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FJP Durability Score
AI red-team engineer tests how models fail under pressure: the durable work is designing attacks, interpreting failures, and forcing fixes before release.

AI Red Team Engineer

51 / 100
Entry Path
Security, ML, or software route plus adversarial testing
Time to Paycheck
3-6 years
Training Cost
$0-$120K+
Typical Pay national range
$75,090-$199,850
Median $129,180

AI red-team engineers look for ways model systems can be tricked, misused, leaked, or pushed into unsafe behavior. AI can generate prompt variations, draft test cases, cluster failures, and help reproduce bugs, which makes routine test-writing less special. The valuable part is choosing the threat that matters, building realistic attack scenarios, judging severity, and explaining why a release needs changes. This path is stronger for people who combine security thinking with enough AI knowledge to test more than surface behavior.

If you're starting out today

The risk is that the field is still young and title use is uneven. Some jobs are serious safety or security evaluation roles; others are temporary testing projects wrapped around a model launch. Federal labor data does not isolate AI red-teaming, so the closest public row is information security analysts. That row supports the security-demand backdrop, but it cannot prove the exact size of this specialty. Early-career candidates need evidence they can test real systems, not just write clever prompts.

Who tends to thrive

This work rewards people who enjoy adversarial thinking without turning sloppy or theatrical. You need patience, careful documentation, security discipline, and the ability to explain a failure to engineers and leaders who may not want to hear it. A strong early portfolio shows reproducible findings, threat reasoning, severity judgment, and practical fixes, not just screenshots of a model behaving badly. You should like being precise more than being dramatic, because vague findings will not survive engineering review.

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