The Disproof Step: Griffin AI vs Mythos
Most AI bug hunters skip the hardest step: trying to kill their own findings. Here is why Griffin AI's disproof pass is the single biggest lever on false-positive rate.
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.
Most AI bug hunters skip the hardest step: trying to kill their own findings. Here is why Griffin AI's disproof pass is the single biggest lever on false-positive rate.
Opus for reasoning, Sonnet for drafting, Haiku for scale. We break down when each tier earns its keep and why single-model architectures cannot compete.
A review of FOSSA for open source license compliance and vulnerability management, covering license detection, policy automation, and enterprise integration patterns.
A vulnerability in GitHub's commit signature verification allowed attackers to forge signed commits. The flaw undermined the integrity guarantees that code signing is supposed to provide.
When an attacker steals a maintainer's credentials, every user of that package inherits the compromise. Here's how it happens and how to catch it.
Python's package registry saw an explosion of malicious packages in late 2022, from credential stealers to reverse shells. Here's what we found.
A working engineer's comparison of Google Distroless, Chainguard Images, and Wolfi as base images, covering what actually breaks in production and what does not.
A practical walkthrough for generating and exporting an AWS SBOM using Inspector and ECR -- plus troubleshooting tips and how Safeguard helps.
Property-based testing defines invariants about program behavior and generates thousands of test cases automatically. For security code, the right properties can catch vulnerabilities that example-based tests miss.
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