Reachability Noise Reduction: Findings
The Safeguard Research team ran reachability analysis across a large corpus of real codebases. This is what we learned about which CVEs actually matter.
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.
The Safeguard Research team ran reachability analysis across a large corpus of real codebases. This is what we learned about which CVEs actually matter.
Traditional SCA tools tell you what's in your software. Next-gen SCA tells you what matters. Here's how the category is evolving.
Scanners generate findings. Programs produce outcomes. After a decade of dashboards and CVE counts, it is time to admit the gap between the two is the actual security problem.
An engineer's assessment of what the CISA Secure by Design Pledge actually changed inside product teams, what it did not, and where the 2026 expectations are landing.
Manual vulnerability remediation costs more than most organizations realize. Breaking down the real costs, time savings, and risk reduction that automation delivers.
Vulnerability Exploitability eXchange documents promise to reduce alert fatigue by distinguishing exploitable vulnerabilities from theoretical ones. Here is how enterprises are actually using them.
Run reachability analysis on every pull request to slash vulnerability false positives by 70%+, gate merges on exploitable findings, and keep devs focused.
Reachability analysis determines whether a vulnerable function is actually called by your application. The technology has matured from research concept to production tool. Here is how it works and where it falls short.
The CVE program nearly lost its funding in early 2025, exposing deep structural risks in how we track vulnerabilities. Here is what happened and where we go from here.
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