2,547
Strict AI-relevant vulnerability disclosures
AI-Relevant Vulnerability Disclosures
Strict canonical AI-relevant vulnerability population.
Start with the pressure: sales, launch, abuse, agents, data, or guardrails
Intelligence
Versioned values with populations, cutoffs, caveats, and supersession state.
2,547
Strict AI-relevant vulnerability disclosures
Strict canonical AI-relevant vulnerability population.
3,411
AI-security-tagged papers
AI-security-tagged papers in the State 2026 research corpus.
27,260
Companies represented
Companies represented in the canonical State 2026 hiring corpus.
39:1
Established compliance language to AI-native governance language
Established compliance-language prevalence relative to AI-native governance and control vocabulary.
754,507
Job descriptions analyzed
Canonical State 2026 hiring corpus.
53,680
Rolling media corpus items
Items represented in the State 2026 rolling media corpus.
1,286,572
OpenSSF snapshot repositories
Repositories represented in the State 2026 OpenSSF snapshot.
1,558
Public AI incidents
Public AI incidents represented in the State 2026 incident corpus.
Historical record
These records remain visible for provenance and supersession history. They must not be treated as the current canonical value.
1,458
Legacy AI-relevant vulnerability count
Superseded by the strict canonical State 2026 vulnerability population.
2,548
Legacy AI-relevant vulnerability count
Superseded by the strict canonical State 2026 vulnerability population.
2,730
Legacy AI-security paper count
Superseded by the canonical State 2026 research corpus.
108:1
Legacy governance-language ratio
Superseded by the canonical State 2026 comparison method.
7.6:1
Legacy governance-language ratio
Superseded by the canonical State 2026 comparison method.
352,000
Legacy job-description corpus count
Superseded by the canonical State 2026 corpus.
98,754
Legacy job-description corpus count
Superseded by the canonical State 2026 corpus.
613,416
Legacy media corpus count
Superseded by the canonical normalized State 2026 rolling media corpus.