✨ No need to do from scratch. Deploy a Validated Containment Architecture built for your AI platform. →Deploy a Validated Containment Architecture for your AI platform. →A Validated Containment Architecture for your AI platform. →Validated Containment Architectures are here. →Contain Threats NowExplore✨
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 4105 to 4116 of 5296
Malicious Underground AI Models Like WormGPT 4 Are Supercharging Cybercrime in 2024
In early 2024, cybersecurity researchers uncovered an expanding underground marketplace for custom large language models (LLMs) such as WormGPT 4 and KawaiiGPT, designed to facilitate cybercrime. These jailbroken and open-source models, advertised and sold across dark web forums, lower the technical barrier for attackers by offering tools to scan for vulnerabilities, automate malware development, and accelerate tasks like phishing and lateral movement. Their accessibility—with minimal setup time, user-friendly interfaces, and affordable pricing—has enabled a broader range of cybercriminals to automate sophisticated attacks previously requiring advanced skills. The emergence of malicious LLMs highlights a growing trend where generative AI is weaponized in cybercrime. Unlike earlier incidents, these tools are now commercialized and widely supported, signaling a shift from simple model jailbreaking to specialized AI-enabled attack platforms. This evolution increases the urgency for organizations to strengthen AI risk management, augment detection strategies, and adapt compliance controls to address the new threat landscape.
7 months ago
Kill Chain
What the Gainsight–Salesforce Supply Chain Attack Teaches Us About SaaS Security in 2024
In late October 2024, Gainsight, a customer management SaaS provider, was implicated in a supply chain attack that impacted Salesforce environments. Attackers exploited the Gainsight connected app to obtain and abuse OAuth tokens, enabling unauthorized access to several Salesforce customer instances and raising concerns about lateral movement to other connected third-party applications. While initial reports from Salesforce identified compromised tokens and only a handful of affected customers, subsequent intelligence indicated the potential exposure of over 200 Salesforce instances. Mandiant and Salesforce collaborated to investigate the extent and mechanics of the attack, tracing earliest malicious activity to October 23, 2024. Despite ongoing forensics, Gainsight maintains that the breach impact was limited in scope, and no evidence has surfaced indicating a vulnerability within Salesforce’s platform itself. This incident reflects the growing trend of SaaS supply chain attacks that exploit authentication and integration mechanisms to reach downstream enterprise environments. The blend of fragmented disclosure, coordinated incident response, and rising third-party risks demonstrates the urgent need for improved visibility, segmented access, and standardized controls within interconnected SaaS ecosystems.
7 months ago
Kill Chain
Dartmouth College Data Breach: Clop Ransomware Targets Oracle EBS in 2024 Attack
In March 2024, Dartmouth College confirmed a data breach after the Clop ransomware gang published confidential information allegedly exfiltrated from the institution's Oracle E-Business Suite servers. The attackers exploited a zero-day vulnerability (associated with the MOVEit Transfer incidents) and infiltrated the college’s systems, ultimately stealing sensitive data, including personal and financial records of students, faculty, and staff. Dartmouth detected suspicious activity following Clop’s dark web disclosures, began forensics, and reported the incident to regulatory agencies. Disruptions to business operations and heightened security controls followed, with legal notifications sent to affected parties. The Dartmouth breach highlights the persistent targeting of higher education by ransomware groups exploiting supply chain and enterprise software vulnerabilities. With ransomware attacks involving exfiltration and public data leaks surging in 2024, institutions face mounting regulatory pressure and reputational risks, underscoring the urgent need for robust segmentation, encrypted traffic controls, and real-time threat detection.
7 months ago
Kill Chain
FBI Alert: $262M Stolen in 2024 Account Takeover Fraud by Bank Impersonators
In early 2024, the FBI reported a dramatic surge in account takeover (ATO) fraud targeting U.S. banking customers through sophisticated social engineering. Cybercriminals, primarily via phone and digital messages, impersonated legitimate bank support teams to exploit unsuspecting individuals. Attackers tricked victims into revealing credentials and one-time passcodes, enabling unauthorized access to bank accounts. Since January, over $262 million has been stolen in these highly coordinated campaigns, impacting both major financial institutions and their customers, with funds rapidly funneled out—often through cryptocurrency exchanges or money-mule accounts. This incident highlights an escalating trend of identity-driven attacks leveraging increasingly convincing social engineering tactics. As financial fraud rises sharply, financial institutions face mounting regulatory pressures to improve anomaly detection and secure authentication, while consumers must remain vigilant against evolving ATO schemes.
7 months ago
Kill Chain
Banks and Governments Exposed: Code Beautifiers Leak Credentials in 2024
In early 2024, researchers discovered that thousands of sensitive credentials, API keys, and authentication tokens belonging to global banks, government agencies, and technology companies were inadvertently exposed through public submissions to online code formatting tools such as JSONFormatter and CodeBeautify. These web-based beautifier platforms, commonly used by developers to format or debug code, were found to be storing users’ uploads—including confidential configuration files—in publicly accessible repositories without adequate warning or access control. As a result, threat actors could easily discover and exploit these exposed secrets to compromise critical infrastructure or initiate supply chain attacks. This incident underscores the ongoing risks of third-party tool usage in secure development lifecycles. With data exposures driven by everyday tooling, organizations face mounting regulatory and operational scrutiny to audit developer practices, harden supply chain security, and implement broader controls for inadvertent credential leakage.
7 months ago
Kill Chain
How the OnSolve CodeRED Cyberattack Disrupted America’s Emergency Alert Infrastructure
In June 2024, Crisis24 confirmed that its OnSolve CodeRED platform—used by state and local governments, police, and firefighting agencies—suffered a cyberattack disrupting emergency notification systems nationwide. Attackers gained unauthorized access to critical infrastructure, resulting in outages that hindered the timely dissemination of emergency alerts and public safety updates. While the investigation is ongoing, the breach demonstrates significant operational risks associated with service provider platforms in the public safety sector, impacting communities’ emergency preparedness and response effectiveness. This incident underscores growing threats targeting third-party vendors in critical sectors, where cyberattacks exploit platform dependencies to cause widespread and immediate disruption. With increasing regulatory scrutiny and a surge in ransomware and extortion campaigns against essential services, organizations must reassess supply chain, segmentation, and incident response controls to maintain operational and compliance resilience.
7 months ago
Kill Chain
CISA Uncovers 2025 Spyware Assaults on Signal and WhatsApp Users
In June 2025, the U.S. Cybersecurity and Infrastructure Security Agency (CISA) issued an urgent alert regarding active espionage campaigns exploiting commercial spyware and remote access trojans (RATs) to compromise high-value users on secure messaging apps including Signal and WhatsApp. Attackers utilized sophisticated social engineering techniques—such as phishing and malicious links—to covertly deliver malware, enabling unauthorized access to users' encrypted chats, sensitive attachments, and even device controls. The victims ranged from executives and journalists to government officials, highlighting the background emergence of advanced social engineering paired with novel spyware kit deployment. The incident triggered heightened scrutiny of both messaging app security and endpoint defense controls. This event is emblematic of a growing surge in targeted surveillance operations against individuals using encrypted communication platforms. It raises concern over the effectiveness of endpoint security, user awareness, and the need for proactive threat intelligence, while highlighting an evolution in adversary tactics toward cloud-based and identity-driven infiltration.
7 months ago
Kill Chain
Hackers Weaponize Blender 3D Assets to Spread StealC V2 Malware
In late 2025, cybersecurity researchers identified a prolonged campaign in which attackers weaponized Blender 3D asset files (.blend) on popular asset-sharing platforms such as CGTrader. By implanting malicious files that executed the StealC V2 information-stealing malware, threat actors compromised unsuspecting users when they opened downloaded assets. Over at least six months, the campaign enabled attackers to harvest login credentials, browser data, and sensitive information from artists and professionals in gaming, animation, and design industries, leading to significant data theft and potential downstream attacks on organizations relying on Blender assets. This incident highlights the growing abuse of trusted creative software supply chains and open asset marketplaces. As creative and industrial processes increasingly depend on third-party digital assets, attackers are evolving to target creators, leveraging social engineering and supply chain weaknesses.
7 months ago
Kill Chain
How Online Formatting Tools Exposed Thousands of Credentials: The JSONFormatter & CodeBeautify Leak
In late 2025, researchers uncovered that thousands of sensitive credentials, including passwords and API keys from governments, telecoms, and critical infrastructure organizations, were exposed after being pasted into public web-based code formatting tools such as JSONFormatter and CodeBeautify. This inadvertent data exposure occurred over several years, as users leveraged these tools for convenience, unaware that information was being logged and stored without proper security. Security experts at watchTowr Labs discovered over 80,000 files containing this data, raising alarm over the significant risk posed to organizations relying on manual and unsecured workflows. This incident has highlighted the growing risks of shadow IT and insecure use of web utilities in enterprise environments. It mirrors a broader trend of misconfigured third-party tools creating substantial vulnerabilities, elevating concerns amid regulatory crackdowns and increased exploitation of exposed secrets by attackers.
7 months ago
Kill Chain
ToddyCat's 2025 Attack: How APTs Are Hijacking Microsoft 365 Email Tokens
In late 2025, the Advanced Persistent Threat (APT) group known as ToddyCat launched a sophisticated cyber espionage campaign targeting corporate environments across Europe and Asia. The attackers leveraged a new custom tool, TCSectorCopy, to steal Microsoft Outlook emails and Microsoft 365 OAuth 2.0 access tokens. By compromising user endpoints and abusing browser-based authentication flows, ToddyCat successfully exfiltrated sensitive email data and bypassed perimeter controls. The campaign, marked by its stealthy techniques, enabled attackers to maintain persistent access and move laterally within affected networks, significantly increasing the risk to sensitive enterprise communications and intellectual property. This incident highlights the growing reliance of threat actors on token theft and cloud-based attack vectors, posing new challenges for organizations with hybrid or cloud-first environments. It underscores the urgent need for advanced detection capabilities, Zero Trust network segmentation, and comprehensive identity protection strategies to counter emerging APT tactics.
7 months ago
Kill Chain
JackFix Campaign Exploits Fake Windows Updates to Spread Infostealers in 2025
In late 2025, cybersecurity researchers uncovered a campaign orchestrated by the JackFix group using cloned adult websites as a phishing lure, distributed primarily through malvertising channels. Victims visiting these sites were presented with fake Windows update pop-ups designed to imitate critical security notifications. Unsuspecting users were tricked into executing malicious payloads that installed multiple information stealers, enabling the attackers to exfiltrate credentials, session tokens, and sensitive browser data. This attack illustrates how adversaries exploit popular platforms and social engineering to bypass traditional security controls, posing significant risks to both individuals and enterprises. The incident is particularly significant given the continued adoption of sophisticated phishing techniques and the blending of legitimate web content with highly convincing fraudulent prompts. Enterprises must remain vigilant as such campaigns highlight persistent weaknesses in endpoint protections, user awareness, and lateral movement defenses against infostealers.
7 months ago
Kill Chain
Critical Buffer Overflow Flaws in Ashlar-Vellum Software Threaten Industrial Security
In November 2025, Ashlar-Vellum disclosed two critical software vulnerabilities—an Out-of-Bounds Write (CVE-2025-65084) and a Heap-based Buffer Overflow (CVE-2025-65085)—impacting its Cobalt, Xenon, Argon, Lithium, and Cobalt Share products (version 12.6.1204.207 and prior). Identified by security researcher Michael Heinzl and published via CISA, these flaws could allow local attackers to gain information disclosure or execute arbitrary code on affected engineering systems, primarily used in the Critical Manufacturing sector worldwide. The vulnerabilities are rated high (CVSS v4 score 8.4), but no exploitation has been reported to date. This incident reinforces the urgent need for robust vulnerability management and regular software patching within industrial control environments. Manufacturers and operators face increasing regulatory and operational pressure to proactively address new threats in their digital supply chains and critical OT 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.
