Self-Evolving AI Agents: How to Automate the Tasks That Keep Changing
Self-Evolving AI Agents help businesses automate tasks that keep changing by improving memory, skills, retrieval, tools, and workflows through controlled evaluation.
Why AI Agents Give Inconsistent Results: Two Agents, Same LLM, Completely Different Outcomes
Why AI Agents Give Inconsistent Results is explained by the complete agent system, including instructions, retrieved information, memory, tools, permissions, orchestration, and runtime conditions.
How to Configure iSCSI Storage on SLES 16
Introduction This tutorial covers How to Configure iSCSI Storage on SLES 16 on SLES 16. SLES 16 (SUSE Linux Enterprise Server 16) is SUSE’s enterprise-grade Linux distribution. It uses the zypper package manager, AppArmor for mandatory access control, and systemctl for service management. Prerequisites Ensure your SLES 16 system is up to date: zypper refresh […]
Amazon Linux 2023 — mod_security_crs — multiple vulnerabilities (2 CVEs) — patch and remediation guide
🟠 High ⏱ 15–60 min Last verified: 25 May 2026 Affected versions: Amazon Linux 2023 📖 ~4 min read • Source: Amazon Linux advisory ALAS2023-2026-1399 Related CVEs: CVE-2026-21876 CVE-2026-33691 Upstream summary: The OWASP core rule set (CRS) is a set of generic attack detection rules for use with compatible web application firewalls. Prior to […]
How to Set Up Log Rotation on SLES 16
Introduction This tutorial covers How to Set Up Log Rotation on SLES 16 on SLES 16. SLES 16 (SUSE Linux Enterprise Server 16) is SUSE’s enterprise-grade Linux distribution. It uses the zypper package manager, AppArmor for mandatory access control, and systemctl for service management. Prerequisites Ensure your SLES 16 system is up to date: zypper […]
FreeBSD 15 — shutter — vulnerability — patch and remediation guide
🟢 Low ⏱ 5–15 min Last verified: 30 July 2026 Affected versions: FreeBSD 15 📖 ~4 min read • Source: FreeBSD VuXML VuXML topic: shutter — arbitrary code execution Related CVEs: CVE-2015-0854 Upstream summary: Luke Farone reports: In the "Shutter" screenshot application, I discovered that using the "Show in folder" menu option while viewing […]
FreeBSD 15 — foreman-proxy — vulnerability — patch and remediation guide
🟢 Low ⏱ 5–15 min Last verified: 30 July 2026 Affected versions: FreeBSD 15 📖 ~4 min read • Source: FreeBSD VuXML VuXML topic: foreman-proxy SSL verification issue Related CVEs: CVE-2014-3691 Upstream summary: Foreman Security reports: The smart proxy when running in an SSL-secured mode permits incoming API calls to any endpoint without requiring, […]
FreeBSD 15 — ap24-mod_fcgid — vulnerability — patch and remediation guide
🟢 Low ⏱ 5–15 min Last verified: 30 July 2026 Affected versions: FreeBSD 15 📖 ~4 min read • Source: FreeBSD VuXML VuXML topic: mod_fcgid — possible heap buffer overwrite Related CVEs: CVE-2013-4365 Upstream summary: Apache Project reports: Fix possible heap buffer overwrite. Table of contents Symptom & Impact Environment & Reproduction Root Cause […]
FreeBSD 15 — tnftpd — multiple vulnerabilities (2 CVEs) — patch and remediation guide
🟢 Low ⏱ 5–15 min Last verified: 30 July 2026 Affected versions: FreeBSD 15 📖 ~4 min read • Source: FreeBSD VuXML VuXML topic: tnftpd — Remote root Exploit Related CVEs: CVE-2004-0794 CVE-2006-6652 Upstream summary: The tnftpd port suffer from a remote stack overrun, which can lead to a root compromise. Table of contents […]
FreeBSD 15 — ikiwiki — multiple vulnerabilities (10 CVEs) — patch and remediation guide
🟠 High ⏱ 15–60 min Last verified: 30 July 2026 Affected versions: FreeBSD 15 📖 ~4 min read • Source: FreeBSD VuXML VuXML topic: ikiwiki — authentication bypass vulnerability Related CVEs: CVE-2008-0165 CVE-2008-0169 CVE-2008-0808 CVE-2009-2944 CVE-2011-1408 CVE-2016-10026 CVE-2016-4561 CVE-2016-9645 +2 more Upstream summary: ikiwiki reports: The ikiwiki maintainers discovered further flaws similar to CVE-2016-9646 […]
