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⚡ Weekly Recap: iPhone Spyware, Microsoft 0-Day, TokenBreak Hack, AI Data Leaks and More
Some of the biggest security problems start quietly. No alerts. No warnings. Just small actions that seem normal but aren't. Attackers now know how to stay hidden by blending in, and that makes it hard to tell when something's wrong. This week's stories aren't just about what was attacked—but how...
Astra Linux – Vulnerability found in Linux 6.1, Linux 6.12
In the Linux kernel, the following vulnerability has been resolved: batman-adv: The unmanaged ELP worker is removed. The ELP worker needs to calculate new metric values for all “reachable” neighbors via an interface. Some of the metric calculation functions require locks, which may need to be...
Astra Linux – Vulnerability in Chromium
The use of “after free” in Metrics in Google Chrome before version 137.0.7151.119 allowed a remote attacker to potentially exploit heap corruption through a crafted HTML page. Chromium security severity: High...
MAL-2025-5071 Malicious code in zora-metrics (npm)
The package communicates with a domain associated with malicious activity. --- -= Per source details. Do not edit below this line.=- Source: ghsa-malware 89561cb32e5173056b6ef51d8c685cac2ab304eca6024d37f963d31688e93820 Any computer that has this package installed or running should be considered...
Malicious code in zora-metrics (npm)
The package communicates with a domain associated with malicious activity. --- -= Per source details. Do not edit below this line.=- Source: ghsa-malware 89561cb32e5173056b6ef51d8c685cac2ab304eca6024d37f963d31688e93820 Any computer that has this package installed or running should be considered...
PT-2025-29044
Name of the Vulnerable Software and Affected Versions: Linux kernel affected versions not specified Description: The perf fuzzer identified a hard-lockup crash on a RaptorLake machine due to an issue in the icl update topdown event function. This crash occurs because the function is incorrectly...
Learning Obfuscations of LLM Embedding Sequences: Stained Glass Transform
The high cost of ownership of AI compute infrastructure and challenges of robust serving of large language models LLMs has led to a surge in managed Model-as-a-service deployments. Even when enterprises choose on-premises deployments, the compute infrastructure is typically shared across many tea...
Quantifying Mix Network Privacy Erosion with Generative Models
Modern mix networks improve over Tor and provide stronger privacy guarantees by robustly obfuscating metadata. As long as a message is routed through at least one honest mixnode, the privacy of the users involved is safeguarded. However, the complexity of the mixing mechanisms makes it difficult ...
Important: Red Hat Security Advisory: grafana security update
An update for grafana is now available for Red Hat Enterprise Linux 8.4 Advanced Mission Critical Update Support. Red Hat Product Security has rated this update as having a security impact of Important. A Common Vulnerability Scoring System CVSS base score, which gives a detailed severity rating,...
Exposing Hidden Backdoors in NFT Smart Contracts: a Static Security Analysis of Rug Pull Patterns
The explosive growth of Non-Fungible Tokens NFTs has revolutionized digital ownership by enabling the creation, exchange, and monetization of unique assets on blockchain networks. However, this surge in popularity has also given rise to a disturbing trend: the emergence of rug pulls - fraudulent...
ALSA-2025:8667 Moderate: grafana security update
Grafana is an open source, feature rich metrics dashboard and graph editor for Graphite, InfluxDB & OpenTSDB. Security Fixes: net/http: Request smuggling due to acceptance of invalid chunked data in net/http CVE-2025-22871 For more details about the security issues, including the impact, a CVSS...
SoK: Data Reconstruction Attacks against Machine Learning Models: Definition, Metrics, and Benchmark
Data reconstruction attacks, which aim to recover the training dataset of a target model with limited access, have gained increasing attention in recent years. However, there is currently no consensus on a formal definition of data reconstruction attacks or appropriate evaluation metrics for...
Moderate: grafana security update
Grafana is an open source, feature rich metrics dashboard and graph editor for Graphite, InfluxDB & OpenTSDB. Security Fixes: net/http: Request smuggling due to acceptance of invalid chunked data in net/http CVE-2025-22871 For more details about the security issues, including the impact, a CVSS...
MAL-2025-4746 Malicious code in infra-metrics (npm)
The package communicates with a domain associated with malicious activity. --- -= Per source details. Do not edit below this line.=- Source: ghsa-malware e834dce6687a994025a897f7ab4b0c72fb30033eafd9999cbea3608f5eb6a268 Any computer that has this package installed or running should be considered...
Linux kernel 安全漏洞
Linux kernel is the kernel used by Linux, the open source operating system of the Linux Foundation in the United States. A security vulnerability exists in the Linux kernel that stems from a qlen count error in schhfsc, which could lead to inconsistent queue statistics...
The Scales of Justitia: a Comprehensive Survey on Safety Evaluation of LLMs
With the rapid advancement of artificial intelligence technology, Large Language Models LLMs have demonstrated remarkable potential in the field of Natural Language Processing NLP, including areas such as content generation, human-computer interaction, machine translation, and code generation,...
Redefining Cyber Value: Why Business Impact Should Lead the Security Conversation
Security teams face growing demands with more tools, more data, and higher expectations than ever. Boards approve large security budgets, yet still ask the same question: what is the business getting in return? CISOs respond with reports on controls and vulnerability counts – but executives want ...
Toward a Human-Centered Evaluation Framework for Trustworthy LLM-Powered GUI Agents
The rise of Large Language Models LLMs has revolutionized Graphical User Interface GUI automation through LLM-powered GUI agents, yet their ability to process sensitive data with limited human oversight raises significant privacy and security risks. This position paper identifies three key risks ...
Urania: Differentially Private Insights into AI Use
We introduce $Urania$, a novel framework for generating insights about LLM chatbot interactions with rigorous differential privacy DP guarantees. The framework employs a private clustering mechanism and innovative keyword extraction methods, including frequency-based, TF-IDF-based, and LLM-guided...
Seven Security Challenges That Must Be Solved in Cross-Domain Multi-Agent LLM Systems
Large language models LLMs are rapidly evolving into autonomous agents that cooperate across organizational boundaries, enabling joint disaster response, supply-chain optimization, and other tasks that demand decentralized expertise without surrendering data ownership. Yet, cross-domain...