844 matches found
6 Ways Agentic AI Changes How Systems Act and Adapt
Learn how agentic AI changes system behavior in production environments through supervised fine-tuning, structured oversight, and lifecycle governance to improve reliability, manage risk, and support accountable deployment...
Explainability-Aware Evaluation of Transfer Learning Models for IoT DDoS Detection under Resource Constraints
Distributed denial-of-service DDoS attacks threaten the availability of Internet of Things IoT infrastructures, particularly under resource-constrained deployment conditions. Although transfer learning models have shown promising detection accuracy, their reliability, computational feasibility, a...
February 24, 2026—KB5077241 (OS Builds 26200.7922 and 26100.7922) Preview
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Why Cloud Reliability Depends on Imperfect Software
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New: AI-Powered Patch Reliability Scoring—Predict Patch Impact Before You Deploy
What do advisory USN-7545-1 and Windows updates KB5065426 , KB5063878 , KB5055523 , and KB5066835 have in common? Based on anonymized Qualys telemetry from 2025, they were among the most frequently rolled-back patches , in other words, patches that had to be undone after deployment. Rollbacks...
February 10, 2026-KB5074837 Cumulative Update for .NET Framework 4.8.1 for Windows 11, version 26H1
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ingress-nginx has Improper Check for Unusual or Exceptional Conditions
A security issue was discovered in ingress-nginx where the protection afforded by the auth-url Ingress annotation may not be effective in the presence of a specific misconfiguration. If the ingress-nginx controller is configured with a default custom-errors configuration that includes HTTP errors...
January 29, 2026-KB5074828 Cumulative Update Preview for .NET Framework 3.5 and 4.8.1 for Windows 11, version 25H2
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Fedora 42 : rpki-client (2026-d2431d8ac0)
The remote Fedora 42 host has a package installed that is affected by a vulnerability as referenced in the FEDORA-2026-d2431d8ac0 advisory. rpki-client 9.7 - The Canonical Cache Representation underwent a breaking change after the adoption of...
PT-2026-37471
Name of the Vulnerable Software and Affected Versions Linux kernel affected versions not specified Description A null pointer dereference occurs in the Linux kernel within the drm/amd/pm component. This issue is triggered during RAS Reliability, Availability, and Serviceability initialization whe...
CVE-2025-55132
A flaw in Node.js's permission model allows a file's access and modification timestamps to be changed via futimes even when the process has only read permissions. Unlike utimes, futimes does not apply the expected write-permission checks, which means file metadata can be modified in read-only...
CVE-2025-55132: Incorrect Default Permissions
A flaw in Node.js's permission model allows a file's access and modification timestamps to be changed via futimes even when the process has only read permissions. Unlike utimes, futimes does not apply the expected write-permission checks, which means file metadata can be modified in read-only...
MiracleLinux 7 : samba-4.2.10-7.el7 (AXSA:2016-578:06)
The remote MiracleLinux 7 host has packages installed that are affected by a vulnerability as referenced in the AXSA:2016-578:06 advisory. Samba is the standard Windows interoperability suite of programs for Linux and Unix. Security issues fixed with this release: CVE-2016-2119...
CVE-2025-71108 usb: typec: ucsi: Handle incorrect num_connectors capability
In the Linux kernel, the following vulnerability has been resolved: usb: typec: ucsi: Handle incorrect numconnectors capability The UCSI spec states that the numconnectors field is 7 bits, and the 8th bit is reserved and should be set to zero. Some buggy FW has been known to set this bit, and it...
MiracleLinux 4 : bind-9.7.3-8.P3.AXS4.2 (AXSA:2012-15:01)
"The remote MiracleLinux 4 host has packages installed that are affected by a vulnerability as referenced in the AXSA:2012-15:01 advisory. BIND Berkeley Internet Name Domain is an implementation of the DNS Domain Name System protocols. BIND includes a DNS server named, which resolves host names t...
Evaluating MCC for Low-Frequency Cyberattack Detection in Imbalanced Intrusion Detection Data
In many real-world network environments, several types of cyberattacks occur at very low rates compared to benign traffic, making them difficult for intrusion detection systems IDS to detect reliably. This imbalance causes traditional evaluation metrics, such as accuracy, to often overstate model...
A Practical Solution to Systematically Monitor Inconsistencies in SBOM-Based Vulnerability Scanners
Software Bill of Materials SBOM provides new opportunities for automated vulnerability identification in software products. While the industry is adopting SBOM-based Vulnerability Scanning SVS to identify vulnerabilities, we increasingly observe inconsistencies and unexpected behavior, that resul...
A First Look at Common RPKI Publication Practices
The RPKI is crucial for securing the routing system of the Internet. With the RPKI, owners of Internet resources can make cryptographically backed claims, for example about the legitimate origin of their IP space. Thousands of networks use this information to detect malicious or accidental route...