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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.
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Critical Vulnerabilities in Railway Braking Systems Expose OT Security Gaps
In June 2024, security researchers discovered multiple vulnerabilities in the braking systems of modern trains, revealing that low-cost, readily available hardware could be used to exploit weaknesses in operational technology (OT) environments. Attackers demonstrated that by using items such as recycled cans and basic electronics sourced online, they could manipulate communication between the train conductor's controls and the braking systems. The lack of encrypted traffic and segmentation allowed malicious actors to reroute or interrupt braking commands, posing severe safety and operational risks to critical railway infrastructure. This incident underscores a broader trend of cyber-physical risk in OT systems, where traditional safety assumptions are being undermined by the exposure of legacy protocols and weak internal controls. As rail operators increasingly digitize and connect systems, adversaries have more opportunities to exploit gaps in lateral defenses and traffic security.
7 months ago
Kill Chain
Cloudflare's 2024 Outage: How a Simple Misconfiguration Led to Global Disruption
In June 2024, Cloudflare, a leading cloud services provider, experienced a major global outage initially suspected to be the result of a distributed denial-of-service (DDoS) attack. Further investigation revealed that the real cause was an internal configuration error: a routine permissions update inadvertently triggered a critical software failure within network infrastructure, disrupting access to innumerable customer websites and business services for several hours worldwide. The incident underscored the fragile interplay between automated change management and resiliency of cloud-based operations. This outage is especially timely as organizations accelerate cloud adoption and automation, increasing their susceptibility to operational lapses and accidental misconfigurations. Regulatory bodies and industry frameworks are now sharpening requirements for cloud governance, real-time visibility, and robust change controls to mitigate such risks.
7 months ago
Kill Chain
Anatomy of an Akira Ransomware Attack: 42 Days Hidden After a Fake CAPTCHA
In early 2024, a sophisticated cyberattack attributed to the Akira ransomware group exploited a fake CAPTCHA page to infiltrate an organization's environment. Attackers used this social engineering technique as an entry point, deploying malware that enabled persistent access and undetected movement across internal systems for 42 days. During this period, lateral movement and privilege escalation allowed the attackers to exfiltrate data and ultimately deploy ransomware, encrypting vital business assets and causing significant operational disruption. The incident illustrates how modern ransomware actors leverage stealth, deception, and extended dwell times to maximize their impact. This case underscores an escalating trend of increasingly complex and targeted ransomware attacks that blend technical exploitation with effective social engineering. Organizations are being challenged to enhance east-west traffic security, real-time threat detection, and zero trust segmentation to counter these evolving threats.
7 months ago
Kill Chain
Unicode: The Hidden Security Threat Fueling 2024's Obfuscated Code Attacks
In late 2024, security researchers highlighted a series of application security vulnerabilities caused by improper handling of the Unicode character set, impacting numerous platforms and development environments. Attackers exploited Unicode features such as confusable characters, variant selectors, and bidirectional text markers, enabling impersonation, injection, and severe obfuscation of code in public repositories. Notably, a self-propagating worm known as "Glass Worm" leveraged invisible Unicode code points to disguise malicious code in Visual Studio Code extensions, bypassing manual code review and automated security checks. These techniques led to increased risk of code injection, credential spoofing, and long-term compromise of software supply chains. Unicode-driven attack techniques continue to gain prominence due to their effectiveness at evading human and automated detection. The recent spike in attacks demonstrates a broader trend towards supply chain risk and advanced code obfuscation, demanding urgent attention to Unicode normalization, secure coding practices, and robust detection mechanisms in compliance-driven industries.
7 months ago
Kill Chain
Malicious NPM Packages Exploit Adspect in 2024 Supply Chain Breach
In June 2024, security researchers uncovered a supply chain attack involving seven malicious packages on the NPM registry that abused the Adspect cloud-based service. Attackers used these packages to redirect users through Adspect, circumventing many security sandboxes and researcher analysis tools. This sophisticated evasion allowed threat actors to selectively route potential victims to malicious payloads while deflecting scrutiny from security firms. The malicious packages were rapidly removed from NPM, but not before posing a significant risk to open-source software supply chains. This incident highlights the increasing exploitation of trusted third-party platforms and infrastructure in software supply chain attacks. With adversaries leveraging evasive redirects and advanced obfuscation tactics, organizations face a growing need for robust dependency management, automated threat detection, and enhanced monitoring of public code repositories.
7 months ago
Kill Chain
Hackers Exploit Ray AI to Launch Global Cryptojacking Botnet (2024)
In late 2024, malicious actors exploited an unauthenticated remote code execution vulnerability (CVE-2023-48022) in the open-source Ray AI framework, transforming exposed development environments into a globally distributed cryptojacking operation. Attackers leveraged Ray's scheduling and orchestration APIs to gain unauthorized access and deploy cryptomining payloads, particularly targeting environments with premium NVIDIA A100 GPUs. The campaign, identified by Oligo Security, unfolded in multiple phases: after initial malware delivery via GitLab infrastructure was disrupted, attackers quickly shifted to hosting on GitHub to sustain their operation. Over 200,000 exposed Ray clusters worldwide were at risk, significantly impacting cloud AI operations, startups, and research environments. This incident marks a major evolution in threat actor adaptation: rather than exploiting traditional network vulnerabilities, adversaries weaponized trusted automation features to evade detection and maximize illicit gain. The campaign illustrates mounting risks to cloud-hosted AI workloads, the dangers of insecure API exposure, and the urgent need for stringent internal network controls to defend against cryptojacking and abuse of compute resources.
7 months ago
Kill Chain
CISA 2025 Issues Guidance to Mitigate Bulletproof Hosting Provider Risks
In November 2025, the Cybersecurity and Infrastructure Security Agency (CISA), together with the NSA, FBI, Department of Defense Cyber Crime Center, and international partners, released comprehensive guidance to combat risks posed by Bulletproof Hosting Providers (BPHs). BPHs are infrastructure providers that knowingly lease servers and networking resources to cybercriminals, enabling ransomware, phishing, malware distribution, and denial-of-service attacks at scale. The guidance urges Internet Service Providers and network operators to apply blocklists, traffic analysis, intelligence sharing, and stronger vetting to prevent malicious actors from exploiting BPH resources, aiming to bolster the digital resilience of critical infrastructure sectors globally. The ongoing proliferation of cyberattacks leveraging BPH infrastructure underscores the urgency of these recommendations. With threat actors increasingly turning to anonymized, resilient hosting to evade law enforcement and detection, proactive mitigation by ISPs is crucial to limiting damage and strengthening industry-wide cybersecurity defense.
7 months ago
Kill Chain
Fortinet FortiWeb Zero-Day Abuse: 2024 Attack Highlights Security Device Risks
In June 2024, Fortinet disclosed a critical zero-day vulnerability in its FortiWeb web application firewall that was being actively exploited in the wild. Threat actors leveraged the unknown flaw to gain unauthorized access to targeted organizations, bypassing authentication and potentially altering application configurations or exfiltrating sensitive data. Fortinet responded promptly by releasing security patches and urging customers to update affected devices, while security researchers warned this campaign was already impacting several organizations before public disclosure. This incident is part of a growing trend of sophisticated attacks targeting network and security appliances through undisclosed vulnerabilities. Organizations face heightened risk as attackers weaponize zero-days more quickly, making swift patch management and layered controls essential to defending digital infrastructure.
7 months ago
Kill Chain
Google Chrome 2024 Zero-Day Exploited in the Wild: What You Need to Know
In June 2024, Google disclosed and patched a critical zero-day vulnerability in the Chrome web browser (CVE-2024-5274) that had actively been exploited in the wild. Attackers leveraged a type confusion flaw in Chrome’s V8 JavaScript engine to execute arbitrary code on victim devices, enabling full compromise of targeted systems. Google's rapid response—releasing an emergency security update—helped mitigate exploitation risks. The vulnerability represented the seventh zero-day affecting Chrome this year, underscoring persistent targeting of popular browsers for initial access into corporate and consumer environments. This incident illustrates the sustained threat posed by browser zero-days and the increasing velocity with which attackers are weaponizing new flaws. As web browsers remain a ubiquitous endpoint attack vector, organizations must ensure rapid patch cycles and layered security controls to limit exposure.
7 months ago
Kill Chain
Tycoon 2FA: How Phishing-as-a-Service Broke Legacy MFA at Scale in 2024
In 2024, cybercriminals leveraged the Tycoon Phishing-as-a-Service (PaaS) platform to orchestrate over 64,000 successful real-time attacks bypassing legacy multi-factor authentication (MFA) with relay-based phishing toolkits. Tycoon allowed even low-skilled attackers to automate the interception and relay of users’ MFA tokens, defeating common one-time passcodes and push-based authentication. This Phishing-as-a-Service campaign targeted a wide array of industries and organizations, exposing user credentials and compromising sensitive systems at scale. The incident underscores the urgent collapse of legacy MFA methods under modern, scalable phishing threats. The widespread exposure from Tycoon demonstrates how phishing-resistant authentication (such as FIDO2 hardware tokens and biometrics) are now critical. Regulatory agencies and security experts have since elevated calls for organizations to rapidly phase out vulnerable MFA in favor of hardware-backed solutions, as attackers weaponize automated, scalable PaaS infrastructure.
7 months ago
Kill Chain
Pajemploi Data Breach Exposes 1.2 Million French Citizens: What Went Wrong?
In June 2024, French public agency Pajemploi, responsible for social security management for parents and home childcare providers, suffered a large-scale data breach. Attackers exploited a flaw in the agency's online system that enabled them to access personal data belonging to approximately 1.2 million individuals, including names, addresses, social security numbers, bank details, and tax identification data. The breach was discovered after abnormal activity was detected, and Pajemploi acted swiftly to close the vulnerability, notify affected users, and inform regulatory authorities, including France's data privacy regulator CNIL. The incident temporarily restricted access to certain online services for impacted users. This breach highlights the ongoing targeting of government and public-sector databases holding sensitive citizen data. With regulatory requirements such as GDPR placing heavy penalties on agencies that fail proper controls, the Pajemploi incident underscores the urgency of robust data protection, zero trust segmentation, and advanced anomaly detection across Europe’s digital public services.
7 months ago
Kill Chain
Google Chrome’s 2025 V8 Zero-Day: What Organizations Must Do After the Latest Exploit
In June 2025, Google disclosed an actively exploited zero-day vulnerability (CVE-2025-13223) in the V8 JavaScript and WebAssembly engine powering Chrome. Attackers leveraged this type confusion flaw to execute arbitrary code or trigger program crashes, enabling them to compromise vulnerable browsers. Google promptly released patches to address the flaw after receiving reports of in-the-wild exploitation. At-risk users included anyone running unpatched Chrome versions across platforms, with attackers potentially able to hijack sessions, install malware, or steal sensitive data simply by enticing users to visit a malicious web page. This incident highlights the persistent risks posed by emerging browser vulnerabilities, as both sophisticated threat actors and opportunistic cybercriminals increasingly exploit zero-day flaws for rapid compromise. Security teams face mounting urgency to prioritize browser patching cycles to counter fast-moving, exploitation-ready threats.
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.

