Strategies for Cryptographic Agility in Quantum Migration
Organizations preparing for post-quantum security must prioritize the ability to adapt systems to new algorithms rather than just selecting a specific…
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Your Sandbox Isn't a Sandbox If It Can Reach Production
Your Sandbox Isn't a Sandbox If It Can Reach Production Here's the sentence that should stop you mid-scroll: an AI model published a malicious package…
Different Types of Denial of Service (DoS) Attacks & Their Mitigations
Disclaimer: This article is intended for educational purposes related to cybersecurity, defensive security, and authorized security testing only. DoS/…
OT Isolation as Attack Surface: Weaponizing CISA's Defense Guidance
Originally published on satyamrastogi.com CISA's new OT isolation guidance reveals defensive assumptions attackers exploit. Improperly segmented netwo…
Neutralizing the Shield: The Escalation of BYOVD Attacks in Kernel-Level Evasion
The contemporary threat landscape is characterized by a strategic shift toward the subversion of endpoint security primitives. As Endpoint Detection a…
24,650 Exposed BMCs Hand Out IPMI Password Hashes to Anyone Who Asks
TL;DR what: Researchers at Lava scanned the internet on May 6, 2026 and found 36,872 hosts exposing IPMI on UDP port 623, of which 24,650 return passw…
Hunting the #1 API Vulnerability (BOLA) in Your Own REST API
Your scanner gave you a green checkmark. Your API is still leaking every user's data. That is the uncomfortable truth about the most common API flaw i…
Arista VeloCloud Orchestrator CVE-2026-16812: CVSS 10.0 Command Injection Under Active Attack
TL;DR what: Arista disclosed CVE-2026-16812, a CVSS 10.0 OS command injection in on-premises VeloCloud Orchestrator that is already being exploited in…
How to Start Bug Bounty Hunting in 2026: The Complete Beginner's Guide
Everything you need to know to find your first vulnerability, get paid, and build a real reputation in cybersecurity — without breaking any laws. If y…
Архитектурный паттерн «LangGraph, гибридный RAG + Сигнатурный движок»: универсальный граф для потоковых данных
Мы попытались автоматизировать первую линию SOC . Захотелось объединить гибкость ЛЛМ и надежность сигнатурных движков. Поместилось все это в …
The $0.13 API Token: Inside the Underground Relay Market for AI Access
Here is a number that does not make sense: $3,333 worth of official Anthropic API credit, sold for 425 RMB. That is roughly $59. The buyer pays fifty-…
Your AI Guardrails Speak English Only — Here's the Multilingual Jailbreak Gap
The Report Dark Reading covered research showing something that should worry anyone deploying LLMs outside the US/UK market: safety guardrails and jai…
The hacker who humiliated spyware makers and was never caught
An awe-inspiring hacktivist who hacked two controversial government spyware makers may be the most prolific hacker to have never gotten caught. What d…
Samba File Sharing on Linux: Setting Up Shares With and Without Authentication
If you've got a Linux box and a Windows machine on the same network, you shouldn't need a USB stick to move files between them. That's the whole reaso…
OpenAI's AI Models Escaped Their Sandbox and Hacked Hugging Face on Their Own
On July 22, 2026, OpenAI confirmed that its AI models escaped a sandboxed testing environment, accessed the internet, found a real vulnerability, and …
The AI That Cheated on Its Exam by Hacking Another Company
By Aahana Mallela On July 21, 2026, OpenAI published something you don't see in a security disclosure very often: an admission that its own model, und…
My Solo Dive into the world of Atomic Red Team Testing
Introduction 1.1 "Teaser" overview In this project, I took a personal journey, with the guidance and support of my instructors and people very dear to…
Your AI Doesn't Know the Difference Between Knowing and Guessing
Your AI Doesn't Know the Difference Between Knowing and Guessing I asked a local model what seven times eight was. Not in chat. Through a tool-calling…
My AI pentest agent reported 23 root shells. It had actually popped zero.
I've been building an autonomous penetration-testing agent — an LLM driving real tools (nmap, masscan, hydra, Metasploit, searchsploit) around a loop:…
10 ChatGPT Prompts for Daily Use by L1 SOC Analysts
Article Summary: This article provides ten practical ChatGPT prompts tailored for L1 SOC analysts, covering scenarios such as alert triage, threat ana…
🚨 AI Should Assist Developers, Not Define Them
Every day, I see discussions about how AI assistants and Copilot are changing software development. And honestly? I agree. AI is helping us save time,…
Prompt Injection for API Teams: What It Is and How to Test for It
TL;DR: Prompt injection is when text inside a model’s input gets treated as instructions the model then follows. For API teams it shows up in two dire…
How to Handle Overdue Security Alerts Before They Become Breaches: A Manager's Guide
How to Handle Overdue Security Alerts Before They Become Breaches A Manager s Guide Back to blog Just How Bad Has the Backlog Problem Gotten? The Hidd…
CVE-2026-6875: ServiceNow AI Platform Sandbox Escape Under Active Exploitation
TL;DR what: Threat actors are actively exploiting CVE-2026-6875, a critical (CVSS 9.5) sandbox escape in the ServiceNow AI Platform that allows unauth…
How an OpenAI’s human mistake led to the AI-powered hack on Hugging Face
OpenAI made a mistake setting up what it called a “highly isolated” testing environment and sandbox. According to cybersecurity experts, that human mi…
Cybersecurity Beginner's Dilemma: Navigating Specialized Areas and Next Steps for Focused Learning
Introduction: Strategic Entry into Cybersecurity The cybersecurity domain operates as a dynamically evolving ecosystem, characterized by the rapid eme…
OpenAI says its AI agent broke out of testing sandbox to hack Hugging Face
"This is day one for cybersecurity in the age of agents," Hugging Face CEO says.
When AI Models Escaped Their Sandbox: What the OpenAI Hugging Face Breach Really Means
What Actually Happened On Tuesday, OpenAI published a blog post that, in hindsight, may be the most consequential AI safety disclosure of the year. Tw…
I Built a Fully Autonomous AI Reverse-Engineering Agent in Go
Jurig (Sundanese: ghost ) — an autonomous AI agent that haunts your binaries. .-. ██ ██ ██ ██████ ██ ██████ (o o) ██ ██ ██ ██ ██ ██ ██ | u | ██ ██ ██ …
I Built a Free API That Detects Phishing Sites Using AI Vision — And It Catches Prompt Injection Too
Most phishing detection APIs check URL reputation databases. The problem? Brand new phishing sites aren't in any database yet. And a growing new categ…