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AIDE

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Data Party THU
Data Party THU
Jul 31, 2026 · Artificial Intelligence

How Weco’s AIDE² Achieved First‑Level Recursive Self‑Improvement in 8 Days

In an eight‑day, fully automated experiment, Weco’s AIDE² system ran 100 outer‑loop iterations without updating model weights, rewrote its own harness, produced two standout versions (AIDE₄₇ and AIDE₈₅) that outperformed human‑tuned baselines on three unseen benchmarks, and cut reward‑hacking rates from 63% to 34%, providing the first Level‑1 evidence of recursive self‑improvement.

AI agentsAIDERecursive Self-Improvement
0 likes · 13 min read
How Weco’s AIDE² Achieved First‑Level Recursive Self‑Improvement in 8 Days
Raymond Ops
Raymond Ops
Jun 23, 2026 · Information Security

Linux Intrusion Detection and Incident Response: A Practical Guide to Security Event Investigation

This guide walks through building a layered intrusion detection system on Linux, comparing HIDS tools such as AIDE, rkhunter, and auditd, detailing installation, configuration, baseline management, automated response scripts, forensic data collection, monitoring, and best‑practice hardening for effective security event investigation and remediation.

AIDEIntrusion DetectionLinux
0 likes · 48 min read
Linux Intrusion Detection and Incident Response: A Practical Guide to Security Event Investigation
MaGe Linux Operations
MaGe Linux Operations
Apr 30, 2026 · Information Security

20 Essential Server Hardening Steps Before Launching a New Machine

This guide provides a detailed 20‑item checklist for Linux server hardening—covering snapshots, account management, SSH key authentication, password policies, firewall rules, service reduction, kernel tweaks, logging, and verification scripts—to ensure a new production server is secure before it goes live.

AIDEFail2BanLinux
0 likes · 33 min read
20 Essential Server Hardening Steps Before Launching a New Machine
MaGe Linux Operations
MaGe Linux Operations
Mar 4, 2026 · Information Security

Master Linux Intrusion Detection & Incident Response: A Practical Hands‑On Guide

This comprehensive guide walks you through building a layered Linux intrusion detection system, configuring host‑based tools such as AIDE, rkhunter, and auditd, automating security audits, performing forensic investigations, and executing a six‑step incident response workflow to detect, contain, and remediate attacks effectively.

AIDEHIDSIntrusion Detection
0 likes · 59 min read
Master Linux Intrusion Detection & Incident Response: A Practical Hands‑On Guide