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.
Dependabot is useful when tuned and a productivity tax when not. Here are the noise reduction techniques that actually work in modern monorepos.
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.
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.
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.
Code signing proves who published software and that it wasn't tampered with — but SolarWinds, CCleaner, and 3CX show signed doesn't mean safe.
PyPI mandated 2FA for all maintainers in 2024. Two years in, account takeovers dropped — but attackers shifted to OIDC tokens, abandoned packages, and maintainer devices.
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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