Continuous Security Testing for Small Teams: What to Test, How Often, and Who Owns It
Small teams rarely have a security department. They have a few developers, maybe a team lead, and sometimes an MSP that looks after the infrastructu…
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GSC: A Self-Learning SAST That Proves Vulnerabilities, Fixes Them, and Learns From Your Feedback
TL;DR — GSC (Git Security Checker) is a self-learning AppSec platform that doesn't stop at detecting a vulnerability. It proves it with a sandboxed…
MITRE ATT&CK для Product Security: как связать pentest, threat modeling, CI/CD и реальные сценарии атак
Матрицу MITRE ATT&CK обычно ассоциируют с SOC, threat hunting и red team. Это база. Но она может быть полезна намного раньше — на этапе threat m…
DevSecOps Automation II: A Deep Dive into DAST
In the first part of this series , we looked at Static Application Security Testing (SAST) — scanning source code without executing the application;…
AI Agents vs Traditional Automation: What's Actually Different for Security
The real security difference between an AI agent and traditional automation is not "smart vs dumb". It is where control over execution lives : in co…
Security Telemetry on a Budget: Building a Practical Elastic Baseline for a Growing Product Team
Security Telemetry on a Budget How a growing product team turned the Elastic stack it already had into a practical security telemetry baseline — wit…
Harden & Lockdown RKE2 Cluster with a 4-Layer DevSecOps Stack
Introduction Before you move furniture into a new house, you install the locks, the cameras, and the gates. Kubernetes is no different, yet engineer…
Your AI Agents Are Using Your Credentials
Key findings It's a secrets problem before it's an identity problem. Many AI agents don't have their own distinct identity, so they operate using AP…
Vault Coverage Is the Missing Metric in NHI Programs
Most large enterprises have some version of a vault program, the combination of policy, platform, process, and ownership used to manage machine cred…
Building a "Fail-Closed" Zero-Trust CI/CD Protocol: A Personal Open-Source Experiment
Hello, Dev community! 👋 I am Anjo Machina (安城巻那), a QA engineer based in Japan. I want to share an open-source project I have been building. It is a…
What Was on This Machine? Answering the Blast Radius Question After a Laptop Compromise
TL;DR: The containment clock starts immediately after a developer's laptop is compromised, an infostealer fires an alert, a device goes missing, or…
Beyond free-roaming Agents: Architecting a Deterministic 4-node Graph pipeline for zero-false-positive Autonomous VAPT
Beyond Free-Roaming Agents: Architecting a Deterministic 4-Node Graph Pipeline for Zero-False-Positive Autonomous VAPT Every AppSec engineer eventua…
Why SAST and DAST Aren't Enough for Secrets Security
If you run an application security program in 2026, secrets detection can look like a solved line item. Your static analysis suite ships rules for h…
Кaк внeдpить cтaтичecкий aнaлиз: пpaктичecкий aлгopитм для мeнeджepoв
Cтaтичecкий aнaлиз кoдa дaвнo пepecтaл быть инcтpyмeнтoм иcключитeльнo для paзpaбoтчикoв. Для pyкoвoдитeлeй пpoдyктoв, тexничecкиx диpeктopoв и кoмa…
Confronting Vault Sprawl And The Risks It Brings
Modern enterprises do not set out to create a maze of credentials, keys, and secrets stores. However, this is the reality most organizations find th…
Goodhart's Law in Benchmarking: When the Metric Becomes the Target
A benchmark score going up is not evidence that the thing it measures got better. In 2015, regulators found that roughly 11 million diesel cars were…
Shifting Mobile Security Left: Applying SAST to Android Apps with MobSF
TL;DR — I took an intentionally vulnerable Android application, ran the static analysis engine of MobSF (Mobile Security Framework) via a local Dock…
Autonomous pentesting against Active Directory, without the black box
Active Directory is where most internal compromises happen and where most AI tools give up. Darkmoon runs the AD attack path autonomously and shows…
Why evidence matters more than model memory in AI pentesting
An AI finding you cannot reproduce is a liability, not a result. Darkmoon attaches the exact commands and raw tool output to every finding so a huma…
78% False Negatives: Your AI Security Scanner Is Gaslighting You
False negatives automated scanning tools are the silent killers in your security posture—they're the critical threats that slip past your defenses w…
DevSecOps Automation: A Deep Dive into SAST
In the era of Artificial Intelligence as a work buddy, it is imperative that security is enforced as development progresses. It could be tempting to…
Nation-State Actors Are Now Targeting Your AI Agent's npm Packages
This article was originally published on LucidShark Blog . On June 17, 2026, Microsoft Threat Intelligence published a report attributing a supply c…
DevSecOps Explained: Embedding Security into Every Deployment
Modern software delivery moves at extraordinary speed. Organizations deploy dozens, hundreds, or even thousands of times each day. While this accele…
Secret Scanning in CI: What Pre-Commit, Pull Request, and Main Branch Each Actually Catch
A teammate pastes an AWS access key into a PR comment to "debug quickly." Another commits .env.production because .gitignore was wrong on a new micr…
End-to-End GitHub Security Hardening Guide for Organizations
GitHub is not just a source code platform anymore. For most engineering organizations, GitHub is part identity system, part software supply chain, p…
AI Security Scanning Tools in 2026: Snyk vs Semgrep vs OX Security — Real False-Positive Rates Tested
AI Security Scanning Tools in 2026: Snyk vs Semgrep vs OX Security — Real False-Positive Rates Tested If you're still manually reviewing security sc…
Building Agentra, An Enterprise AI Engineering Control Plane for Secure Coding Agents
Open source repository: https://github.com/arijeetganguli/agentra PyPI: https://pypi.org/project/agentra/ AI coding agents are becoming part of ever…
The Agent That Created 107 PRs (And Why That Was the Problem)
The Agent That Created 107 PRs (And Why That Was the Problem) One of our leaders has a way of framing AI initiatives that I find genuinely useful. T…
DevSecOps Pipeline in a Day: Automated Security from Commit to Deploy
Security that happens after deployment is already too late. By the time a quarterly penetration test discovers hardcoded secrets, vulnerable contain…
Why Strict "Zero Trust" Breaks Secret Management (And How We Built a Zero-Persistence Vault Instead)
This is a technical deep dive into the cryptography behind Ennote's enterprise architecture. You can read the original full-length post on our engin…