27 related articles

Investigating three real cyberattack incidents to analyze AI's true role in offensive operations, examining the gap between lab assessments and real threats for better AI security evaluation.

Analysis of three real cyberattack incidents reveals AI's actual capability boundaries in offensive operations, exposing gaps between lab benchmarks and real-world threats for better security assessment.

Analysis of why AI Agents can't reliably follow long policy documents, covering context dilution, rule conflicts, and soft constraint limitations, with more reliable governance architectures.

Starling claims to be the first desktop system written by AI. This article analyzes technical complexity, AI coding limitations, and engineering feasibility.

Explore how CodeCrucible uses LLMs to revolutionize static code security analysis (SAST), comparing traditional tool limitations with semantic-driven vulnerability detection.

Explore how CodeCrucible uses LLMs to revolutionize static code security analysis (SAST), comparing traditional tool limitations with semantic-driven vulnerability detection approaches.
zapret: A Deep Dive into the 30K-Star …
A deep dive into zapret-discord-youtube, the 30K+ star GitHub DPI bypass tool. Learn how packet fragmentation, TTL manipulation, and SNI evasion restore access to Discord and YouTube — and what risks to consider.

ECC is an agent optimization framework for AI coding assistants like Claude Code, Cursor, and Codex, enhancing them with skills, memory, security, and research-first development capabilities.

Google paid a security researcher $250K for a Linux kernel VM escape vulnerability, setting a VRP record. An in-depth analysis of VM escape principles, kCTF incentives, and cloud security impact.

OpenAI launches the GPT-5.6 model family with cybersecurity as its biggest highlight. A deep analysis of GPT-5.6's differentiation, double-edged-sword effect, and enterprise strategy.

A kernel-level Use-After-Free vulnerability in OpenBSD allows local attackers to escalate privileges to root via dangling pointers. Learn how UAF works, its impact, and mitigation steps.

Security research reveals how attackers can abuse Apple's Find My network as a covert exfiltration channel, disguising sensitive data from air-gapped systems as location beacons. A deep dive into the attack chain, stealth advantages, and defense insights.
MSI Center High-Risk Privilege Escalat…
Security researchers disclose an MSI Center LPE vulnerability allowing standard users to escalate to SYSTEM in seconds. Analysis of root causes, impact, and mitigations for MSI device users.
T3MP3ST: The Open-Source Framework Tha…
T3MP3ST is an open-source offensive security framework that turns coding agents like Claude Code and Codex into autonomous red team tools. Achieves 90.1% pass@1 on XBEN, supports Web pentesting, CVE discovery, and smart contract auditing.

A security researcher demonstrates how to customize Claude into an automated penetration testing system with memory, skills, and a knowledge base — successfully compromising CTF targets and finding real Bug Bounty vulnerabilities.

A detailed four-stage competency model for AI Agent development: from Python/RAG basics (15K) to workflow orchestration (20K), inference optimization (30K), and Agent cluster governance (40K RMB).

A systematic AI Agent learning path covering core principles, dev environment setup, memory management, multi-agent collaboration, and hands-on projects for beginners.

Complete guide to OpenAI Codex APP covering installation, sandbox permissions, multi-task parallelism, Steer function, and practical tips for developers.

Step-by-step guide to installing Claude Code in China, covering Node.js setup, Git config, network proxy settings, and API key options to overcome common issues.

Complete guide to installing and configuring OpenAI Codex, covering Git, Node.js prerequisites, sandbox permissions, multi-task parallelism, and context management for developers.