AI Security
Novel Bug Class Detection: Griffin AI vs Mythos
What happens when the bug does not match any known CWE? A study of how grounded and pure-LLM scanners perform on genuinely novel vulnerability patterns.
Feb 11, 20266 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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The Real Security Concerns About AI in 2026
The most grounded concerns about AI are not sci-fi scenarios; they are prompt injection, data leakage, supply chain risk in models, and opaque decisions. Here is how each one actually shows up.
Feb 11, 20266 min read
AppSec
How to Scan a Website for Vulnerabilities Free: Tools and Method
You can scan a website for vulnerabilities free with ZAP, Nuclei, testssl.sh, and a few hosted checkers — if you follow a method instead of pushing buttons. Here is the workflow.
Feb 11, 20266 min read
AI Security
Prompt Injection Defense Architectures in 2026
Prompt injection remains the LLM01 entry on the OWASP LLM Top 10 for a reason. A pragmatic look at the defense architectures that hold up in production this year.
Feb 11, 20265 min read
Vulnerability Analysis
What is EternalBlue
EternalBlue (CVE-2017-0144) turned a patched SMBv1 flaw into WannaCry and NotPetya. Here is the exploit, timeline, and remediation, explained.
Feb 11, 20267 min read
Industry Analysis
Healthcare Supply Chain Security Baseline for 2026
What hospitals and payers should actually require from their software vendors in 2026: HIPAA-aligned controls, SBOM expectations, and the threats now hitting clinical environments.
Feb 11, 20266 min read
Compliance
Open Source License Management: Tools and Workflow
A practical breakdown of how mature engineering teams do license management open source style: scanning dependency trees, classifying license risk, and building a workflow that does not slow releases down.
Feb 11, 20266 min read
Containers
OSS Container Security: What Changes With Open-Source Base Images
Open-source base images change your patch cadence, your license exposure, and your provenance story — here's what OSS container security actually adds on top of standard image hardening.
Feb 11, 20265 min read
Application Security
Reachability Analysis for Rust and Cargo in 2026
How reachability analysis cuts noise for Rust services: cargo features, conditional compilation, RustSec advisories, and the tools that handle Rust well.
Feb 11, 20266 min read
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