Zero-Day Discovery Pipelines: Griffin AI vs Mythos
A candid look at how Griffin AI's three-stage zero-day pipeline compares to pure-LLM Mythos-class bug hunters, and why false positive rates matter more than raw volume.
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.
A candid look at how Griffin AI's three-stage zero-day pipeline compares to pure-LLM Mythos-class bug hunters, and why false positive rates matter more than raw volume.
A ransomware attack on Ultimate Kronos Group disrupted payroll and workforce management for millions of workers at hospitals, governments, and major employers right before the holiday season.
A quarterly recap of everything Safeguard shipped in Q3 2025 across Griffin, Eagle, Lion, and Gold — with the improvements, deprecations, and next steps.
CVE-2021-23358 lets attacker-controlled template settings inject arbitrary code via underscore.js's _.template function. Here's the impact, fix, and remediation steps.
The most critical vulnerability in a decade dropped on a Friday. Log4Shell affects virtually every Java application and is trivial to exploit. Here's what happened.
A retrospective on Safeguard v5's first year in production, the features that resonated, and where we're headed next.
Relying too heavily on a single vendor creates systemic risk that most organizations dramatically underestimate. Here is how to measure and manage it.
gRPC powers high-performance microservice communication, but its binary protocol and code generation model introduce unique security challenges most teams overlook.
CVE-2022-29078 lets attackers achieve remote code execution in EJS via unsanitized render options. Affected versions, severity, and fixes inside.
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