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

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 2401 to 2412 of 6903 threat reports

Computer Software/Engineering4 months ago

Understanding the 'WriteOut' Vulnerability in Writer AI Platform

In July 2026, a critical session isolation vulnerability, dubbed 'WriteOut,' was discovered in Writer, an enterprise generative AI platform. This flaw allowed attackers to hijack user sessions across different organizations by exploiting the platform's live preview feature. By sharing a malicious preview link, attackers could gain unauthorized access to sensitive data, including private chats, documents, and large language model credentials, without requiring prior access to the victim's organization. ([thehackernews.com](https://thehackernews.com/2026/07/writer-ai-flaw-could-let-agent-previews.html?utm_source=openai)) The 'WriteOut' vulnerability underscores the growing security challenges in AI platforms, particularly concerning tenant isolation and session management. As AI adoption accelerates, ensuring robust security measures to prevent cross-tenant data breaches becomes imperative for organizations relying on such technologies.

High impact

Kill Chain

ICInitial Compromise(high)

PEPrivilege Escalation(medium)

LMLateral Movement(medium)

C&CCommand & Control(low)

EExfiltration(medium)

IImpact(medium)

Read report

Computer Software/Engineering4 months ago

Understanding the 'GitLost' Vulnerability in GitHub's Agentic Workflows

In July 2026, researchers at Noma Security identified a critical vulnerability, dubbed 'GitLost,' in GitHub's Agentic Workflows. This flaw allows unauthenticated attackers to craft issues in public repositories that, when processed by AI-powered automation, can access and leak data from an organization's private repositories. The attack exploits prompt injection techniques, manipulating the AI agent into executing unintended actions, thereby exposing sensitive information without requiring stolen credentials or direct access to the organization. This incident underscores the growing risks associated with integrating AI agents into development workflows. As organizations increasingly adopt AI-driven automation, the potential for such vulnerabilities rises, emphasizing the need for robust security measures and continuous monitoring to prevent unauthorized data access and leakage.

High impact

Kill Chain

ICInitial Compromise(high)

PEPrivilege Escalation(high)

LMLateral Movement(medium)

C&CCommand & Control(medium)

EExfiltration(high)

IImpact(high)

Read report

Luxury Goods/Jewelry4 months ago

Scattered Spider Hacker Traced via Windows Device ID

In May 2025, attackers infiltrated a luxury jewelry retailer by impersonating employees and convincing the IT help desk to reset passwords and multifactor authentication devices. They gained control over three accounts, including two IT administrators, installed tunneling tools, and exfiltrated at least 77 gigabytes of data. Although the attackers attempted to deploy ransomware, the retailer's security team thwarted the effort. The attackers demanded an $8 million ransom, which the company refused to pay, resulting in approximately $2 million in losses due to disruption and remediation efforts. The incident underscores the critical importance of robust identity verification processes for IT support functions. It also highlights the necessity of implementing phishing-resistant multifactor authentication methods and continuous monitoring to detect and prevent unauthorized access attempts.

High impact

Kill Chain

ICInitial Compromise(high)

PEPrivilege Escalation(high)

LMLateral Movement(high)

C&CCommand & Control(medium)

EExfiltration(high)

IImpact(high)

Read report

Computer/Network Security4 months ago

FreeBSD Kernel Vulnerability CVE-2026-3038: A Critical Security Flaw

In March 2026, a critical vulnerability identified as CVE-2026-3038 was discovered in the FreeBSD kernel's rtsock_msg_buffer() function. This flaw allows unprivileged users to trigger a 127-byte stack buffer overflow, leading to immediate kernel panics by overwriting stack canaries. The vulnerability arises from improper validation of the sockaddr length field, enabling attackers to craft malicious requests that exploit this weakness. ([sentinelone.com](https://www.sentinelone.com/vulnerability-database/cve-2026-3038/?utm_source=openai)) The discovery of CVE-2026-3038 underscores the persistent challenges in kernel security, particularly concerning input validation and memory management. This incident highlights the necessity for continuous vigilance and prompt patching to mitigate potential exploits that could lead to system crashes or privilege escalation.

High impact

Kill Chain

ICInitial Compromise(high)

PEPrivilege Escalation(medium)

LMLateral Movement(high)

C&CCommand & Control(high)

EExfiltration(high)

IImpact(high)

Read report

Telecommunications4 months ago

Google's Legal Action Against AI-Driven Phishing: A Case Study

In June 2026, Google filed a lawsuit against a China-based cybercrime network known as 'Outsider Enterprise.' This group utilized Google's Gemini AI to create and distribute phishing websites that impersonated entities like Google, YouTube, and government agencies such as New York's E-ZPass. Operating through Telegram, Outsider Enterprise offered phishing-as-a-service, providing nearly 300 scam templates to individuals lacking technical expertise. Over a two-week period, the group sent approximately 2.5 million fraudulent text messages to Android users, leading to significant financial losses among hundreds of thousands of victims. ([arstechnica.com](https://arstechnica.com/google/2026/06/google-sues-chinese-cybercrime-network-that-used-gemini-to-automate-scams/?utm_source=openai)) This incident underscores the escalating misuse of AI technologies in cybercrime, highlighting the urgent need for enhanced security measures and regulatory frameworks to combat AI-driven phishing schemes. The collaboration between Google, the FBI, and major U.S. carriers exemplifies a proactive approach to dismantling such operations and protecting consumers from sophisticated digital threats. ([techcrunch.com](https://techcrunch.com/2026/06/12/chinese-cybercrime-operation-that-used-ai-to-scam-hundreds-of-thousands-of-victims-sued-by-google/?utm_source=openai))

Critical impact

Kill Chain

ICInitial Compromise(high)

PEPrivilege Escalation(high)

LMLateral Movement(medium)

C&CCommand & Control(medium)

EExfiltration(high)

IImpact(high)

Read report

Higher Education/Acadamia4 months ago

Chinese Espionage Group Exploits Roundcube Vulnerabilities to Infiltrate Universities

In May 2026, Proofpoint researchers identified a cyber-espionage campaign targeting physics and engineering departments at U.S. and Canadian universities. The attackers, attributed to a China-aligned group known as UNK_MassTraction, exploited two critical vulnerabilities in the Roundcube email client—CVE-2024-42009 and CVE-2025-49113—to gain unauthorized access. By sending crafted emails, they executed malicious JavaScript and achieved remote code execution, leading to the installation of webshells and backdoors for persistent access. The campaign is ongoing, with several universities potentially affected. This incident underscores the evolving tactics of state-sponsored threat actors, who are increasingly targeting academic institutions to access sensitive research data. The use of email-based exploit chains to compromise mail servers highlights the need for robust email security measures and prompt patching of known vulnerabilities to mitigate such threats.

Critical impact

Kill Chain

ICInitial Compromise(high)

PEPrivilege Escalation(high)

LMLateral Movement(medium)

C&CCommand & Control(medium)

EExfiltration(medium)

IImpact(low)

Read report

Information Technology/IT4 months ago

Sysdig Unveils First AI-Driven Ransomware Attack by JadePuffer

In late June 2026, Sysdig researchers documented the first known case of agentic ransomware, where an AI agent autonomously executed a comprehensive extortion operation. The threat actor, identified as JadePuffer, exploited a vulnerability in Langflow (CVE-2025-3248) to gain initial access, then proceeded to conduct reconnaissance, credential theft, lateral movement, persistence, encryption, and delivery of a ransom note. The AI agent's ability to rapidly adapt and execute over 600 distinct payloads significantly reduced the complexity and increased the speed of the attack, demonstrating a new level of operational efficiency in cyberattacks. ([sysdig.com](https://www.sysdig.com/blog/jadepuffer-agentic-ransomware-for-automated-database-extortion?utm_source=openai)) This incident underscores the evolving landscape of cyber threats, highlighting the integration of artificial intelligence in malicious activities. The use of AI agents in cyberattacks lowers the barrier for executing sophisticated operations, posing a significant challenge for cybersecurity defenses. Organizations must adapt to these advancements by implementing robust security measures and staying vigilant against AI-driven threats.

Critical impact

Kill Chain

ICInitial Compromise(high)

PEPrivilege Escalation(medium)

LMLateral Movement(medium)

C&CCommand & Control(medium)

EExfiltration(medium)

IImpact(high)

Read report

Government Administration4 months ago

US Army Websites Defaced via 404 Hijacking with Pro-Kurdish Messages

In July 2026, multiple U.S. Army subdomains, including oil.army.mil and ai2c.army.mil, were defaced through a 404 hijacking attack. The attackers exploited vulnerabilities in the websites' error-handling systems to display messages denigrating President Donald Trump and U.S. Ambassador to Türkiye Tom Barrack, alongside pro-Kurdish sentiments. The affected sites, running on WordPress and Microsoft cloud infrastructure, were promptly taken offline for investigation. ([cyberscoop.com](https://cyberscoop.com/us-army-websites-defaced-404-hijacking-kurdistan/?utm_source=openai)) This incident underscores the persistent threat of website defacements targeting government entities, highlighting the need for robust security measures and vigilant monitoring to prevent unauthorized access and content manipulation.

Low impact

Kill Chain

ICInitial Compromise(medium)

PEPrivilege Escalation(medium)

LMLateral Movement(low)

C&CCommand & Control(low)

EExfiltration(low)

IImpact(high)

Read report

Computer Software/Engineering4 months ago

Critical Adobe ColdFusion Vulnerability CVE-2026-48282: Immediate Action Required

In July 2026, a critical vulnerability identified as CVE-2026-48282 was discovered in Adobe ColdFusion versions 2025.9, 2023.20, and earlier. This path traversal flaw allows unauthenticated attackers to execute arbitrary code remotely without user interaction, posing a significant risk to affected systems. Adobe promptly released security updates to address this issue, urging administrators to apply patches immediately. The rapid exploitation of this vulnerability underscores the increasing speed at which threat actors are leveraging newly disclosed flaws. Organizations must prioritize timely patch management and maintain robust monitoring to mitigate such risks effectively.

Critical impact

Kill Chain

ICInitial Compromise(high)

PEPrivilege Escalation(medium)

LMLateral Movement(medium)

C&CCommand & Control(medium)

EExfiltration(medium)

IImpact(medium)

Read report

Staffing/Recruiting4 months ago

Major Brands Impersonated in Phishing Campaign Targeting Google Accounts

In July 2026, a sophisticated phishing campaign targeted marketing professionals by impersonating over 30 renowned brands, including Adobe, Netflix, Coca-Cola, and OpenAI. Attackers utilized legitimate platforms like PeopleForce and Salesforce Marketing Cloud to send fraudulent job interview invitations, leading recipients through a series of redirects to malicious landing pages designed to steal Google account credentials. The campaign employed real recruiters' names and photos to enhance credibility, exploiting nested redirects through trusted services to evade detection. ([bleepingcomputer.com](https://www.bleepingcomputer.com/news/security/phishing-poses-as-big-brand-job-interview-to-steal-google-accounts/?utm_source=openai)) This incident underscores the evolving tactics of cybercriminals who leverage legitimate platforms and trusted brand identities to execute credential theft. The use of nested redirects and impersonation of real recruiters highlight the need for heightened vigilance and advanced security measures to protect against such deceptive attacks.

Medium impact

Kill Chain

ICInitial Compromise(high)

PEPrivilege Escalation(medium)

LMLateral Movement(medium)

C&CCommand & Control(medium)

EExfiltration(medium)

IImpact(medium)

Read report

Financial Services4 months ago

Cybercriminals Exploit Microsoft Teams to Deploy EtherRAT Malware

In July 2026, threat actors initiated a sophisticated phishing campaign targeting corporate employees by impersonating IT support staff via Microsoft Teams voice calls. The attack began with phishing emails containing malicious PDF attachments labeled as 'Employee Survey.' Shortly after opening the document, victims received Teams calls from external accounts posing as system administrators. Exploiting Teams' screen-sharing feature, attackers convinced employees to install legitimate remote-access tools like HopToDesk and AnyDesk. Subsequently, they deployed a malicious MSI installer that downloaded and executed EtherRAT, a cross-platform remote access trojan written in Node.js, granting full control over compromised systems. EtherRAT enables attackers to execute commands, manipulate files, steal data, and maintain persistence, utilizing Ethereum smart contracts to retrieve its command-and-control server, complicating disruption efforts. This campaign underscores the evolving tactics of cybercriminals leveraging trusted communication platforms to infiltrate corporate networks. Organizations must enhance their security awareness training, implement robust authentication measures, and monitor for unusual activities within collaboration tools to mitigate such threats.

Critical impact

Kill Chain

ICInitial Compromise(high)

PEPrivilege Escalation(high)

LMLateral Movement(medium)

C&CCommand & Control(high)

EExfiltration(medium)

IImpact(medium)

Read report

Information Technology/IT4 months ago

Iranian Hackers Deploy Cavern C2 Framework Against Israeli Sectors

In early 2026, an Iranian state-sponsored hacking group known as Cavern Manticore targeted Israeli government and IT sectors using a sophisticated modular command-and-control (C2) framework called Cavern. This framework, built on a .NET foundation with multiple compilation formats, enabled the attackers to execute DLL side-loading through SysAid's software update feature, leading to the deployment of various modules for reconnaissance, data theft, and lateral movement. The attack chain involved the execution of a trojanized DLL ('uxtheme.dll') containing the Cavern Agent, which then loaded additional modules to contact the C2 server and fetch further post-exploitation tools. ([research.checkpoint.com](https://research.checkpoint.com/2026/cavern-manticore-exposing-iran-linked-modular-c2-framework/?utm_source=openai)) The incident underscores the evolving tactics of Iranian threat actors, who are increasingly leveraging modular and adaptable toolsets to enhance their cyber espionage capabilities. The use of such frameworks allows for tailored deployments based on victim profiles, reducing forensic visibility and ensuring persistent access. Organizations must remain vigilant and implement robust security measures to defend against these sophisticated threats.

Critical impact

Kill Chain

ICInitial Compromise(high)

PEPrivilege Escalation(medium)

LMLateral Movement(high)

C&CCommand & Control(high)

EExfiltration(high)

IImpact(medium)

Read report

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Security Research & Insights

Security Research & Insights with human-led deep dives into campaigns and cloud-native TTPs

All Research Articles

exec-13ea3b13-c046-4c3f-bdef-bfc6448ce51d

Four Minutes to PHP2Shell Shaped Traffic: What an Internet Exposed PHP Honeypot Saw

Matt Snyder

Oct 26, 202610 min read

Eight Certificates That Can Impersonate Anyone: The eMudhra Key Failure and Your Real Attack Surface

Matt Snyder

Oct 21, 202613 min read

php2shell: Two Critical PHP RCEs, a Pre-Patch Leak, and the PHP You Didn't Know You Had

Matt Snyder

Oct 21, 202615 min read

Market Perspectives

Market Perspectives offering expert commentary and select breach analysis from industry leaders

Read All Blogs

What Could Have Stopped the 2023 MGM Breach v4

Cloud Native Security Fabric

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

Cloud Network Security

John Qian

Jul 31, 20257 min read

Zero Trust

The Zero Trust Gap: Only 8% of US Enterprises Use Zero Trust Architectures

Scott Leatherman

Jul 23, 202512 min read

Cloud Network Security

HITRUST CSF Compliance in the Cloud—How Aviatrix Secures Healthcare Data

Tom Davis

Jun 25, 20257 min read

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.

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.

Explore the Workload Attack Path Assessment

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.

Interactive ToolOpen Threat Command Center Quick AssessmentAssess My Blast Radius

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.

Free Containment Assessment Under Active Attack?

Aviatrix Threat Research Center

Recent Breaches, Security Incidents & Vulnerabilities

AI-Powered Threat Analysis

Understanding the 'WriteOut' Vulnerability in Writer AI Platform

Understanding the 'GitLost' Vulnerability in GitHub's Agentic Workflows

Scattered Spider Hacker Traced via Windows Device ID

FreeBSD Kernel Vulnerability CVE-2026-3038: A Critical Security Flaw

Google's Legal Action Against AI-Driven Phishing: A Case Study

Chinese Espionage Group Exploits Roundcube Vulnerabilities to Infiltrate Universities

Sysdig Unveils First AI-Driven Ransomware Attack by JadePuffer

US Army Websites Defaced via 404 Hijacking with Pro-Kurdish Messages

Critical Adobe ColdFusion Vulnerability CVE-2026-48282: Immediate Action Required

Major Brands Impersonated in Phishing Campaign Targeting Google Accounts

Cybercriminals Exploit Microsoft Teams to Deploy EtherRAT Malware

Iranian Hackers Deploy Cavern C2 Framework Against Israeli Sectors

Security Research & Insights

Four Minutes to PHP2Shell Shaped Traffic: What an Internet Exposed PHP Honeypot Saw

Eight Certificates That Can Impersonate Anyone: The eMudhra Key Failure and Your Real Attack Surface

php2shell: Two Critical PHP RCEs, a Pre-Patch Leak, and the PHP You Didn't Know You Had

Market Perspectives

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

With CNSF, enterprises can:

See Your Attack Paths. Close the Gaps with CNSF.

Your assessment delivers:

The threat landscape has changed.
Has your question changed with it?

Contain the Blast Radius

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By Role

Customer Stories

Solutions

Resources

Industry

Company

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Security & Legal

Aviatrix Threat Research Center

Recent Breaches, Security Incidents & Vulnerabilities

AI-Powered Threat Analysis

Understanding the 'WriteOut' Vulnerability in Writer AI Platform

Understanding the 'GitLost' Vulnerability in GitHub's Agentic Workflows

Scattered Spider Hacker Traced via Windows Device ID

FreeBSD Kernel Vulnerability CVE-2026-3038: A Critical Security Flaw

Google's Legal Action Against AI-Driven Phishing: A Case Study

Chinese Espionage Group Exploits Roundcube Vulnerabilities to Infiltrate Universities

Sysdig Unveils First AI-Driven Ransomware Attack by JadePuffer

US Army Websites Defaced via 404 Hijacking with Pro-Kurdish Messages

Critical Adobe ColdFusion Vulnerability CVE-2026-48282: Immediate Action Required

Major Brands Impersonated in Phishing Campaign Targeting Google Accounts

Cybercriminals Exploit Microsoft Teams to Deploy EtherRAT Malware

Iranian Hackers Deploy Cavern C2 Framework Against Israeli Sectors

Security Research & Insights

Four Minutes to PHP2Shell Shaped Traffic: What an Internet Exposed PHP Honeypot Saw

Eight Certificates That Can Impersonate Anyone: The eMudhra Key Failure and Your Real Attack Surface

php2shell: Two Critical PHP RCEs, a Pre-Patch Leak, and the PHP You Didn't Know You Had

Market Perspectives

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

With CNSF, enterprises can:

See Your Attack Paths. Close the Gaps with CNSF.

Your assessment delivers:

The threat landscape has changed. Has your question changed with it?

Contain the Blast Radius

The threat landscape has changed.
Has your question changed with it?