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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 4981 to 4992 of 5297
Google Gemini AI 2025: Prompt Injection and Cloud Exploit Flaws Revealed
In September 2025, cybersecurity researchers disclosed three critical, now-patched vulnerabilities in Google’s Gemini AI assistant platform. Attackers were able to exploit prompt injection and log-to-prompt injection flaws within Gemini’s Search Personalization Model and Cloud deployment, risking unauthorized data access, privacy compromise, and potential theft of sensitive information. The exploited vulnerabilities allowed crafted prompts or manipulated logs to execute unintended commands, bypass safeguards, and potentially leak user data, highlighting major security gaps in generative AI-driven workflows before emergency updates were deployed by Google. This incident underscores the growing risk of prompt injection and supply-chain-type threats in the AI/ML ecosystem. The attack reflects a surge in adversarial tactics targeting large language models and cloud-based AI assistants, drawing regulatory attention and prompting security leaders to reassess AI deployment controls in enterprise environments.
7 months ago
Kill Chain
Phantom Taurus: Stealth China-Linked APT Breaches Global Governments in 2025
Between early 2023 and mid-2025, government and telecommunications agencies spanning Africa, the Middle East, and Asia became the targets of a previously undocumented China-linked nation-state threat group, dubbed Phantom Taurus. The group leveraged stealthy, custom malware and encrypted command-and-control channels to infiltrate ministries of foreign affairs, embassies, and military operations, maintaining persistent access to sensitive networks for extended periods. Attackers employed advanced lateral movement and living-off-the-land techniques, hindering detection and enabling covert intelligence collection. Exfiltrated data included diplomatic communications and potentially classified material, posing severe geopolitical and operational risks to the affected organizations. This incident underscores a rising trend of sophisticated China-aligned APT campaigns exploiting stealth malware, encrypted traffic, and advanced cloud evasion to breach strategic targets. As state-sponsored espionage continues to escalate, organizations must strengthen zero trust controls, real-time traffic inspection, and segmented multicloud defenses to counter evolving nation-state tactics.
7 months ago
Kill Chain
Palo Alto GlobalProtect VPN Vulnerability (CVE-2024-3400): Global Exploitation in 2024
In September 2024, cybersecurity observers detected a surge in malicious internet scans targeting Palo Alto Networks GlobalProtect gateways vulnerable to CVE-2024-3400. Threat actors exploited an authentication validation flaw, enabling unauthenticated attackers to manipulate session IDs and upload arbitrary files to the server. Initial activity was observed from IP 141.98.82.26, executing file upload and retrieval attempts against honeypots. While early-stage attacks focused on validating exploitability, successful exploitation of this flaw could lead to remote code execution, exposing enterprise networks protected by GlobalProtect to compromise, lateral movement, and potential data breaches. This incident is significant as CVE-2024-3400 rapidly attracted widespread exploitation attempts, with proof-of-concept code and automated scanning observed in the wild. The event underscores the criticality of timely appliance patching and the inherent risk posed by remotely accessible VPN infrastructure in enterprise environments.
7 months ago
Kill Chain
Battering RAM: $50 Hardware Attack Breaks Intel & AMD Cloud Defenses
In October 2025, researchers from KU Leuven and the University of Birmingham unveiled a significant vulnerability dubbed "Battering RAM" affecting both Intel and AMD cloud processor architectures. By inserting a $50 hardware interposer into the memory bus, attackers demonstrated the ability to bypass state-of-the-art cloud security mechanisms. This approach allowed them to intercept, manipulate, and extract both encrypted and unencrypted in-memory data flows intended to remain protected by hardware and virtualization-layer defenses. The attack's stealth and low cost highlight the practical risk to multi-tenant and cloud environments relying on trusted chipset-based security. The Battering RAM disclosure comes amid growing concerns around hardware-level threats capable of undermining software-managed frameworks, especially in multi-cloud and highly regulated sectors. This incident underscores the need for enhanced hardware threat modeling, rapid detection capabilities, and updated compliance guidance tailored to physical vector risks.
7 months ago
Kill Chain
Apple Rushes Security Fix for Critical FontParser Vulnerability (CVE-2025-43400)
In September 2025, Apple released urgent security updates for iOS, iPadOS, macOS, and visionOS to address CVE-2025-43400—a vulnerability in the FontParser component allowing maliciously crafted fonts to trigger app termination or corrupt process memory. This flaw affects recent and some older OS versions, with Apple pushing out rapid patches to prevent potential exploitation. As of release, there is no evidence of active attacks or remote code execution stemming from this bug, but the vulnerability represents a serious risk due to the widespread use of affected products and the low-complexity of font-based exploits. This incident highlights how even routine OS updates can carry vital security fixes against emerging threats. With font parsing bugs being favored by both criminals and spyware operators in recent years, broad and proactive patching remains essential, especially as quick-moving threat actors seek early exploit opportunities.
7 months ago
Kill Chain
IoT Devices in the Crosshairs: The 2024 Admin Cookie Exploitation Wave
In September 2024, widespread exploitation of IoT devices was observed, leveraging insecure session cookies and weak access control. Attackers were able to escalate privileges or bypass authentication entirely by modifying HTTP cookies such as 'user=admin', 'uid=1', or similar session tokens on devices including TBK DVRs, LB-LINK routers, Tenda access points, and biometric access systems. The method often enabled the execution of OS commands or remote code, with threat actors targeting default credentials and under-protected web interfaces for persistence and lateral movement. Impact included unauthorized system changes, potential data exfiltration, and compromise across IoT and networking infrastructure in both consumer and enterprise environments. This incident highlights an ongoing trend: attackers increasingly exploit weak authentication and session management in IoT devices, which often lack robust patching and monitoring. With regulatory frameworks tightening and IoT expanding into critical sectors, such low-effort but high-impact vulnerabilities are becoming a major concern for organizations seeking to secure their operational technology.
7 months ago
Kill Chain
Akira Ransomware Launches Mass Attack on SonicWall VPNs in 2025
In mid-2025, Akira ransomware operators launched a widespread campaign targeting organizations using SonicWall VPN appliances, exploiting a critical vulnerability (CVE-2024-40766) in SonicOS firmware. Attackers achieved initial access through malicious SSL VPN logins, sometimes even bypassing one-time password (OTP) multi-factor authentication controls. Following a successful breach, the attackers conducted rapid port scanning and lateral movement via Impacket SMB activity before deploying Akira ransomware, impacting organizations across various sectors. Despite firmware updates and password resets, compromised credentials persisted, leaving several devices exposed, and the campaign has continued to escalate into late September 2025. This incident illustrates the ongoing evolution and sophistication of ransomware campaigns exploiting network infrastructure vulnerabilities and underscores the urgency of proactive credential management, privileged access monitoring, and swift patch adoption. It exemplifies growing attacks abusing VPNs and MFA, requiring organizations to revisit zero trust and layered defense measures.
7 months ago
Kill Chain
Malicious MCP Server Abuses AI Email Automation for Covert Secrets Exfiltration
In June 2024, researchers uncovered a supply-chain attack involving a malicious Managed Communication Platform (MCP) AI server deployed by enterprises for automating routine email tasks, such as password resets, account confirmations, and invoicing. Threat actors subverted the platform to silently exfiltrate sensitive information by routing copies of key emails via BCC fields to attacker-controlled addresses. This tactic enabled attackers to capture credentials, personally identifiable information (PII), and financial data from authentic business processes, making detection extremely challenging and extending the risk across multiple organizations leveraging the affected platform. The incident highlights a growing trend of attackers abusing trusted third-party SaaS and AI service integrations to conduct covert exfiltration at scale. As supply-chain vectors proliferate, organizations face increased pressure to monitor internal communication workflows and enforce egress controls on platform-generated messaging.
7 months ago
Kill Chain
AI Voice Cloning Ushers in the Next Wave of Real-Time Vishing Attacks
In mid-2024, cybersecurity researchers from NCC Group demonstrated that AI-powered voice cloning now enables highly convincing, real-time vishing (voice phishing) attacks. By training voice models with just a few minutes of publicly available recordings, attackers were able to conduct live phone calls, impersonate executives or IT staff, and successfully extract sensitive information from organizations and individuals. Notably, real organizations were targeted in proof-of-concept scams that bypassed prior limitations such as latency or unnatural responses, blurring the line between real and synthetic voices and exposing significant new avenues for social engineering that traditional defenses may not stop. This incident highlights the rapid escalation in the capabilities of cybercriminals leveraging generative AI for social engineering. Security leaders are now facing an urgent need to adapt defenses, reconsider trust in voice authentication, and train employees about increasingly undetectable scams as vishing becomes more automated, scalable, and effective using minimal resources and AI frameworks.
7 months ago
Kill Chain
Google Gemini AI Model Vulnerabilities: The 2024 Security Wake-Up Call
In early 2024, significant security and privacy vulnerabilities were discovered across multiple Google Gemini AI models, exposing users and enterprises to attack vectors that could have led to data leakage, privilege escalation, and AI-assisted exploitation. Researchers identified a 'trifecta' of flaws enabling prompt injection, sensitive data exposure, and circumvention of embedded safety controls, highlighting weaknesses in current generative AI guardrails. While no widespread attacker exploitation was confirmed, proof-of-concept attacks demonstrated how these flaws could weaponize Gemini models as an attack surface and vehicle for secondary threats. The disclosure prompted urgent reviews of AI usage and mitigations for enterprise consumers. This incident underscores escalating risks as generative AI platforms become embedded across business workflows. It illustrates the urgent challenge of securing large language models (LLMs) against novel exploitation methods and the rapidly intensifying focus by both attackers and regulators on AI/ML supply chain security.
7 months ago
Kill Chain
Phantom Taurus: Inside the 2025 Chinese APT NET-STAR Espionage Breach
In early 2025, security researchers uncovered a sophisticated espionage campaign attributed to a newly recognized Chinese nation-state actor, Phantom Taurus. Operating since at least late 2022, the group prioritized stealth and advanced tactics, primarily targeting government and telecommunications entities across Africa, the Middle East, and Asia. Attackers leveraged a novel, highly covert malware suite—NET-STAR—capable of remaining fileless within IIS web servers and facilitating persistent, encrypted exfiltration of sensitive diplomatic, military, and geopolitical data. The operation exploited custom-developed tools to move from email theft to direct database compromise, employing in-memory web backdoors and evasion techniques like timestomping and security mechanism bypasses to avoid detection and maintain long-term access. The exposure of Phantom Taurus and the NET-STAR suite highlights an escalating trend of targeted, stealthy cyber espionage campaigns against critical infrastructure by advanced persistent threat (APT) actors. This incident underscores the urgent need for organizations to strengthen east-west security visibility, enforce zero trust principles, and regularly review controls against constantly evolving attacker tradecraft.
7 months ago
Kill Chain
Interpol Uncovers Major Romance Scam and Sextortion Networks in Africa
In June 2024, Interpol coordinated "Operation Contender 3.0" across 14 African countries, arresting 260 individuals involved in cyber-enabled romance scams and sextortion schemes. The operation disrupted 81 cybercrime networks and resulted in the seizure of devices, forged documents, and other cybercrime infrastructure. Authorities uncovered nearly $2.8 million in losses affecting almost 1,500 victims, with Ghana and Senegal among the countries making substantial arrests and asset recoveries. Criminal networks exploited online platforms to deceive victims, using forged identities, stolen images, and blackmail tactics to extort payments or sensitive information. This operation highlights the escalating threat of social engineering attacks and cyber-enabled financial fraud in rapidly digitizing regions. As online interactions increase, so do identity-driven scams, making it critical for organizations and individuals alike to strengthen digital vigilance and invest in layered, resilient cybersecurity controls.
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.

