Prompt Injection Red-Team Review with Codex: API Runtime Pattern
A production playbook for prompt injection red-team review in cross-industry operations using Codex: api runtime pattern, run-scoped inputs, logs, typed results, and artifacts.
Audience: AI security teams
The problem
AI security teams need prompt injection red-team review to run repeatedly against prompts, tool policies, transcripts, and suspicious inputs. In cross-industry operations, the pain is not one good answer; it is repeatability, auditability, exception handling, and evidence that survives handoff.
Implementation path
Package the prompt injection red-team review instructions as a skill, send prompts, tool policies, transcripts, and suspicious inputs as run-scoped inputs, execute with Codex, poll terminal status, and consume argo.result.v1 instead of parsing a transcript.
Tradeoffs and failure modes
The API boundary forces the workflow to define inputs, terminal states, and result shape before customers depend on it. For prompt injection red-team review, the practical test is whether a second run can be debugged, retried, and consumed by a product without reading the raw agent transcript.
Run request
POST /api/skills/<skill_id>/run
provider=codex
workflow=red-team-prompt-review
inputs[]=@./input-pack.zip
result_schema=argo.result.v1
Run this on Argo