AI Security
Griffin AI vs Mistral Large for Remediation
Mistral Large is a strong reasoning model, but remediation is more than generating a diff. We look at what Griffin AI adds for production fix workflows.
Jan 18, 20267 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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Enterprise AI Agent Deployment Lessons, 2026
Lessons learned from a year of enterprise AI agent deployments: what worked, what failed, and what we would do differently starting now.
Jan 18, 20267 min read
AI Security
AI Safety Eval Datasets as Supply Chain
The datasets you use to evaluate model safety are themselves a supply chain, and almost nobody is treating them that way. A senior engineer's audit of how eval corpora get poisoned, contaminated, and silently drifted.
Jan 18, 20267 min read
AI 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
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
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
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 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
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
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