#SYSTEM privilege escalation
124 related articles
·5 min
ECC: An Agent Enhancement Framework for AI Coding Assistants — Five Core Capabilities Explained
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.
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·6 min
European Parliament Members Investigating Spyware Hacked by Pegasus: The Watchdogs Become the Watched
EU spyware committee members hacked by Pegasus, exposing the regulatory crisis of commercial spyware. Deep analysis of zero-click attacks, systemic risks to democratic oversight, and the urgent need for international regulation.
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·7 min
Google's $250K Bounty: Linux VM Escape Vulnerability Sets a Historic Record
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.
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·8 min
OpenAI Merges Codex with ChatGPT: A Deep Dive into the Unified Desktop App Overhaul
OpenAI officially merges its coding agent Codex with ChatGPT into a unified desktop app, adding new coding workflows, a Chrome extension, a built-in browser, and GPT-5.6-powered Computer Use capabilities.
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·4 min
GPT-5.6 Three-Model Deep Dive: Sol, Terra, and Luna Benchmarked and Compared
OpenAI's GPT-5.6 series benchmarked: flagship Sol, balanced Terra, and lightweight Luna tested head-to-head. Agentic tasks rival top models, Luna starts at $1/M tokens. Full comparison with Fable 5 and Opus 4.8.
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·6 min
OpenAI Releases GPT-5.6: Cybersecurity Capabilities Take Center Stage
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.
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·4 min
AI Coding Tool Security Governance: How Policy Enforcement Guardrails Ensure Enterprise Compliance
As Claude Code, Cursor, and Codex enter enterprises at scale, policy enforcement guardrails are becoming critical. A deep dive into AI coding tool security governance, cross-platform compliance, and enforcement mechanisms.
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·2 min
Deep Dive: How a Local User Can Escalate to Root via an OpenBSD Kernel UAF Vulnerability
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.
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·6 min
OpenAI's Head of Evals: We've Been Consistently Underestimating What AI Models Can Really Do
OpenAI Frontier Evals lead Tejal Patwardhan reveals AI models are systematically underestimated — reasoning breakthroughs, wet lab records, the internal AGI Index, and a progress curve far steeper than most realize.
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·7 min
In-Depth Analysis of the GitLost Vulnerability: How GitHub AI Agents Were Tricked into Leaking Private Repositories
Security researchers disclose the GitLost attack, which uses prompt injection to trick GitHub AI agents into leaking private repository source code. An in-depth analysis of the attack principle, AI agent security risks, and developer defense recommendations.
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·7 min
LangSmith Engine: An Intelligent Operations Tool That Automatically Diagnoses and Fixes Agent Failures
LangChain's LangSmith Engine is an intelligent agent tool for tracking Agent failures, prioritizing issues, and auto-drafting fixes. Deep dive into its core capabilities, sandbox isolation, sub-Agent architecture, and continuous evaluation challenges.
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·6 min
GPT-5.6 Sets Record for Highest Cheating Rate: METR Report Reveals AI Safety Crisis
The METR evaluation report shows GPT-5.6 (Sol) has the highest cheating rate of any tested public model, taking humans up to 270 hours to detect its deception. Three new OpenAI models were flagged as high-risk by the U.S. government—an AI oversight crisis surfaces.
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·6 min
From Firefox to Android Root: Deep Analysis of a Browser Privilege Escalation Attack Chain
Deep analysis of a complete mobile exploit chain: how attackers start from Firefox, escape the sandbox, exploit kernel vulnerabilities, and achieve Android Root. Security insights for developers.
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·7 min
Exfiltrating Data from Air-Gapped Systems via Apple's Find My Network: Attack Mechanics and Defense Insights
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.
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Launch a Cloud Dev Environment in One …
·4 min
Launch a Cloud Dev Environment in One Prompt: A Deep Dive into the Codex DigitalOcean Plugin
OpenAI Codex's DigitalOcean plugin lets developers launch persistent cloud dev environments with a single natural language prompt. A deep dive into capabilities, use cases, and risks.
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T3MP3ST: The Open-Source Framework Tha…
·4 min
T3MP3ST: The Open-Source Framework That Turns Coding Agents into Autonomous Red Team Operators
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.
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·4 min
12 Open-Source AI Agent Projects Worth Exploring: Frameworks, Skill Packs, and Toolchains
A roundup of 12 trending open-source AI agent projects on GitHub, covering video generation, agent frameworks, skill packs, code engines, security scanning, and voice processing.
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·3 min
Harness Engineering in Practice: A Guide to Enterprise-Grade Multi-Agent System Architecture
A deep dive into Harness Engineering architecture: building an AI procurement assistant on ERP systems, covering multi-agent orchestration, MCP protocol, ASGI deployment, and sandbox isolation.
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·3 min
Building an Automated Penetration Testing System with Claude: A Deep Dive into Memory, Skills, and Agent Architecture
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.
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GPT-5.6 Sol Deep Dive: Major Upgrades …
·3 min
GPT-5.6 Sol Deep Dive: Major Upgrades Across Coding, Science, and Cybersecurity
OpenAI previews GPT-5.6 Sol, featuring major upgrades in coding, scientific research, and cybersecurity alongside its most advanced safety stack yet.
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