remediation
Safeguard articles tagged "remediation" — guides, analysis, and best practices for software supply chain and application security.
52 articles
Remediation PR Quality: Griffin AI vs Mythos
Griffin AI produces draft PRs with taint paths, exploit hypotheses, and disproof attempts. Mythos-class pure-LLM tools skip those anchors, and PR quality suffers.
Safeguard Griffin 3.0 GA: What's New
Griffin 3.0 is now generally available. Here is what changed in the reasoning and remediation model, how it behaves in practice, and the defaults you should know.
The ROI of Vulnerability Remediation Automation: Numbers That Justify the Investment
Manual vulnerability remediation costs more than most organizations realize. Breaking down the real costs, time savings, and risk reduction that automation delivers.
How Do You Run a Vulnerability Test? A Practical Guide
A vulnerability test is a systematic check of a system for known security weaknesses. Here is what it involves, the types available, and how to run one that produces action instead of a wall of findings.
What is Patch Latency
Patch latency is the gap between a fix existing and the fix running in production. Here's how to measure it honestly, why it balloons, and how teams get it under 30 days.
Vulnerability Management Services: What They Do and How to Choose
Vulnerability management services promise to find, prioritize, and track your security weaknesses so you don't have to. Here is what they actually cover, where the gaps are, and what to ask before you buy.
How to Fix Vulnerabilities: A Practical Workflow
A practical, repeatable workflow for how to fix vulnerabilities once a scanner finds them — triage, verify, patch, and confirm — instead of treating every finding as equally urgent.
Safeguard Auto-Fix: Automated Vulnerability Remediation That Respects Your Codebase
Auto-Fix generates pull requests that update vulnerable dependencies with compatibility checks, test validation, and rollback safety. Remediation at the speed of disclosure.
Security Debt: Measuring and Paying It Down
Security debt is the gap between the risk you're carrying and the risk you've decided to carry. Here's how to measure it in vuln-days and pay it down without a heroic quarter.
Autonomous Security Remediation: The Promise and Peril of Self-Healing Software
Automated vulnerability patching sounds ideal until you consider what happens when the automation gets it wrong. Here's a realistic look at autonomous remediation.
Log4j Two Years Later: Are We Actually Safer?
Two years after Log4Shell shook the internet, many organizations still have vulnerable Log4j instances. The vulnerability changed how we think about supply chain security—but did it change how we act?
Vulnerability Remediation SLAs: Best Practices for Real Teams
Setting vulnerability remediation deadlines is easy. Actually meeting them is hard. This guide covers practical SLA frameworks that balance security urgency with engineering reality.