AI-Assisted Vulnerability Remediation: SAST, Secrets and SCA
Security scanners bury developers in findings. Use AI to triage SAST, secrets and dependency alerts and write fixes developers trust, without auto-suppressing real problems.
Prepares you for: PenTest+
What you'll be able to do
- Write down the manual triage process so AI can follow it consistently
- Separate true and false positives with rules and structured output, not guesswork
- Produce remediation guidance that validates itself before anyone merges it
- Keep suppressions and secret handling under human control as the system learns
An AI-assisted remediation standard
What's in it. Decision tables per finding type, versioned rules and skills, validation gates, a golden set with pass criteria for model changes, and a suppression policy with a person approving every allowlist change.
You build it lesson by lesson, using your own organization, and submit it for your certificate. It's yours to keep and adapt.
Who it's for
AppSec engineers, security champions, DevSecOps teams and developers who own remediation.
What's inside
- Part 1Where the requirement comes from 18 min
- Part 2How small teams and enterprises meet it 16 min
- Part 3Write the manual process down first 20 min
- Part 4Deterministic by design: rules, skills and structured output 24 min
- Part 5Triage: true positive or false positive 24 min
- Part 6Remediation guides analysts can trust 20 min
- Part 7Self-validation before anything lands 22 min
- Part 8Learning over time without drift 22 min
- Part 9Suppressions and the secrets trap 22 min
- Part 10Hands-on lab: small team choose one 22 min
- Part 11Hands-on lab: enterprise choose one 24 min
- Part 12Finish and submit your deliverable 20 min
Built for your size
The requirement is the same everywhere. How you meet it depends on who you have. You pick the lab that matches your organization.
How you earn the certificate
Submit your finished deliverable, which is scored against a published rubric, and pass a short scenario quiz. Your certificate goes to your wallet and can be checked by anyone on the public register.