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 241 to 252 of 6832 threat reports

When AI Attacks at Machine Speed: Inside the Cairn Agent Campaign That Hit 1,200 Sites
When AI Attacks at Machine Speed: Inside the Cairn Agent Campaign That Hit 1,200 Sites
Retail Industry1 week ago

When AI Attacks at Machine Speed: Inside the Cairn Agent Campaign That Hit 1,200 Sites

Beginning around October 2, 2026, a Chinese-speaking threat actor deployed autonomous AI agents via the open-source penetration-testing framework Cairn to systematically target over 1,200 company websites, successfully compromising more than 100 organizations including Deere, SharkNinja, and Cummins. Operating largely unsupervised, the agents exploited web application vulnerabilities—including memcached session-store misconfigurations, unsafe PHP object deserialization, and legacy Zend Framework weaknesses—to plant persistent web shell uploaders. Successful intrusions averaged 23 hours at roughly $50 per breach, with the entire campaign costing an estimated $5,000. The exposed Cairn control panels also leaked harvested credentials and secrets, 11% of which remained valid at time of discovery. This incident marks a watershed moment in offensive AI tradecraft: for the first time, a documented criminal campaign used agentic AI at scale to autonomously discover, exploit, and establish persistence across enterprise web properties with minimal human oversight. The barrier to sophisticated, multi-target web intrusion has collapsed, demanding that defenders modernize detection and network policy enforcement to match machine-speed attacks.

Critical impact

Kill Chain

ICInitial Compromise(high)
PEPrivilege Escalation(medium)
LMLateral Movement(medium)
C&CCommand & Control(high)
EExfiltration(high)
IImpact(medium)
Read report
Pegasus Zero-Click Spyware Found on Serbian Rector's iPhone Six Days Before National Election
Pegasus Zero-Click Spyware Found on Serbian Rector's iPhone Six Days Before National Election

Pegasus Zero-Click Spyware Found on Serbian Rector's iPhone Six Days Before National Election

In October 2026, Citizen Lab confirmed with high confidence that the iPhone of Vladan Đokić, rector of the University of Belgrade and prominent pro-democracy figure, was infected with NSO Group's Pegasus spyware via a zero-click exploit — requiring no user interaction whatsoever. The disclosure came just six days before Serbia's October 25 snap parliamentary election. A second case involved Rade Bajić, a senior prosecutor investigating a Kushner-linked Belgrade property scandal, who received Apple Threat Notifications in August 2026. These findings extend a documented wave of at least 16 civil-society targets in Serbia in 2026 alone, including student activists and opposition politicians, with earlier cases also involving the Android spyware NoviSpy linked to Serbia's civilian intelligence agency BIA. This incident reflects a sharp escalation in mercenary spyware deployment against democratic institutions and civil society ahead of contested elections. The pattern — zero-click exploits on fully updated devices, targeting lawyers, academics, and prosecutors — demonstrates that no device is inherently safe, and that network-level visibility and egress controls remain critical detection layers even when endpoint defenses are bypassed.

High impact

Kill Chain

ICInitial Compromise(high)
PEPrivilege Escalation(high)
LMLateral Movement(low)
C&CCommand & Control(high)
EExfiltration(high)
IImpact(high)
Read report
Six Kernel-Crash CVEs in HMS Networks PCAN Windows Drivers: What ICS Operators Must Do Now
Six Kernel-Crash CVEs in HMS Networks PCAN Windows Drivers: What ICS Operators Must Do Now
Transportation1 week ago

Six Kernel-Crash CVEs in HMS Networks PCAN Windows Drivers: What ICS Operators Must Do Now

In October 2026, CISA published ICS Advisory ICSA-26-293-01 disclosing six memory-safety vulnerabilities in HMS Networks PEAK-System PCAN Windows drivers (versions ≤5.1.2 / ≤5.1.2.1151). The flaws—spanning out-of-bounds writes, classic buffer overflows, improper array-index validation, untrusted pointer dereference, and length-parameter inconsistency—allow a local, low-privileged user to crash the Windows kernel, causing denial-of-service conditions on workstations and engineering stations running CAN-bus hardware. Affected sectors include Transportation, Healthcare, Energy, and Critical Manufacturing globally. HMS Networks released a fix in version 5.1.4 and recommends immediate upgrade. Kernel-level driver vulnerabilities in OT/ICS environments are an accelerating trend: attackers increasingly target device drivers as a reliable path to system instability or privilege escalation on engineering workstations that are difficult to patch quickly. With six CVEs simultaneously disclosed across widely deployed industrial CAN-bus drivers, organizations should treat driver patch management as a first-class control within their ICS security programs.

Medium impact

Kill Chain

ICInitial Compromise(medium)
PEPrivilege Escalation(high)
LMLateral Movement(medium)
C&CCommand & Control(low)
EExfiltration(low)
IImpact(high)
Read report
Qilin & INC Ransomware Exploit PAN-OS CVE-2026-0257: How Attackers Bypassed MFA and Owned the Hypervisor
Qilin & INC Ransomware Exploit PAN-OS CVE-2026-0257: How Attackers Bypassed MFA and Owned the Hypervisor

Qilin & INC Ransomware Exploit PAN-OS CVE-2026-0257: How Attackers Bypassed MFA and Owned the Hypervisor

In mid-2026, ransomware groups Qilin (Spikey Scorpius) and INC (Tarnished Scorpius) began actively exploiting CVE-2026-0257, a CVSS 7.8 authentication bypass flaw in Palo Alto Networks PAN-OS and Prisma Access, to establish unauthorized VPN sessions and circumvent multi-factor authentication controls. After gaining an initial foothold, attackers conducted internal reconnaissance using dual-use RMM tools, moved laterally via RDP and SMB, harvested credentials by targeting vCenter and ESXi hypervisors at the virtualization layer, and deployed ransomware alongside data-exfiltration tooling across sectors including healthcare, financial services, government, and education. Veeam backup infrastructure was also targeted using CVE-2023-27532 to maximize damage and eliminate recovery options. This campaign underscores an accelerating trend of ransomware operators chaining perimeter authentication bypasses with deep virtualization-layer attacks to defeat endpoint detection, MFA, and backup resilience simultaneously. As CISA KEV listings shorten the window between disclosure and exploitation, organizations relying on gateway-centric security without east-west segmentation and encrypted-traffic visibility face compounding risk.

High impact

Kill Chain

ICInitial Compromise(high)
PEPrivilege Escalation(high)
LMLateral Movement(high)
C&CCommand & Control(medium)
EExfiltration(medium)
IImpact(high)
Read report
CVE-2026-106173: Public PoC Exploit Drops for Critical FortiSIEM Unauthenticated RCE
CVE-2026-106173: Public PoC Exploit Drops for Critical FortiSIEM Unauthenticated RCE

CVE-2026-106173: Public PoC Exploit Drops for Critical FortiSIEM Unauthenticated RCE

In October 2026, Fortinet disclosed CVE-2026-106173, a critical path traversal vulnerability in FortiSIEM (CVSS 9.4) affecting versions up to 7.5.0. Unauthenticated attackers can connect to the gRPC service on TCP port 27918, exploit unsafe path construction in the SendQueryResult() function, and chain a null-byte injection technique to overwrite arbitrary files—including a Redis health-check shell script executed every 60 seconds by a cron job—achieving full unauthenticated remote code execution. Horizon3.ai published a public proof-of-concept exploit within days of patching, dramatically lowering the bar for exploitation across all unpatched FortiSIEM deployments. The public release of a working PoC transforms this from a theoretical risk into an active, weaponizable threat. Security operations platforms like FortiSIEM are high-value targets because compromising them can blind defenders, disrupt incident response, and provide attackers with privileged visibility into an organization's entire security telemetry—amplifying blast radius far beyond a typical application breach.

Critical impact

Kill Chain

ICInitial Compromise(high)
PEPrivilege Escalation(high)
LMLateral Movement(medium)
C&CCommand & Control(medium)
EExfiltration(medium)
IImpact(medium)
Read report
AI-Powered Espionage: How CL-UNK-1211 Used LLMs to Target Government Linux Servers
AI-Powered Espionage: How CL-UNK-1211 Used LLMs to Target Government Linux Servers

AI-Powered Espionage: How CL-UNK-1211 Used LLMs to Target Government Linux Servers

Between October 2025 and April 2026, Unit 42 tracked a threat cluster designated CL-UNK-1211 conducting an AI-accelerated espionage campaign against government entities and state-affiliated Linux infrastructure. Attackers gained initial access through widespread web shell deployments, hijacked global PHP configurations for persistence, harvested credentials via .bashrc manipulation and PHP injection, deployed a custom Go-based cross-platform RAT named SysGoRAT over WebSocket C2, and exfiltrated government mailboxes and entire database contents. Defense evasion included log deletion, timestomping, endpoint-protection termination, and planting fake red-team markers. AI-generated payloads with conversational inline comments accelerated the operation's pace across PHP, Python, Bash, and JavaScript. This campaign marks a tangible inflection point in state-level or state-adjacent espionage: AI is no longer theoretical in offensive operations. Attackers used LLM-generated code to compress development timelines, seamlessly pivot across technology stacks, and scale payload generation—signaling that AI-assisted intrusions will become the baseline expectation for advanced threat actors targeting critical government infrastructure.

Critical impact

Kill Chain

ICInitial Compromise(high)
PEPrivilege Escalation(high)
LMLateral Movement(high)
C&CCommand & Control(high)
EExfiltration(high)
IImpact(high)
Read report
The $0 AI Backdoor: How Open-Weight Models Became a Supply Chain Threat
The $0 AI Backdoor: How Open-Weight Models Became a Supply Chain Threat

The $0 AI Backdoor: How Open-Weight Models Became a Supply Chain Threat

Researchers demonstrated in 2026 that open-weight AI models—particularly those distributed via platforms such as Hugging Face—can be covertly backdoored at negligible cost using a rented GPU and a public dataset. The attack embeds a dormant trigger inside model weights, allowing the model to pass all standard evaluations and operate normally until a predetermined phrase activates exfiltration behavior. A proof-of-concept on a 1.5B and 7B parameter model showed that, when triggered inside OpenAI's Codex CLI, the model silently exfiltrated project credentials to an attacker-controlled URL—with no intermediate detection layer raising an alert. This threat is accelerating as enterprises rapidly integrate open-weight LLMs into agentic pipelines, coding assistants, and automated workflows. The near-zero cost of poisoning a model, combined with the popularity of abliterated builds on public repositories, means the AI supply chain now carries a class of risk that traditional software composition analysis tools are not equipped to detect.

Critical impact

Kill Chain

ICInitial Compromise(high)
PEPrivilege Escalation(medium)
LMLateral Movement(medium)
C&CCommand & Control(high)
EExfiltration(high)
IImpact(medium)
Read report
Cellebrite's Wireless iPhone Zero-Day: What the Advanced Unlocks Leak Means for Enterprise Security
Cellebrite's Wireless iPhone Zero-Day: What the Advanced Unlocks Leak Means for Enterprise Security
Law Enforcement1 week ago

Cellebrite's Wireless iPhone Zero-Day: What the Advanced Unlocks Leak Means for Enterprise Security

In October 2026, a leaked confidential Cellebrite document revealed a new forensic extraction capability called Advanced Unlocks (AU), described as a next-generation After First Unlock (AFU) vector engineered to survive Apple OS hardening updates. Unlike prior Cellebrite tools, AU operates wirelessly via a dedicated appliance with an effective range of approximately eight meters, bypassing Stolen Device Protection and its associated USB restrictions without requiring physical cable connection. The capability represents a significant escalation in law enforcement and adversarial forensic tooling, enabling covert device compromise in proximity-based scenarios with no direct physical contact required. This disclosure arrives amid growing concern over the proliferation of commercial spyware and exploit tooling beyond controlled government use. The wireless, proximity-based nature of AU blurs the line between lawful forensic access and covert surveillance, intensifying regulatory scrutiny and prompting urgent reassessment of mobile device security posture across enterprise and government environments alike.

Critical impact

Kill Chain

ICInitial Compromise(medium)
PEPrivilege Escalation(medium)
LMLateral Movement(medium)
C&CCommand & Control(low)
EExfiltration(high)
IImpact(medium)
Read report
Armory Castle's BeyondTrust Zero-Day Campaign: What Security Teams Must Do Now
Armory Castle's BeyondTrust Zero-Day Campaign: What Security Teams Must Do Now

Armory Castle's BeyondTrust Zero-Day Campaign: What Security Teams Must Do Now

Beginning August 29, a prolific Chinese state-sponsored espionage group—tracked by Mandiant and Google Threat Intelligence Group (GTIG) as Armory Castle (formerly UNC5221)—exploited a critical zero-day vulnerability (CVE-2026-102764) in BeyondTrust Remote Support. The attackers escalated privileges, moved laterally across compromised networks, and maintained stealthy persistent access for nearly a month before detection on September 28. BeyondTrust patched self-hosted instances on October 8 and auto-updated cloud versions the same day. Targets span government, legal services, technology firms, and business-process outsourcers across multiple regions, with researchers warning of broader potential exposure given the zero-day's pre-disclosure exploitation window. Armory Castle's campaign continues a well-established pattern of targeting edge and remote-access security products—Ivanti, Citrix NetScaler, and now BeyondTrust—that typically lack EDR coverage. The group's tradecraft includes per-victim infrastructure rotation and dwell times averaging hundreds of days, raising urgent concern for organizations relying on perimeter-based security without zero-trust network segmentation or east-west traffic visibility.

Critical impact

Kill Chain

ICInitial Compromise(high)
PEPrivilege Escalation(high)
LMLateral Movement(high)
C&CCommand & Control(medium)
EExfiltration(medium)
IImpact(medium)
Read report
Zero-Click Pegasus Spyware Hits Serbian University Rector and Prosecutor Weeks Before National Elections
Zero-Click Pegasus Spyware Hits Serbian University Rector and Prosecutor Weeks Before National Elections

Zero-Click Pegasus Spyware Hits Serbian University Rector and Prosecutor Weeks Before National Elections

In 2026, NSO Group's Pegasus spyware was confirmed on devices belonging to Vladan Đokić, rector of the University of Belgrade and a figurehead of Serbia's student protest movement, and Rade Bajić, a prosecutor pursuing a high-profile corruption case linked to Serbian President Aleksandar Vučić. The infection leveraged a zero-click exploit requiring no user interaction, discovered through forensic analysis by the SHARE Foundation and confirmed by The Citizen Lab at the University of Toronto. The attacks occurred ahead of Serbia's October 25 parliamentary elections, targeting critics of the government at a politically sensitive moment and raising urgent questions about state-directed surveillance of civil society. This incident is part of a documented pattern of commercial spyware abuse in Serbia, following a September wave that hit 14 individuals including parliamentarians and local officials. The targeting of legal professionals and university leaders signals an escalating use of Pegasus-class tools against democratic institutions, mirroring global trends where authoritarian governments deploy commercial surveillance against political opponents, journalists, and activists.

Critical impact

Kill Chain

ICInitial Compromise(high)
PEPrivilege Escalation(high)
LMLateral Movement(medium)
C&CCommand & Control(high)
EExfiltration(high)
IImpact(high)
Read report
PwnEscape (CVE-2026-99999): When a Guest VM Reads Your Host's Memory
PwnEscape (CVE-2026-99999): When a Guest VM Reads Your Host's Memory

PwnEscape (CVE-2026-99999): When a Guest VM Reads Your Host's Memory

In October 2026, security researcher Paulos Yibelo of pwn.ai disclosed CVE-2026-99999, dubbed PwnEscape, a critical Linux kernel networking vulnerability rated 9.3/10 CVSS. The flaw allows malicious code executing inside a guest virtual machine to read host memory, crash the host, and potentially achieve code execution on it. Demonstrated live against Vercel's production Firecracker microVM sandboxes during a $1 million bug-bounty challenge, each crafted packet exfiltrated approximately 32 bytes of host memory. Two packets sufficed to crash a host and terminate all co-resident sandboxes. Red Hat's Michael S. Tsirkin authored the upstream fix, now backported across all supported stable kernel branches. PwnEscape exposes a structural risk in multi-tenant cloud infrastructure: because nearly every major cloud provider isolates workloads at the Linux kernel networking layer, a single kernel flaw undermines the trust boundary between all co-resident tenants simultaneously. As AI-assisted exploit research matures—this flaw was found in three days for under $700 in API costs—the window between discovery and weaponization is collapsing, demanding accelerated patch cycles and defense-in-depth network controls.

Critical impact

Kill Chain

ICInitial Compromise(medium)
PEPrivilege Escalation(high)
LMLateral Movement(medium)
C&CCommand & Control(low)
EExfiltration(high)
IImpact(medium)
Read report
PEERSTITCH: How Attackers Weaponized FortiOS Internals to Build an Invisible VPN Backdoor
PEERSTITCH: How Attackers Weaponized FortiOS Internals to Build an Invisible VPN Backdoor

PEERSTITCH: How Attackers Weaponized FortiOS Internals to Build an Invisible VPN Backdoor

In September 2024, a suspected advanced persistent threat actor tracked as CL-STA-0954 (UNC5820) compromised a telecommunications managed service provider by chaining two Fortinet vulnerabilities. Initial access was gained via CVE-2024-47575 (FortiJump) targeting FortiManager, enabling exfiltration of configurations, private keys, and metadata for over 500 managed FortiGate firewalls. Attackers then exploited CVE-2025-61624, a FortiOS path traversal flaw, to deploy PEERSTITCH—a memory-resident ARM64 implant that injects hooks into legitimate daemons (miglogd and iked) to create a covert inter-process communication bridge, effectively bypassing VPN session security checks without leaving disk artifacts. This incident signals an accelerating trend of state-linked actors weaponizing centralized network management platforms to compromise downstream infrastructure at scale. The combined use of living-off-the-land injection techniques, WebAssembly payloads, and forensic artifact removal represents a maturation of edge-device malware tradecraft that outpaces conventional endpoint and network detection approaches.

Critical impact

Kill Chain

ICInitial Compromise(high)
PEPrivilege Escalation(high)
LMLateral Movement(high)
C&CCommand & Control(high)
EExfiltration(high)
IImpact(high)
Read report

Security Research & Insights

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

Market Perspectives

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

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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