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https://www.productionai.institute/graph/events/evt-aiid-229

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Production AI Institute public record · AI Incident Database: Content Using Bestiality Thumbnails Allegedly Evaded YouTube’s Thumbnail Monitoring System · observed 2022-05-31
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AI Incident Database: Content Using Bestiality Thumbnails Allegedly Evaded YouTube’s Thumbnail Monitoring System

YouTube’s thumbnail monitoring system was allegedly evaded by content farms such as ones in Cambodia who spike viewership and generate ad revenue using bestiality-themed thumbnails.

AI Incident Database · Incident 229

Operator lens (medium): inspect D2 (output validation), D6 (autonomy oversight).

Confidence
82%
Sources
3
Entities
3
Detected
detected 1510d ago

Event summary

YouTube’s thumbnail monitoring system was allegedly evaded by content farms such as ones in Cambodia who spike viewership and generate ad revenue using bestiality-themed thumbnails.

D2D6

Linked entities

  • Google

    vendor | 70%

  • youtube-users

    organisation | 70%

  • youtube-content-creators

    organisation | 70%

Related graph edges

EdgeTypeConfidence
ent-vendor-google to ent-psf-d1maps to60%
ent-vendor-google to ent-psf-d1maps to60%
ent-vendor-google to ent-psf-d1maps to60%
ent-vendor-google to ent-psf-d2maps to60%
ent-vendor-google to ent-psf-d2maps to60%
ent-vendor-google to ent-psf-d2maps to60%
ent-vendor-google to ent-psf-d4maps to60%
ent-vendor-google to ent-psf-d4maps to60%
ent-vendor-google to ent-psf-d4maps to60%
ent-vendor-google to ent-psf-d6maps to60%
ent-vendor-google to ent-psf-d6maps to60%
ent-vendor-google to ent-psf-d6maps to60%

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Event dates

  • Happened 23 Apr 2018

  • Detected 31 May 2022

Sources

  • AI Incident Database - Incident 229

    secondary | checked 9 July 2026

    Open source
  • YouTube channels are using bestiality thumbnails as clickbait

    secondary | checked 31 May 2022

    Open source
  • YouTube Hosted Graphic Images Of Bestiality For Months

    secondary | checked 31 May 2022

    Open source
Cite this record

"AI Incident Database: Content Using Bestiality Thumbnails Allegedly Evaded YouTube’s Thumbnail Monitoring System." https://www.productionai.institute/graph/events/evt-aiid-229 (observed 2018-04-23; retrieved 2026-07-19). PAI.

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