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.
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.
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.
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.
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.
NATO allies are converging on shared software supply chain expectations for defense procurement. Here is what the cooperation looks like and how to prepare.
Ransomware operators increasingly enter victims through software supply chain pathways. We analyze the 2026 patterns, the affiliate dynamics, and what defenders should do.
Coordinated disclosure with open-source maintainers is a relationship business. Here is what makes it work in 2026, with the artefacts a modern pipeline gives you.
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.
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.
SBOMs are a compliance table-stakes artifact in 2026. Here is a production GitHub Actions workflow that generates, signs, and attests a CycloneDX SBOM on every release.
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