AI Security
Eval Methodology: Griffin AI vs Mythos
A benchmark number is only as good as the methodology that produced it. Here is how Griffin AI builds its harness and why most Mythos-class tools cannot be audited.
Jan 13, 20267 min read
Resources
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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SQL Injection Chains: Griffin AI vs Mythos
SQL injection stopped being a single-line bug years ago. Modern chains stitch a tainted parameter through ORMs, caches, background jobs, and downstream services. Griffin AI's engine-plus-LLM architecture follows the taint across those hops; Mythos-class pure-LLM scanners summarise one file at a time and lose the thread.
Jan 13, 20267 min read
Vulnerability Analysis
Trojan Source Unicode bidi-override attack (CVE-2021-42574)
CVE-2021-42574 (Trojan Source) lets Unicode bidi control characters hide malicious logic in plain sight during code review. Here's the full breakdown and fix.
Jan 13, 20267 min read
Tools
Best Free Security Tools for Bootstrapped Startups in 2026
A zero-budget security stack that actually covers the top risks: SCA, secrets scanning, SAST, container scanning, and DAST — plus what each free tool won't do.
Jan 13, 20266 min read
Container Security
K8s Admission Controllers for Supply Chain Policy
How to design Kubernetes admission controllers that enforce supply chain policy without turning every deploy into a 30-minute argument with the cluster.
Jan 13, 20266 min read
Container Security
Security best practices for Azure Container Apps and secr...
A step-by-step guide to Azure Container Apps security best practices: managed identity, Key Vault-backed secrets, network ingress, and supply chain hardening.
Jan 13, 20267 min read
Vulnerability Analysis
OpenSSL punycode buffer overflow pair (CVE-2022-3602 / CVE-2022-3786)
A deep dive into CVE-2022-3602 and CVE-2022-3786, the OpenSSL punycode buffer overflow pair once dubbed "Heartbleed 2.0" — impact, timeline, and fixes.
Jan 13, 20265 min read
Vulnerability Analysis
Outlook NTLM hash leak zero-day (CVE-2023-23397)
A zero-click Outlook flaw let attackers steal NTLM hashes via crafted calendar reminders — exploited by APT28 for a year before patching. Here's what to do.
Jan 13, 20267 min read
Vulnerability Analysis
MOVEit Transfer SQL injection mass-exploitation (CVE-2023-34362)
CVE-2023-34362, the MOVEit Transfer SQL injection exploited by Cl0p, hit 2,600+ organizations. Impact, timeline, and remediation steps inside.
Jan 13, 20267 min read
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