devsecops

Four scanners, four different things they see, and one rule that decides whether any of them help: a finding that arrives at the release gate is an argument, and the same finding on a pull request is a ten-minute fix.

Encryption is the part people focus on and the least interesting part. What you are buying is short-lived credentials, a revocation path and an audit trail, none of which an environment variable can give you.

Easy to define and easy to fail. The scoring half is where each gate sits, what it does to build time, and the honest admission of what the whole set misses.

A model artifact is code that runs in your cluster with GPU access. Most of the supply-chain controls you already run for containers apply, and the file format adds one of its own.

Resolve a security release finding with verified affected components, deployment context and an authorized remediation or exception decision.