LLM Output Filtering as a Security Control
Output filters are the last line before the user and the tool call. We cover when they work, when they fail, and how to measure them honestly in production.
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.
Output filters are the last line before the user and the tool call. We cover when they work, when they fail, and how to measure them honestly in production.
An anonymized look at how a US federal civilian agency assembled a complete FedRAMP High supply chain evidence pack in 30 days using Safeguard.
A jailbreak in a model you ship downstream is a supply chain incident, not a trivia item. Here is how to reason about it and where the defensive controls belong.
Most SBOMs are generated, filed, and forgotten. Treating them as compliance artifacts rather than operational products is why they have not paid off — and how to fix it.
Modern vulnerability management is shifting from periodic scanning to continuous, automated triage and remediation. Here's what that looks like in practice.
CVSS alone can't sort 40,000 CVEs a year. Learn how reachability, EPSS, and KEV data cut real risk from noise.
ECR now supports Notation-based image signing and trust policy enforcement. Here is how to design signing policies that survive scale and auditors.
Crates.io typosquatting tricks Rust developers into pulling malicious crates instead of trusted ones. Here's how these attacks work — and how to spot them before you build.
The Safeguard Research team measured how much abandonment exists in real dependency graphs, how it correlates with risk, and what to do about it.
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