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aisecurity.llc

The Knowledge Desert

3 Wikimedia pages exist for a field with 2,730 arXiv papers and 2,500 GitHub repos. There is no canonical public reference for 'AI security engineering' as a practice. The codification lag — time from practice emergence to public knowledge entry — is extreme and unlike any established security domain. You cannot onboard juniors into a discipline that has no Wikipedia. This is the structural explanation for why Entry-Level Extinction and Skills Validation Gap exist: there is no codified curriculum to build on.

Codification lag crisis

What this finding measures

Internal / Teaser Only

3 Wikimedia pages exist for a field with 2,730 arXiv papers and 2,500 GitHub repos. There is no canonical public reference for 'AI security engineering' as a practice. The codification lag — time from practice emergence to public knowledge entry — is extreme and unlike any established security domain. You cannot onboard juniors into a discipline that has no Wikipedia. This is the structural explanation for why Entry-Level Extinction and Skills Validation Gap exist: there is no codified curriculum to build on.

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

Codification index

3 Wikimedia pages vs 2,730 arXiv papers

Chart targets

  • chart_external_wikimedia_new_pages_per_month
  • chart_survey_adjacent_barrier
  • chart_survey_adjacent_training_needs

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

Clear

Evidence charts

Current chart outputs for this finding

External Signals

Wikimedia New Pages by Month

Directional codification momentum via new page creation.

public.data.external.wikimedia.metrics.monthly
Source: public.data.external.wikimedia.metrics.monthly
Wikimedia coverage is editorially mediated and may lag technical practice.

Spec title: chart_external_wikimedia_new_pages_per_month

Chart ID: chart_external_wikimedia_new_pages_per_month

Source: public.data.external.wikimedia.metrics.monthly

Caption: Monthly count of newly codified AI security concept pages.

Chart caveat: Wikimedia coverage is editorially mediated and may lag technical practice.

Deck note: Use as knowledge stabilization indicator.

What Stops Adjacent Engineers Entering AI Security?

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Training Adjacent Engineers Want for AI Security

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Recommended actions

What leaders should do next

Invest in public knowledge codification as a talent supply infrastructure investment.
Build internal AI security runbooks and knowledge bases before hiring — onboarding requires reference material.
Contribute definitions, concepts, and case studies to public repositories.

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

Evidence library →