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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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Incident Analysis

Lottie Player npm Supply Chain Attack Explained

A leaked maintainer token published three trojanized versions of @lottiefiles/lottie-player to npm, targeting wallet drains. Here is the mechanics.

Jan 19, 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

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

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
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
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
Architecture

Inside Safeguard's Reachability Engine

A deep look at how Safeguard's reachability engine combines call graph construction, symbolic analysis, and runtime evidence to reduce vulnerability noise by an order of magnitude.

Jan 18, 20268 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
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