griffin-ai
Safeguard articles tagged "griffin-ai" — guides, analysis, and best practices for software supply chain and application security.
180 articles
Autonomous Remediation FAQ: How Self-Healing Vulnerability Fixes Work
What autonomous remediation actually means in 2026 — how the detect-fix-validate-merge loop runs without a human bottleneck, where humans stay in control, and how to roll it out safely.
Auto-Fix Vulnerabilities FAQ: Patching Code and Containers Automatically
How automated vulnerability fixing works across source code and container images — direct and transitive dependencies, breaking-change safety, and where human review belongs.
AI Security Remediation FAQ: How AI-Authored Fixes Are Kept Trustworthy
How an AI can be trusted to fix security vulnerabilities — the role of reachability, validation, and human review in keeping AI-authored remediation accurate and safe.
Automated Pull Request Fixes FAQ: How Fix PRs Are Built, Tested, and Merged
What an automated fix pull request contains, how CI validates it, how auto-merge gating works, and which SCM platforms and review workflows are supported.
Griffin AI FAQ: Autonomous Remediation Explained
Everything teams ask about Griffin AI — Safeguard's autonomous remediation engine — including how it fixes vulnerabilities, tests compatibility, and stays safe to trust.
Remediation Automation FAQ: Policies, Strategies, and Scaling Fixes
How to operationalize remediation automation — automation strategies, severity policies, SLAs, metrics that matter, and how a small team scales fixes across hundreds of repos.
Safeguard's $1 Starter Plan: FAQ on What You Get for a Dollar
Everything about Safeguard's $1 Starter plan — what one dollar connects, what's included, what's not, and when to upgrade to autonomous remediation and compliance packs.
Total Cost of Ownership: Griffin AI vs Mythos
List price is the easiest number to compare and the least interesting one. TCO over three years is where Griffin AI vs Mythos-class platforms actually diverge.
Pattern Scanners Can't Find Zero-Days. This Can.
Signature-based scanners only know what other people have already named. Here is the architectural reason they cannot find zero-days, and what actually does.
Auto-PR Remediation Without Broken Builds
Automated fix pull requests sound great until half of them fail CI. Here is how to ship auto-PR remediation that keeps the green build, every time.
API Surface Reviewed: Griffin AI vs Mythos
Most platform comparisons stop at features. The API surface is where automation and integration actually happen — and where vendors quietly diverge.
Zero-Day Discovery In Your Dependency Graph
Most zero-days that hurt enterprises in 2026 live three or four hops deep in the dependency graph. Here is what it takes to actually find them there.