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remediation

Safeguard articles tagged "remediation" — guides, analysis, and best practices for software supply chain and application security.

62 articles

AI Security

Bulk Remediation Of Aged Vulnerability Backlog

Most security teams are sitting on hundreds of stale findings. Here is how to clear an aged vulnerability backlog with bulk remediation that actually merges.

Mar 14, 20267 min read
AI Security

Rollback Safety: Griffin AI vs Mythos

Sometimes a remediation has to be reverted. Griffin AI's minimal, grounded patches roll back cleanly; Mythos-class patches often do not.

Mar 11, 20266 min read
AI Security

Remediation Prioritisation With Reachability And EPSS

CVSS alone is a bad prioritisation signal in 2026. Reachability plus EPSS gives teams a defensible order to fix the vulnerabilities that actually matter.

Mar 9, 20267 min read
AI Security

Remediation SLA Tracking Without Spreadsheets

Tracking remediation SLAs in spreadsheets is how programmes drift. Here is how to track SLAs in the same system that finds, fixes, and merges vulnerabilities.

Mar 4, 20267 min read
Product

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.

Mar 4, 20266 min read
AI Security

Transitive Fix Cascades: Griffin AI vs Mythos

A vulnerable transitive dependency may require upgrading an ancestor. Griffin AI computes the cascade; Mythos-class tools often stop at the first level.

Mar 3, 20267 min read
AI Security

From CVE To PR: The Full Remediation Pipeline

A complete walkthrough of the modern remediation pipeline, from advisory ingestion through merged and deployed fix, with every stage that actually matters.

Feb 27, 20268 min read
AI Security

Dependency Upgrade Picks: Griffin AI vs Mythos

The version a remediation tool picks matters more than the fact that it picked one. Griffin AI grounds its choice in the project; Mythos-class tools do not.

Feb 23, 20267 min read
Product

Self-Healing Containers Now Generally Available

Self-healing containers detect, remediate, and rebuild images when CVEs appear in their dependency closure. Here is how the GA feature works in practice.

Feb 20, 20267 min read
Engineering

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.

Feb 16, 20267 min read
AI Security

Patch Minimality: Griffin AI vs Mythos

A minimal patch is easier to review, safer to merge, and cheaper to roll back. Griffin AI enforces minimality; Mythos-class tools treat it as optional.

Feb 15, 20266 min read
AI Security

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.

Feb 10, 20266 min read

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remediation (Page 4) — Safeguard Blog