✨ 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 3109 to 3120 of 5227
GitHub Codespaces RCE Vulnerability: What Developers Need to Know
In early February 2026, security researchers identified multiple attack vectors within GitHub Codespaces that allow remote code execution (RCE) when users open malicious repositories or pull requests. The vulnerability exploits how Visual Studio Code-integrated configuration files are automatically processed, enabling attackers to execute arbitrary commands, exfiltrate GitHub tokens, and access sensitive resources without explicit user approval. Microsoft has currently deemed this behavior as 'by design,' and no CVE has been assigned. ([scworld.com](https://www.scworld.com/news/vs-code-config-files-abused-to-launch-rces-via-github-codespaces?utm_source=openai)) This incident underscores the growing trend of attackers leveraging trusted development environments to execute malicious code, highlighting the need for enhanced security measures and user awareness in cloud-based development platforms.
6 months ago
Kill Chain
Aisuru/Kimwolf Botnet's Unprecedented 31.4 Tbps DDoS Attack in 2025
In December 2025, the Aisuru/Kimwolf botnet launched a record-breaking distributed denial-of-service (DDoS) attack, peaking at 31.4 terabits per second (Tbps) and 200 million requests per second. This unprecedented assault targeted multiple companies, primarily in the telecommunications sector, and Cloudflare's own infrastructure. The attack, part of a campaign dubbed "The Night Before Christmas," was successfully mitigated by Cloudflare's automated systems, preventing significant disruptions. ([techradar.com](https://www.techradar.com/pro/security/the-biggest-ddos-attack-ever-has-been-detected-but-fortunately-you-probably-barely-noticed-it?utm_source=openai)) This incident underscores the escalating scale and sophistication of DDoS attacks, highlighting the urgent need for robust cybersecurity measures. The rapid growth of botnets like Aisuru/Kimwolf, which exploit vulnerabilities in IoT devices, poses a significant threat to global internet infrastructure. ([tomshardware.com](https://www.tomshardware.com/service-providers/network-providers/botnet-smashes-ddos-traffic-record-at-31-4-tb-s-equivalent-to-streaming-2-2-million-netflix-4k-movies-at-once-attack-was-large-enough-to-take-entire-countries-offline?utm_source=openai))
6 months ago
Kill Chain
Windows Screensaver Malware Attack 2026: A New Vector for Remote Access Exploitation
In early February 2026, cybersecurity researchers identified a spear-phishing campaign exploiting Windows screensaver files (.scr) to deploy remote access tools (RATs) on corporate networks. Attackers sent business-themed phishing emails containing links to download files disguised as routine documents, which were actually malicious screensaver files. When executed, these files installed legitimate remote monitoring and management (RMM) tools, such as SimpleHelp, providing attackers with persistent remote access to compromised systems. This method allowed adversaries to bypass traditional security controls, as screensaver files are often overlooked as potential threats. The campaign underscores the evolving tactics of threat actors who leverage unconventional file types and legitimate software to infiltrate networks, emphasizing the need for organizations to reassess and strengthen their security postures against such sophisticated social engineering attacks.
6 months ago
Kill Chain
CISA's 2025 KEV Catalog Expansion: A Wake-Up Call for Cybersecurity
In 2025, the Cybersecurity and Infrastructure Security Agency (CISA) expanded its Known Exploited Vulnerabilities (KEV) catalog by 245 entries, marking a 20% increase and bringing the total to 1,484 vulnerabilities. Notably, 24 of these newly added vulnerabilities were actively exploited in ransomware attacks, targeting products from vendors such as Microsoft, Apple, and Oracle. This surge underscores the escalating threat landscape where attackers rapidly exploit both new and legacy vulnerabilities. The inclusion of older vulnerabilities, some dating back to 2007, highlights the persistent risk posed by unpatched systems. The rapid weaponization of these vulnerabilities by threat actors emphasizes the critical need for organizations to prioritize timely patching and robust vulnerability management practices to mitigate potential breaches and operational disruptions.
6 months ago
Kill Chain
DragonForce Ransomware Cartel: A New Era of Cyber Threats in 2025
In March 2025, the DragonForce ransomware group rebranded itself as a cartel, allowing affiliates to create their own brands while utilizing DragonForce's infrastructure and tools. This strategic shift led to increased collaboration among ransomware groups, notably with LockBit and Qilin, aiming to consolidate power and enhance operational effectiveness. The cartel model facilitated larger, more coordinated ransomware campaigns, employing advanced tactics such as double extortion, exploitation of known vulnerabilities, and the use of sophisticated tools like Cobalt Strike and Mimikatz. This evolution resulted in a significant uptick in ransomware incidents, impacting various sectors globally, including government entities, retail operations, manufacturing companies, and construction firms. The formation of such cartels underscores a concerning trend in the cyber threat landscape, where ransomware groups are increasingly collaborating to amplify their reach and impact. This development necessitates heightened vigilance and adaptive defense strategies from organizations to mitigate the evolving threats posed by these alliances.
6 months ago
Kill Chain
Iranian Cyber Espionage Intensifies: Middle East Expatriates Targeted in 2026
In early 2026, Iranian state-sponsored cyber actors intensified their espionage activities targeting Middle Eastern expatriates, Syrians, and Israelis. Utilizing sophisticated social engineering techniques, these actors created credible fake personas on multiple platforms, engaging targets over extended periods to build trust. Once rapport was established, they employed spear-phishing campaigns, often delivering malicious links or documents under the guise of legitimate communications. These operations aimed to steal sensitive information, monitor communications, and track the movements of individuals of interest. The impact of these campaigns has been significant, compromising personal and professional data, and posing threats to the safety and privacy of the targeted individuals. The use of advanced social engineering tactics underscores the evolving nature of cyber threats emanating from state-sponsored actors. This incident highlights the urgent need for heightened vigilance and robust cybersecurity measures, especially for individuals and organizations operating in or related to the Middle East. The increasing sophistication of these attacks, coupled with their targeted nature, reflects a broader trend of state actors leveraging cyber capabilities for intelligence gathering and influence operations.
6 months ago
Kill Chain
Phishing Campaign 2026: Malformed URLs Bypass Security Measures
In early February 2026, a sophisticated phishing campaign emerged, utilizing malformed URLs to bypass traditional email security measures. Attackers embedded URLs with irregular parameter structures in phishing emails, leading recipients to malicious websites. This technique effectively evaded detection systems that rely on standard URL parsing and validation, thereby increasing the likelihood of successful credential theft and malware distribution. The campaign underscores the evolving tactics of cybercriminals in circumventing established security protocols. The resurgence of such techniques highlights the need for organizations to continuously adapt their security strategies. As attackers refine their methods to exploit weaknesses in URL parsing and detection, it becomes imperative for security systems to incorporate advanced analysis capabilities to identify and mitigate these sophisticated threats.
6 months ago
Kill Chain
Microsoft's 2026 Breakthrough in AI Language Model Backdoor Detection
In February 2026, Microsoft unveiled a novel approach to detect backdoors in open-weight language models, addressing the growing concern of model poisoning where adversaries embed hidden behaviors during training. This research introduces a scalable scanner capable of identifying backdoored models by analyzing distinctive attention patterns and output behaviors, thereby enhancing trust in AI systems. The significance of this development is underscored by prior findings that even minimal malicious data can implant backdoors in large language models, emphasizing the urgency for robust detection mechanisms. Microsoft's initiative represents a proactive step towards securing AI deployments against such covert threats.
6 months ago
Kill Chain
Salt Typhoon 2025: Unveiling the Global Espionage Campaign
In 2025, the Chinese state-sponsored cyber group known as Salt Typhoon orchestrated a sophisticated global espionage campaign, compromising government and critical infrastructure across 37 countries and conducting reconnaissance in 155 nations. The attackers exploited unpatched vulnerabilities in networking equipment, including those from Ivanti, Palo Alto, and Cisco, to gain initial access. Once inside, they established persistent access by modifying access control lists, creating privileged accounts, and enabling remote management on unusual high ports. This allowed them to monitor communications, harvest administrator credentials, and exfiltrate sensitive data through covert tunnels, all while remaining undetected for extended periods. The campaign's targets included telecommunications networks, government systems, transportation hubs, lodging networks, and military infrastructure, enabling continuous surveillance of individuals, communications, and movements globally. ([forbes.com](https://www.forbes.com/sites/emilsayegh/2025/08/30/us-and-allies-declare-salt-typhoon-hack-a-national-defense-crisis/?utm_source=openai)) The Salt Typhoon campaign underscores the escalating threat posed by state-sponsored cyber actors and the vulnerabilities within critical infrastructure. The attackers' ability to exploit known vulnerabilities and maintain long-term access highlights the urgent need for organizations to prioritize timely patching, robust access controls, and comprehensive monitoring to detect and mitigate such sophisticated threats.
6 months ago
Kill Chain
Notepad++ Supply Chain Attack: A Wake-Up Call for Software Security
Between June and December 2025, Notepad++, a widely used text editor, was compromised through a sophisticated supply chain attack attributed to Chinese state-sponsored hackers. The attackers infiltrated the hosting provider's infrastructure, allowing them to intercept and redirect update traffic to malicious servers. This enabled the delivery of backdoored versions of Notepad++ to selected users, primarily targeting sectors such as government, telecommunications, and critical infrastructure. The breach was identified in early February 2026, prompting immediate security enhancements and advisories for users to update to version 8.9.1 or later. This incident underscores the escalating threat of supply chain attacks, where adversaries exploit trusted software distribution channels to infiltrate target systems. Organizations are urged to reassess and fortify their software update mechanisms, implement stringent verification processes, and remain vigilant against such sophisticated attack vectors.
6 months ago
Kill Chain
Coinbase Insider Breach 2025: A Cautionary Tale of Insider Threats in the Financial Sector
In May 2025, Coinbase, the largest U.S.-based cryptocurrency exchange, disclosed a significant data breach affecting approximately 69,461 customers. The breach, which occurred on December 26, 2024, was orchestrated by cybercriminals who bribed overseas customer support agents to gain unauthorized access to sensitive customer information. The compromised data included names, addresses, phone numbers, email addresses, masked Social Security numbers, masked bank account numbers, government-issued ID images, and account transaction histories. Notably, no passwords, private keys, or funds were exposed, and Coinbase Prime accounts remained unaffected. The attackers demanded a $20 million ransom, which Coinbase refused to pay, instead offering a $20 million bounty for information leading to the attackers' arrest. The company estimated remediation costs between $180 million and $400 million and pledged to reimburse affected customers. This incident underscores the critical importance of robust insider threat detection and prevention measures, especially in the financial sector. The breach highlights the vulnerabilities associated with third-party service providers and the need for stringent access controls and monitoring. As insider threats continue to pose significant risks, organizations must prioritize comprehensive security strategies to safeguard sensitive customer data and maintain trust.
6 months ago
Kill Chain
Dark Web Drug Kingpin Sentenced: The Fall of Incognito Market
In February 2026, Rui-Siang Lin, a 24-year-old Taiwanese national, was sentenced to 30 years in U.S. federal prison for operating 'Incognito Market,' a dark web platform that facilitated over $105 million in illegal drug transactions from October 2020 to March 2024. Lin, known online as 'Pharoah,' managed the marketplace's operations, overseeing more than 1,800 vendors and 400,000 customer accounts. The platform processed over 640,000 transactions involving substantial quantities of narcotics, including cocaine, methamphetamine, and fentanyl-laced pills, which were linked to at least one fatal overdose. ([yahoo.com](https://www.yahoo.com/news/articles/incognito-market-founder-rui-siang-150954026.html?utm_source=openai)) This case underscores the persistent threat posed by dark web marketplaces in the global drug trade. Despite law enforcement's efforts to dismantle such platforms, their sophisticated use of anonymizing technologies and cryptocurrencies continues to challenge regulatory and enforcement agencies worldwide. ([helpnetsecurity.com](https://www.helpnetsecurity.com/2026/02/04/incognito-dark-web-drug-market-operator-prison-sentence/?utm_source=openai))
6 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.
