Best Practices
MCP Server Capability Policy Enforcement
MCP servers expose tools that AI agents can call directly. Capability policy decides which tools each agent gets, with the same rigor as any other supply chain gate.
Mar 6, 20268 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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Articles
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Auth Bypass Discovery: Griffin AI vs Mythos
Auth bypasses are rarely a single bug. They live in the interaction between layers — middleware, route handlers, framework annotations. Finding them requires path analysis across abstraction layers.
Mar 6, 20265 min read
AI Security
Griffin AI vs Claude Prompt Caching: Security
Claude's prompt caching gives you 90% discount on cached tokens. Security workloads have massive cacheable surface area. Griffin AI takes advantage; direct API use often does not.
Mar 6, 20262 min read
Vulnerability Management
Dependabot Noise Reduction Techniques For 2026
Dependabot is useful when tuned and a productivity tax when not. Here are the noise reduction techniques that actually work in modern monorepos.
Mar 6, 20267 min read
DevSecOps
Cloud Marketplace Listings Supply Chain Due Diligence
AWS, Azure, and GCP marketplaces ship software into your account in minutes. The due diligence has not kept pace. This is the 2026 buyer's checklist.
Mar 6, 20267 min read
AI Security
The Reproducibility Crisis In AI Security Evals
ML research has a reproducibility crisis. AI security evaluation inherits it. Vendors publishing numbers that can't be reproduced are the norm — not the exception.
Mar 6, 20262 min read
DevSecOps
SecDevOps vs DevSecOps: Is There Actually a Difference?
The SecDevOps definition and the DevSecOps definition describe nearly identical practices, but the word order isn't purely cosmetic, it signals a real difference in where security sits in the pipeline.
Mar 6, 20265 min read
Guides
How to Respond When a CVE Drops in a Package You Ship
A working playbook for the day a CVE lands in your dependency tree: confirm exposure with SBOM queries, judge real exploitability, patch or mitigate, then prove it and publish VEX.
Mar 6, 20266 min read
DevSecOps
What is Code Signing
Code signing proves who published software and that it wasn't tampered with — but SolarWinds, CCleaner, and 3CX show signed doesn't mean safe.
Mar 6, 20266 min read
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