AI Security
SSO & SCIM: Griffin AI vs Mythos
Enterprise identity is not a paywall. It is the substrate on which every other security control depends, and it is where Mythos-class vendors quietly fall behind.
Jan 18, 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.
Filter
Articles
RSS feedAI Security
The MCP Threat Model: What Actually Matters in 2026
Most MCP threat models confuse protocol risk with deployment risk. Here is what the real attack surface looks like after a year of production incidents.
Jan 18, 20267 min read
AI Security
SWE-Bench With Security Extensions: Field Review
SWE-bench became the default benchmark for measuring AI coding agents, but the security extensions that were bolted on afterwards deserve their own scrutiny. A field review of what they measure, where they break, and whether you should trust the numbers.
Jan 17, 20266 min read
AI Security
Griffin AI vs Claude Opus for Triage
Griffin uses Claude Opus as its deepest reasoning engine. Here's what triage looks like with Opus alone versus Opus running inside Griffin's eval harness.
Jan 17, 20267 min read
AI Security
Auto-Fix Compile Rates: Griffin AI vs Mythos
Griffin AI's auto-fixes compile clean 73 percent of the time and pass with minor edits 87 percent. Mythos-class pure-LLM patches rarely show those numbers for a reason.
Jan 17, 20266 min read
AI Security
Fine-Tuning Security LLMs vs Grounding: Which Wins
Fine-tuning teaches a model to be a security expert. Grounding lets a general model act like one by reading the right sources. The right answer is usually both, but the proportions matter.
Jan 16, 20267 min read
AI Security
EU CRA Readiness: Griffin AI vs Mythos
The EU Cyber Resilience Act wants mandatory vulnerability handling, SBOM delivery, and documented due diligence. Griffin AI produces those artifacts continuously. Mythos-class tools produce conversations about them.
Jan 16, 20267 min read
AI Security
Griffin AI vs OpenAI Codex for Security
Codex-style coding agents are powerful for writing features. Security remediation needs a different shape of system—one that grounds frontier reasoning in SBOM, policy, and reachability context.
Jan 16, 20266 min read
AI Security
Anthropic MCP Security Model: A Deep Dive
Anthropic's Model Context Protocol introduces a new trust boundary between agents and tools. Here is how the security model actually works in practice.
Jan 15, 20265 min read
Stay informed
Weekly insights on software supply chain security, delivered to your inbox.
Self-healing security runs on Safeguard.
Your first fix PR is minutes away.
No sales call required, even your agent can complete the purchase over MCP.