Privilege Escalation(high)
LM
Lateral Movement(high)
C&C
Command & Control(medium)
E
Exfiltration(medium)
I
Impact(medium)
Read Report

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

Aug 26, 2026

12 min read
Read More
AI Trust Abuse: A Detection Engineer's Field Guide to Agent-Abuse Attacks
SOC
AI Trust Abuse: A Detection Engineer's Field Guide to Agent-Abuse Attacks

Aug 18, 2026

20 min read
Read More
OpenAI Lost Control of Its Models. Then Anthropic Did Too. That Is Not a Coincidence.
anthropic
OpenAI Lost Control of Its Models. Then Anthropic Did Too. That Is Not a Coincidence.
Matt Snyder
Matt Snyder

Jul 31, 2026

12 min read
Read More

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
What Could Have Stopped the 2023 MGM Breach v4
What Could Have Stopped the 2023 MGM Breach? A Study in the Power of Embedded Zero Trust
John Qian
John Qian

Jul 31, 2025

7 min read
Read More
HITRUST CSF Compliance in the Cloud—How Aviatrix Secures Healthcare Data
HITRUST CSF Compliance in the Cloud—How Aviatrix Secures Healthcare Data
HITRUST CSF Compliance in the Cloud—How Aviatrix Secures Healthcare Data
Tom Davis
Tom Davis

Jun 25, 2025

7 min read
Read More

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.

Utilize the Network Layer

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.

The Executive Assistant That Broke the Company Why Shadow AI is the New Cloud Crisis card image

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.

Containment Era Intelligence

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.

8
Tracked Campaigns
82%
Intrusions are malware-free
CrowdStrike GTR 2026
29 min
Avg. eCrime breakout time
CrowdStrike GTR 2026
27 sec
Fastest observed breakout
CrowdStrike GTR 2026

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.

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