How do you keep AI-generated security checks from going stale?
An AI coding assistant can produce code that works while still introducing serious security problems. I recently caught a live Stripe key about to be committed and later…
secret scanning
How can you detect secrets embedded in an app’s authentication logic?
Most secret-scanning tools I've used inspect repositories, configuration files, and deployment manifests. We run Vault, which catches many issues, and External Secrets Operator has worked well for syncing…
How Do You Keep Pre-Commit Security Checks From Going Stale?
I kept seeing the same pattern: an AI coding assistant produces code that works, but working code is not automatically safe code. I once caught a live Stripe…
How do you handle secrets that remain exposed in Git history?
I used to think deleting a secret from a file was enough, but Git keeps the earlier version in its history. Pre-commit hooks and CI usually inspect only…