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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
Open Source Security

PyPI 2FA Lessons Two Years In

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.

Mar 6, 20267 min read
Best Practices

How to Generate an SBOM with GitHub Actions (2026)

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.

Mar 6, 20266 min read

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