Vibe Sec Ops
Software written with AI coding agents, shipped through a pipeline that does not care who wrote the code. It is how we build every product, and the software we build for partners.
The loop
An AI agent drafts. An engineer directs, reads and pushes back. A machine-enforced pipeline tests, scans, gates and keeps the evidence.
Before the merge
RulebookThe repository's rules, read by the agent first.
Agent draftsAn AI coding agent writes the change.
Engineer readsEvery diff, before it merges. Pushback becomes a rule.
Pipeline, on every merge request
- Build
- Unit tests
- Invariant gate
- SAST
- Dependency and secret scan
- Image scan
- SBOM
Red: fix it, or write it downAn accepted risk with a review-by date, or a POA&M with milestones. Silencing a warning fails the build.
After green
ReleaseThe exact image the scanners passed, retagged by digest.
Evidence keptScanner reports, SBOMs and triage, mapped to the controls they satisfy.
Vibe coding is not the method
"Vibe coding" means accepting what the model writes without reading it. That is indefensible for anything that holds someone else's data. So is refusing a tool that makes a small team fast.
| Practice | Vibe coding | Vibe Sec Ops |
|---|---|---|
| Who reads the diff | Nobody | The engineer who signs the merge request, every time |
| Rules | A prompt forgotten next session | A rulebook in the repository the agent reads first, with invariants written as machine checks |
| A warning appears | Suppress it | Fix the code; suppressions fail the build |
| Dependencies | Whatever the model imports | None by default; an added one is named in the change and scanned |
| Scanners | None | SAST, dependency and secret scans, image scan and SBOM on every merge request |
| A finding you cannot fix | Ignored | Recorded with an owner and a review-by date, or filed as a POA&M |
| Release | Whatever is on main | The exact image the scanners passed, retagged by digest |
| When it is wrong | Users find out | A regression test that fails on the old code, and a rule so it cannot recur |
The method, part by part What you can verify, and what is still weak
Tell us what you need built.
A person reads every message and answers, usually within one business day. No pricing page and no sales script: a conversation about your work.
FOXX CYBER LLCCOLORADO SPRINGS, CO
Drawn byJ. P. Price, CISSP, CISM
OwnershipVeteran-owned
REV OCT 2026
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