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The Adjacent Reservoir

Adjacent engineers — platform, DevOps, ML engineers without security background — represent the most realistic near-term supply of AI security talent. But hiring filters are calibrated to 'security professionals who've added AI,' not 'AI professionals who've added security.' Survey data shows adjacent engineers have moderate confidence in AI security but face specific, navigable barriers: vocabulary gaps and credential expectations rather than capability gaps. The market is filtering out its most viable near-term talent supply.

Untapped talent supply

What this finding measures

Internal / Teaser Only

Adjacent engineers — platform, DevOps, ML engineers without security background — represent the most realistic near-term supply of AI security talent. But hiring filters are calibrated to 'security professionals who've added AI,' not 'AI professionals who've added security.' Survey data shows adjacent engineers have moderate confidence in AI security but face specific, navigable barriers: vocabulary gaps and credential expectations rather than capability gaps. The market is filtering out its most viable near-term talent supply.

Based on analyzed job-description signals, not proof of any individual company’s internal security maturity.

Adjacent talent supply

Most viable near-term pipeline

Chart targets

  • chart_survey_adjacent_confidence
  • chart_survey_adjacent_barrier
  • chart_survey_adjacent_training_needs
  • chart_survey_flash_archetype

Active filters: period=all, industry=all, seniority=all

Clear

Evidence charts

Current chart outputs for this finding

Adjacent Engineer Confidence by AI Security Task

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What Stops Adjacent Engineers Entering AI Security?

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Training Adjacent Engineers Want for AI Security

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Organization AI Security Archetype (Flash Assessment)

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Recommended actions

What leaders should do next

Redesign job filters to assess AI security capability, not security job history.
Create explicit adjacent-engineer onboarding pathways with vocabulary and tooling support.
Score adjacent candidates on demonstrated AI understanding, not credential matching.

Browse the full citation library for supporting research and source quotes.

Evidence library →