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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 5305 to 5316 of 5322
Nx npm Supply Chain Breach 2025: AI Stealer Exposes Over 1,000 Developer Secrets
In late August 2025, a highly automated supply chain attack compromised the popular Nx build system on npm, enabling unidentified attackers to infect more than 1,000 JavaScript developers within just four hours. Malicious packages, leveraging artificial intelligence through CLI integrations, actively scanned victim environments for GitHub tokens, npm credentials, SSH keys, cloud secrets, and cryptocurrency wallets—exfiltrating roughly 20,000 sensitive files. Instead of using traditional command and control servers, the attackers published victims’ stolen data into public GitHub repositories, complicating detection and enabling rapid collection by threat actors. This incident marks a significant escalation in software supply chain threats by demonstrating the abuse of AI-driven reconnaissance and novel exfiltration via legitimate platforms. The swift, large-scale impact underscores rising attacker sophistication and amplified operational risk, especially as AI and developer tooling become more deeply embedded in build pipelines and cloud-native workflows.
7 months ago
Kill Chain
Amazon Disrupts APT29 Credential Theft Leveraging Cloudflare and Device Code Abuse
In early 2024, Amazon identified and disrupted a credential theft campaign orchestrated by the Russian-linked threat actor APT29 (also known as Cozy Bear or Midnight Blizzard). Attackers redirected targeted users to fraudulent Cloudflare verification pages and abused Microsoft's device code authentication flow to harvest credentials. This sophisticated phishing operation targeted employees with access to sensitive resources and leveraged social engineering along with technical exploits to bypass multi-factor authentication controls. Amazon’s security team coordinated rapid takedown efforts, mitigating potential compromise before widespread damage or data loss could occur. This incident exemplifies the increasing sophistication of nation-state actors, particularly in leveraging supply chain services and authentication protocols. The widespread adoption of identity and device-based authentication has introduced new attack surfaces, highlighting the urgent need for adaptive security measures and ongoing user vigilance in credential management.
7 months ago
Kill Chain
GhostRedirector: Chinese SEO Poisoning Attack Hits Global IIS Web Servers (2024)
In August 2024, a cybercrime group tracked as "GhostRedirector" conducted a widespread SEO poisoning campaign targeting Windows web servers across Brazil, Vietnam, Thailand, and several other regions. The attackers exploited unpatched SQL injection vulnerabilities to gain initial access and deployed custom malware, including Rungan (a C++ backdoor) and Gamshen (a malicious IIS server extension), to maintain persistence and manipulate web content. The campaign's main tactic was to covertly inject links into compromised legitimate websites, boosting the search engine rankings of gambling sites favored by the threat actors. Affected sites span diverse sectors without clear industry targeting, complicating defense strategies. The incident illustrates the persistent risk posed by native IIS module malware and the ongoing evolution of China-based threat actors using advanced web server exploitation and SEO manipulation tactics. Its relevance is heightened by increased attacker interest in manipulating search engine results to drive illicit business revenue and evade detection by blending with legitimate site infrastructure.
7 months ago
Kill Chain
How a Zero-Click Exploit Unleashed AI Agent Mayhem Across Enterprises
In July 2025, researchers disclosed a critical vulnerability affecting generative AI agents deployed widely across enterprises. This exploit, requiring no user interaction (zero-click), enabled remote attackers to commandeer AI agents and gain broad, unauthorized access to sensitive business data and interdependent cloud applications. By leveraging the AI agents’ elevated privileges and extensive network reach, attackers could move laterally across organizational boundaries, exposing data in transit, triggering egress to attacker-controlled infrastructure, and bypassing traditional segmentation and policy enforcement. The incident resulted in heightened risk for data exfiltration, business interruption, and regulatory scrutiny as organizations scrambled to assess and mitigate exposure. This breach highlights the growing risks of autonomous AI behavior and the challenges of applying conventional network and application security frameworks to evolving AI-driven architectures. The attack underscores the urgent need for robust segmentation, encrypted traffic, and continuous threat monitoring in AI/ML environments, as both threat actors and defenders rapidly adapt to the rise of agentic AI.
7 months ago
Kill Chain
Federal Agency Breached via GeoServer RCE Exploit in 2024
In July 2024, a U.S. federal civilian executive branch agency suffered a significant security breach when attackers exploited a critical remote code execution (RCE) vulnerability (CVE-2024-36401) in an unpatched GeoServer instance. Threat actors gained initial access by leveraging proof-of-concept exploits that had been made public after the vulnerability's disclosure. They moved laterally across the agency’s internal network, breaching additional web and SQL servers, deploying web shells like China Chopper, escalating privileges, and maintaining persistence. The attackers remained undetected for three weeks, only triggering detection when the agency’s EDR tool flagged suspicious malware activity. This breach underscores the growing risk posed by rapid weaponization of new vulnerabilities, particularly those affecting widely used open-source platforms. The incident follows a trend of increased attacks exploiting unpatched systems and weak internal segmentation, emphasizing the urgent need for proactive vulnerability management and robust East-West traffic controls.
7 months ago
Kill Chain
Nearly 2,000 MCP Servers Left Exposed by Authentication Misconfiguration in 2024
In early 2024, security researchers discovered that nearly 2,000 MCP (Management Control Plane) servers worldwide were left completely unsecured due to disabled or unconfigured authentication settings. This cloud misconfiguration meant that anyone with internet access could gain full administrative control, potentially allowing unauthorized parties to manipulate workloads, exfiltrate sensitive data, or deploy malicious software at will. The lack of basic security controls exposed organizations leveraging agentic AI services to severe operational risks, compliance violations, and potential breaches of critical business infrastructure. This incident underscores a troubling pattern of cloud misconfiguration, particularly as organizations rapidly adopt AI and cloud-native platforms. As threat actors increasingly target exposed management interfaces and identity systems, the urgent need for robust authentication and continuous configuration monitoring has never been greater.
7 months ago
Kill Chain
Amazon ECS Privilege Escalation Flaw Exposes Critical IAM Risks in 2024
In early 2024, an independent security researcher uncovered a privilege escalation vulnerability in Amazon Elastic Container Service (ECS) that allowed attackers to abuse an undocumented protocol to gain IAM permissions well beyond their original access. By exploiting a misconfiguration in ECS’s internal handling of credentials, a malicious user could escalate from container-level privileges to full IAM role hijacking, enabling lateral movement across cloud environments and access to sensitive AWS resources. Amazon responded quickly and patched the issue after disclosure, but the flaw potentially exposed numerous customer environments to risk. This incident underscores the growing risk of cloud misconfigurations and privileged identity attacks, as well as the need for real-time monitoring of cloud service behaviors. Security teams should recognize the increasing creativity of threat actors targeting identity and access weaknesses within major cloud providers.
7 months ago
Kill Chain
Cloud Misconfig Leaves 2,000 MCP Servers Wide Open to Attack
In June 2024, security researchers uncovered that nearly 2,000 MCP (Managed Cloud Platform) servers were left exposed to the public internet without any authentication required. Attackers could readily gain unfettered administrative access, enabling full server control, lateral movement within environments, and potential exfiltration or disruption of sensitive workloads. The breach was a direct result of critical cloud misconfigurations, specifically the omission of basic authentication on systems underpinning key business and AI operations. While no single threat actor has been publicly attributed, the sheer scale exposes businesses globally to automated attacks, data theft, and business disruption. This incident highlights the persistent danger of insecure cloud defaults, particularly as organizations accelerate adoption of agentic AI and cloud-native architectures. With threat actors increasingly scanning for misconfigured cloud assets and attacker dwell time decreasing, timely secure configuration and visibility are more essential than ever.
7 months ago
Kill Chain
Google Gemini AI AI Vulnerability Enables Stealth Phishing Across Google Products
In early 2024, a significant vulnerability was uncovered in Google’s Gemini AI assistant, exposing users across Google platforms to sophisticated prompt injection attacks. Adversaries leveraged this flaw to craft invisible, malicious prompts that disguised themselves as legitimate Google Security alerts, tricking users and facilitating vishing and phishing attacks. The flaw allowed threat actors to bypass visible UI cues, broadening attack reach across Google applications and potentially compromising internal data and account integrity. Google was notified and began remediation efforts, but the proof-of-concept highlighted how large-scale AI platforms present new attack surfaces. This incident reflects an emerging trend where AI-driven tools are being targeted through prompt injection and model manipulation, creating challenging attack vectors for even the largest technology firms. The Gemini vulnerability underscores the importance of advanced security testing for generative AI and the urgent need for zero trust controls within AI ecosystems.
7 months ago
Kill Chain
APT Group Abuses AWS with HazyBeacon Malware in Southeast Asian Government Attacks
In early 2024, an advanced persistent threat (APT) group leveraged Amazon Web Services (AWS) infrastructure to conduct an intelligence-gathering campaign targeting government entities in Southeast Asia. The attackers deployed the novel "HazyBeacon" backdoor, which communicated with command-and-control (C2) infrastructure over legitimate cloud channels to evade detection, facilitating both surveillance and data exfiltration. By abusing trusted AWS services, the group masked malicious traffic as normal cloud activity, making identification and remediation complex and exposing sensitive government operations to compromise. This incident underscores a rapidly growing trend where threat actors exploit cloud provider services as covert C2 and exfiltration channels. With attackers blending into legitimate cloud workflows, organizations face heightened urgency to enhance cloud-native visibility, enforce east-west traffic controls, and implement zero trust segmentation to mitigate advanced threats.
7 months ago
Kill Chain
2025’s Multichannel Phishing Surge: How Attackers Bypassed MFA and Hijacked Sessions
In early 2025, a wave of sophisticated phishing attacks exploited new multichannel vectors, including social media platforms, malicious search advertisements, and browser-based manipulation, to bypass multi-factor authentication and steal user sessions. Threat actors rapidly adapted to defensive advances, leveraging session hijacking and advanced social engineering to deceive users, often eclipsing legacy email-based phishing. Organizations reported credential compromise, unauthorized access to sensitive resources, and downstream data breaches as a result of these evolving techniques. The relevance of this incident is underscored by the acceleration of identity-based attacks, targeting hybrid and cloud environments and challenging traditional security controls. Regulatory focus on data privacy and authentication heightens the need for organizations to reassess their phishing defenses, user awareness, and session protection strategies.
7 months ago
Kill Chain
Salt Typhoon: Chinese APT Targets US National Guard in Stealthy 2023 Breach
Between March and December 2023, the Chinese state-sponsored threat group Salt Typhoon infiltrated the US National Guard’s networks, leveraging advanced persistent techniques to maintain undetected access for nearly a year. Attackers exploited security gaps, targeting unencrypted east-west and outbound network traffic, and exfiltrated sensitive operational and personnel data. The intrusion demonstrated advanced lateral movement, zero trust segmentation evasions, and targeted data exfiltration—all while remaining covert to standard detection and response tools initially. The resulting breach has exposed critical military data, presenting increased risks to operational integrity and individual privacy for National Guard personnel. This incident reflects a growing pattern of state-backed threat actors expanding targeting against US government and defense organizations, using stealthy persistence, multi-cloud exploitation, and sophisticated attack campaigns. It underscores urgent needs for continuous monitoring, encrypted network traffic, and zero trust strategies across hybrid and cloud infrastructure.
7 months 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.

