Security | Threat Detection | Cyberattacks | DevSecOps | Compliance

How Accurate Are CRQ Models? Understanding Statistical Significance

Cyber risk quantification (CRQ) models are as accurate as the data and methodology behind them, and the conversation about CRQ accuracy that plays out across security and finance teams is often stuck on the wrong question. Risk is about future events that may or may not happen, and if they do, the impact will vary. ‍ Looking for certainty in a probabilistic model is a category error. The useful question is not whether a CRQ model produces the "right" number.

How AI-Related Security Incidents Should Be Identified and Managed

AI-related security incident detection starts with knowing what AI systems are running across the organization. Without a complete, continuously updated inventory of sanctioned, shadow, and third-party AI tools, security teams cannot detect incidents involving systems they do not know exist. From there, effective incident management requires a structured response framework that connects detection to containment, investigation, remediation, regulatory notification, and governance integration. ‍

Critical Infrastructure Protection Programs Explained

A ransomware advisory lands in your inbox before the morning standup, and the room goes quiet. The water utility's firewall logs are in one console, the endpoint alerts are in another, and the OT sensor feed lives somewhere else entirely. Everyone can see a piece of the story, but no one can see the whole incident. That's the part teams feel first. Not the theory, not the policy language, just the blunt realization that point tools don't become a program on their own.

FedRAMP Boundary Diagrams: Mistakes to Avoid

There are a lot of reasons why organizations fail their FedRAMP audits and are denied the authorization they need to work on government contracts. We've even covered a lot of them here on the Ignyte blog in the past. One area that we haven't covered, in detail at least, is mistakes with the FedRAMP boundary. Not just the boundary, either, but with the diagrams that track and prove it.

AppSec: When Bandwidth Isn't the Bottleneck

AppSec teams are frequently told that a lack of bandwidth is why vulnerability backlogs keep growing. In reality, the bottleneck is not team size, it is the lack of contextual prioritization and agentic triage. When traditional scanners hand security teams thousands of findings without reachability context, developer velocity stalls. In this webinar, Mend.io security experts unpack why bandwidth is not the real bottleneck in modern software security and show you how to streamline triage, automate remediation, and secure code at AI speed.

Complete Guide to Active Directory Management: A Must-Read for Every IT Admin

It starts like this: a new employee joins, and your IT team jumps in to create an account, assign access, and configure permissions. Soon after, tickets start pouring in for password resets, group changes, and locked accounts. By the end of the week, your admins are juggling hundreds of small but critical identity tasks. That’s the everyday reality for IT teams managing enterprise systems.

The 2026 Buyer's Guide to Open Source Vulnerability Remediation

How to evaluate your options, price the status quo, and make a decision your executive team will actually approve. A note on the numbers. The salaries, headcounts, and costs in this guide are illustrative. They're drawn to be realistic so the math works the way it does in a real budget meeting - but they're examples, not benchmarks. Replace them with your own.

It Just Got Easier To Consistently Deploy And Configure ggshield Across Your Whole Fleet With v1.53

ggshield v1.53.0 introduces ggshield machine setup, a consistent way to configure ggshield no matter how it was installed. Set up AI hooks for every detected AI coding assistant, install global git pre-commit/pre-push hooks, and deploy a honeytoken on the endpoint. You have full control, and we have options to customize which features you want to skip. This release also includes ggshield machine doctor, a read-only command that checks that the machine's ggshield protections are correctly set up, letting you know what steps to take if it encounters an issue.

Acronis Accelerate: The Journey to Autonomous IT

Join Acronis for a closer look at the framework for autonomous IT. Discover how MSPs can move beyond manual operations with an AI-native foundation built for infrastructure, integrations, security and operations. Learn how to boost technician productivity, improve margins, deliver stronger SLAs and create new AI service opportunities.