DevSecOps
Why developers stop trusting AI-generated vulnerability fixes
Trust in AI-generated code fell to 29% in 2025, yet 84% of developers keep using it anyway — the gap is a UX problem, not a model problem.
Jul 9, 20267 min read
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Supply Chain Security, in plain English.
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.
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Credential rotation playbook after npm worm exposure
A step-by-step rotation runbook for security teams exposed to the Shai-Hulud npm worm — what to revoke first, how to verify a credential is dead, and how to prevent a repeat.
Jul 9, 20266 min read
DevSecOps
Best secure software development lifecycle (SSDLC) platforms
A practical buyer's guide to SSDLC platforms in 2026 — evaluation criteria, an honest roundup of six real vendors, and where Safeguard fits in.
Jul 8, 20267 min read
DevSecOps
Security in the SDLC: Where It Actually Belongs
Bolting a scanner on before release doesn't count as shift-left. Here's where security actually needs to sit across the SDLC, and why mobile testing is often the weakest link.
Jul 8, 20265 min read
DevSecOps
Measuring AppSec ROI: Metrics That Prove Your Program Works
You cannot fund an application security program on fear forever. Here is how to measure AppSec ROI with metrics executives believe — cost avoided, MTTR, and the leading indicators that predict both.
Jul 8, 20266 min read
DevSecOps
DevSecOps Metrics and KPIs That Actually Prove Progress
Most security dashboards count findings and prove nothing. A 2026 guide to the DevSecOps metrics and KPIs that show real risk reduction — MTTR, escape rate, coverage, and DORA-aligned measures.
Jul 8, 20265 min read
DevSecOps
Building a shift-left security culture developers actually buy into
Log4Shell sat in most Java codebases for years before Dec 2021 — shift-left tooling alone didn't stop it. Culture, placement, and incentives are what make it work.
Jul 8, 20267 min read
DevSecOps
Why semantic versioning and release channels matter for security tools
A backdoor sat in xz-utils 5.6.0 and 5.6.1 for weeks before Andres Freund caught it — stable distro channels, not luck, kept it out of most production systems.
Jul 8, 20266 min read
DevSecOps
Security error budgets: gating risk instead of blocking everything
Google's SRE teams have spent an error budget on reliability since 2016 — applying the same model to security turns blanket blocking into risk-weighted gating.
Jul 8, 20267 min read
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