Accepting The Unfixable: A Decision Framework
Some vulnerabilities cannot be fixed in any reasonable timeframe. Here is a structured framework for accepting risk responsibly with reachability and AI evidence.
Deep dives, practical guides, and incident analyses from engineers who build Safeguard. No fluff, no vendor FUD — just what you need to ship secure software.
Some vulnerabilities cannot be fixed in any reasonable timeframe. Here is a structured framework for accepting risk responsibly with reachability and AI evidence.
A hands-on tutorial for running Grype vulnerability scans in offline and airgapped environments, including vulnerability database hosting and CI integration.
Old vulnerabilities accumulate quietly until they become a compliance problem. Here is how to decide between fixing and mitigating, with evidence that holds up.
How attackers chain low and medium severity flaws across dependencies to reach critical impact, and why supply chain context changes triage priorities.
Most burndown charts lie about progress. Here is how to build one that survives executive scrutiny by combining reachability, age cohorts, and inflow data.
Dataflow analysis is the workhorse behind most vulnerability research. Here's how it adapts to TypeScript, Rust, and the polyglot realities of modern software.
Track remediation SLAs across projects with a self-service dashboard that surfaces aging findings, breach risk, and team accountability — complete code inside.
Differential testing compares the behavior of multiple implementations of the same specification. In supply-chain work, it surfaces bugs that nobody else can see.
Most enterprise CVE queues are noise. KEV plus EPSS plus reachability plus policy-as-code cuts the real actionable list to a manageable few percent.
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