Unity Linux 20.1070e Security Update: kernel (UTSA-2026-000202)

The Unity Linux 20 host has a package installed that is affected by a vulnerability as referenced in the UTSA-2026-000202 advisory. In the Linux kernel through 5.3.8, f-fmt.sdr.reserved is uninitialized in rcardrifgfmtsdrcap in drivers/media/platform/rcardrif.c, which could cause a memory...

Toward Real-World IoT Security: Concept Drift-Resilient IoT Botnet Detection Via Latent Space Representation Learning and Alignment

Although AI-based models have achieved high accuracy in IoT threat detection, their deployment in enterprise environments is constrained by reliance on stationary datasets that fail to reflect the dynamic nature of real-world IoT NetFlow traffic, which is frequently affected by concept drift...

LFreeDA: Label-Free Drift Adaptation for Windows Malware Detection

Machine learning ML-based malware detectors degrade over time as concept drift introduces new and evolving families unseen during training. Retraining is limited by the cost and time of manual labeling or sandbox analysis. Existing approaches mitigate this via drift detection and selective...

Retrofit: Continual Learning with Bounded Forgetting for Security Applications

Modern security analytics are increasingly powered by deep learning models, but their performance often degrades as threat landscapes evolve and data representations shift. While continual learning CL offers a promising paradigm to maintain model effectiveness, many approaches rely on full...

Malicious code in ilang-36 (npm)

--- -= Per source details. Do not edit below this line.=- Source: amazon-inspector 95f3d5214d48d3d68c54fc8ec2433a2984ebc708a0735ae75c0e4721ab051491 This package appears to be part of the tea.xyz token reward campaign that flooded npm. These packages typically contain autopublish scripts auto.js,...

Malicious code in pyxis-cors-lint-staged-auriga (npm)

--- -= Per source details. Do not edit below this line.=- Source: amazon-inspector 2ff6de8a612c21ba192af4d769dd5031ed2e5826c6cc048594abc611bfac9b59 This package appears to be part of the tea.xyz token reward campaign that flooded npm. These packages typically contain autopublish scripts auto.js,...

Battle Compliance Confusion and Security Fatigue with Qualys and ServiceNow

Once upon a time, your biggest worry was whether Dave in Accounting would click on a suspicious link. Today, you wish Dave were your only worry. You’re likely balancing four major clouds, including AWS, Azure, Google Cloud, and Oracle, plus on-premises, hybrid environments, thousands of ephemeral...

Malicious code in siska-klipo7-sluey (npm)

--- -= Per source details. Do not edit below this line.=- Source: amazon-inspector c8c5791e6e237eca7bd454d0c968d64b78e59ab52245979a58744ecb09af4c85 This package appears to be part of the tea.xyz token reward campaign that flooded npm. These packages typically contain autopublish scripts auto.js,...

The Trust Paradox in LLM-Based Multi-Agent Systems: When Collaboration Becomes a Security Vulnerability

Multi-agent systems powered by large language models are advancing rapidly, yet the tension between mutual trust and security remains underexplored. We introduce and empirically validate the Trust-Vulnerability Paradox TVP: increasing inter-agent trust to enhance coordination simultaneously expan...

Beyond a Single Perspective: Towards a Realistic Evaluation of Website Fingerprinting Attacks

Website Fingerprinting WF attacks exploit patterns in encrypted traffic to infer the websites visited by users, posing a serious threat to anonymous communication systems. Although recent WF techniques achieve over 90% accuracy in controlled experimental settings, most studies remain confined to...

EUVD-2013-4255

Malware in sbrugna...

AutoML in Cybersecurity: An Empirical Study

Automated machine learning AutoML has emerged as a promising paradigm for automating machine learning ML pipeline design, broadening AI adoption. Yet its reliability in complex domains such as cybersecurity remains underexplored. This paper systematically evaluates eight open-source AutoML...

ExpIDS: a Drift-Adaptable Network Intrusion Detection System with Improved Explainability

Despite all the advantages associated with Network Intrusion Detection Systems NIDSs that utilize machine learning ML models, there is a significant reluctance among cyber security experts to implement these models in real-world production settings. This is primarily because of their opaque natur...

Domino Effect: How One Vendor's AI App Breach Toppled Giants

A single AI chatbot breach at Salesloft-Drift exposed data from 700+ companies, including security leaders. The attack shows how AI integrations expand risk, and why controls like IP allow-listing, token security, and monitoring are critical...

FBI Warns of UNC6040 and UNC6395 Targeting Salesforce Platforms in Data Theft Attacks

The U.S. Federal Bureau of Investigation FBI has issued a flash alert to release indicators of compromise IoCs associated with two cybercriminal groups tracked as UNC6040 and UNC6395 for orchestrating a string of data theft and extortion attacks. "Both groups have recently been observed targeting...

Beaches and breaches

Welcome to this week's edition of the Threat Source newsletter. I took a two-week vacation thanks to Bill for covering my author shift last week and made the deliberate choice to leave my laptop behind. No emails, IMs, no IT at all. Thank you, European work culture! It was a complete break. Well,...

GitHub Account Compromise Led to Salesloft Drift Breach Affecting 22 Companies

Salesloft has revealed that the data breach linked to its Drift application started with the compromise of its GitHub account. Google-owned Mandiant, which began an investigation into the incident, said the threat actor, tracked as UNC6395, accessed the Salesloft GitHub account from March through...

⚡ Weekly Recap: Drift Breach Chaos, Zero-Days Active, Patch Warnings, Smarter Threats & More

Cybersecurity never slows down. Every week brings new threats, new vulnerabilities, and new lessons for defenders. For security and IT teams, the challenge is not just keeping up with the news—it's knowing which risks matter most right now. That's what this digest is here for: a clear, simple...

Salesloft Drift Breach Traced to GitHub Compromise and Stolen OAuth Tokens

Salesloft Drift breach traced to GitHub compromise and stolen OAuth tokens, Mandiant confirms breach contained and Salesforce data targeted...

Salesloft Drift Supply Chain Incident

We recently became aware of a widespread Salesloft / Drift supply chain incident that impacted third-party integrations with Drift. We are providing this update as part of our commitment to transparency and keeping our customers informed about the security of our platform and products. The key...