CVE-2026-3854: What GitHub's Git Push RCE Teaches Developers About Trust Boundaries
A serious vulnerability in GitHub’s Git infrastructure is a useful reminder that security boundaries do not disappear just because traffic is “interna…
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Why File Type Detection Is More Than a Metadata Problem
What Magika teaches us about names, evidence, boundaries, and trustworthy file intelligence Author note: This article is written for engineers buildin…
Silk Typhoon Extradition: State-Sponsored APT Operator Accountability & Persistence TTPs
Originally published on satyamrastogi.com Xu Zewei's extradition marks rare accountability for state-sponsored operators. Analysis of Silk Typhoon's t…
5 Critical Security Vulnerabilities in Python APIs (and How to Fix Them in Production)
Introduction Most API security issues are not caused by complex attacks—they come from simple mistakes made during development. In production systems,…
6 Cybersecurity Tips for Developing a Crypto iOS App
Building a cryptocurrency application for iOS today is fundamentally different from shipping a regular fintech product. The stakes are existential. A …
Responsible Disclosure Is a Governance Problem, Not an Ethics Problem
The ethics are fine. The architecture is broken. For years, the security industry has treated responsible disclosure as a moral test: are you a "good"…
How SSH Works—and How It Breaks (Part 2): Simulating a Man-in-the-Middle Attack
In this article, we’ll explore how a Man-in-the-Middle (MITM) attack works using a small Docker-based lab. We’ll simulate how an attacker can steal cr…
HaleHound CYD Review: Is a $15 Pwnagotchi Alternative Actually Worth It for WiFi Pentesting? [2026]
A $15 board with a touchscreen that can deauth WiFi clients and capture WPA handshakes. The HaleHound CYD sounds too good to be true. After two weeks …
TrustShield AI: Multi-Layer Phishing Detection Framework Using Machine Learning
description: "Learn how TrustShield AI combines machine learning, URL intelligence, and real-time threat monitoring to detect sophisticated phishing a…
JSON Web Tokens (JWT): Deep Dive into Design, Security Risks and Real-World Failures
JWT (JSON Web Tokens) have become a default choice for authentication and authorisation in modern systems. They are widely adopted because they are: S…
How Scammers Use Automation to Scale Attacks Globally
Just ten years ago, operating a major fraud ring required a lot of manpower. Now, all it takes is a laptop and a credit card to target hundreds of tho…
How SNF Detects C2 Beacons on Air-Gapped Networks Without Ever Touching the Internet
How SNF Detects C2 Beacons on Air-Gapped Networks Without Ever Touching the Internet Most threat detection tools phone home. They pull threat feeds, p…
Modern API Security: How to Stop “Logic Attacks” That Don’t Contain Malicious Payloads
APIs are now the primary attack surface for modern applications. REST, GraphQL, gRPC, mobile backends, SaaS integrations — almost every business funct…
20 Penetration Testing Projects Worth Adding to Your Resume
Article Summary This article addresses the needs of job seekers aiming for penetration testing positions by curating 20 real-world projects spanning e…
48 Hours After Publishing: Second-Order Injection Field Notes
This is a dispatch, not a paper. Notes from the 48 hours after publishing the second-order injection research. What happened Published the second-orde…
Evaluating Open-Weight LLMs for Phishing Simulation and Red Teaming
Disclaimer : This content is for educational and authorized security testing in controlled environments only. Do not use any techniques described here…
HTB (Bashed) — Walkthrough
Bashed is one of the beginner-friendly machines on Hack The Box that focuses on web exploitation and privilege escalation using Linux misconfiguration…
Why McDonald’s AI Started Coding: A Wake-Up Call for Chatbot Security
Imagine you’re hungry, you open the McDonald’s app to complain about a missing Big Mac, and instead of a refund, the chatbot starts writing Python scr…
Why CAPTCHA and Traditional Verification Methods Are Failing
Our defenses against automated threats that we have constructed to ensure that human-facing systems do not receive them are being systematically bypas…
AI-Powered Cybersecurity Platform That Detects, Analyzes, and Responds to Attacks Automatically on a Kubernetes Cluster
From a Snort alert to a blocked IP in under 60 seconds. No cloud. No vendor lock-in. Full human control Validated on NVIDIA DGX Spark. There are plent…
The Router Is Not a Passive Device - It's the Attack Surface
The Router Is Not a Passive Device - It's the Attack Surface Routers with default credentials and unpatched firmware are accessible from the internet …
Public Integration Without Authentication Exposes Critical Control Failure
ShinyHunters claimed a breach of Rockstar Games' environment through a Snowflake integration. The vector was not a compromise of game infrastructure. …
The Economics of Reputation Fraud: Inside the Bot Farm Ecosystem
For most business owners, a fake review is a source of emotional distress. It feels personal. It feels like a direct attack on their hard work and int…
I Tried to Break My AI System with Real Attacks — Here’s What Happened
Most AI systems today rely on: prompt engineering guardrails at the model level post-hoc logging That works… until it doesn’t. Once you introduce: too…
Three Vulnerabilities That Quietly Rewrote the Threat Model in 2025
Three Vulnerabilities That Quietly Rewrote the Threat Model in 2025 Every security vendor on the internet publishes a "top CVEs of the year" listicle.…
Monitoring an ML-Based Intrusion Detection System on AWS SageMaker
1. What We Are Building We are going to deploy a Random Forest classifier trained on the UNSW-NB15 dataset as a real-time network intrusion detection …
Security+ started, 3 tools built, real attacks found on my own machine
Two weeks into a structured cybersecurity learning journey. This is the Week 2 review. Week 1 review and daily posts are on my profile. What changed b…
Hack the Learning Curve - Part 1: What Even Is Cybersecurity? (And Why You Should Care)
Author: Trix Cyrus 🔹 Try My Waymap Pentesting Tool 🔹 Follow TrixSec GitHub 🔹 Join TrixSec Telegram So... What Even Is Cybersecurity? Let me guess. You…
Deepfake Audio Attacks: A New Frontier in Social Engineering
Voice cloning pipelines have fallen out of research laboratories and into open-source repositories and API endpoints. A hypothetical threat vector two…
I built a port scanner from scratch, and it taught me more than running Nmap ever did
What was covered today OverTheWire Bandit levels 4 through 7, Python chapters 3 and 4 (functions and lists), and writing a working port scanner from s…