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A/KAI Kills What?

Live disruption radar

Updated 13 Oct 2026, 12:42 UTC

What is happening right now

Every event below is verified, classified and scored by our internal analysis pipeline, then mapped to the careers it affects. No raw feeds, no unvetted links - just the verdict.

Signals analyzed

943

Evidence points

149

Careers monitored

908

Automated tasks

14,444

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Disruption feed (30 events)

Our verdicts, newest first - with disruption scores and affected careers. Underlying research and data collection methods stay proprietary.

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  1. Occupation score change
    IMPACT 100

    software developer exposure decreased 27.0 points

    AI Exposure Score moved from a previous calculation to 35/100 under methodology v1.0. 9 evidence item(s) contributed.

    Verified signalConfidence:85 · highVerified by AIKillsWhat
  2. New model
    IMPACT 45

    Overseas AI News October 2: Google's new model is for defenders only, Cloudflare releases 'choice-only AI'

    Good morning. From the overseas AI news between 9/30 and 10/1 (JST), I have selected four stories that were not covered yesterday. This article was drafted by AI (Claude) and verified against official announcements from each company.

    Frontier releaseConfidence:78 · moderateVerified by AIKillsWhat
  3. Labour market update
    IMPACT 35

    Why companies are hiring workers back after AI-driven layoffs

    When companies make big bets by adopting unproven emerging technologies, things don’t necessarily go as planned. When the reality doesn’t live up to the hype, they often course correct, usually ...

    Workforce dataConfidence:80 · highVerified by AIKillsWhat
  4. Research published
    IMPACT 20

    Aleph Alpha Kolibri: How the sovereign German LLM works

    410 HN points. Discussion: https://news.ycombinator.com/item?id=49943034

    Labor researchConfidence:68 · moderateVerified by AIKillsWhat
  5. Occupation score change
    IMPACT 10

    police officer exposure increased 1.0 points

    AI Exposure Score moved from a previous calculation to 37/100 under methodology v1.0. 0 evidence item(s) contributed.

    Verified signalConfidence:40 · lowVerified by AIKillsWhat
  6. Occupation score change
    IMPACT 10

    project manager exposure increased 1.0 points

    AI Exposure Score moved from a previous calculation to 52/100 under methodology v1.0. 2 evidence item(s) contributed.

    Verified signalConfidence:50 · lowVerified by AIKillsWhat
  7. Occupation score change
    IMPACT 30

    social worker exposure increased 3.0 points

    AI Exposure Score moved from a previous calculation to 40/100 under methodology v1.0. 0 evidence item(s) contributed.

    Verified signalConfidence:40 · lowVerified by AIKillsWhat
  8. Occupation score change
    IMPACT 30

    therapist exposure increased 3.0 points

    AI Exposure Score moved from a previous calculation to 39/100 under methodology v1.0. 0 evidence item(s) contributed.

    Verified signalConfidence:40 · lowVerified by AIKillsWhat
  9. Occupation score change
    IMPACT 10

    electrician exposure increased 1.0 points

    AI Exposure Score moved from a previous calculation to 30/100 under methodology v1.0. 0 evidence item(s) contributed.

    Verified signalConfidence:40 · lowVerified by AIKillsWhat
  10. Occupation score change
    IMPACT 10

    quality control inspector exposure increased 1.0 points

    AI Exposure Score moved from a previous calculation to 39/100 under methodology v1.0. 0 evidence item(s) contributed.

    Verified signalConfidence:40 · lowVerified by AIKillsWhat
  11. Occupation score change
    IMPACT 10

    insurance claims adjuster exposure increased 1.0 points

    AI Exposure Score moved from a previous calculation to 42/100 under methodology v1.0. 0 evidence item(s) contributed.

    Verified signalConfidence:40 · lowVerified by AIKillsWhat
  12. Occupation score change
    IMPACT 30

    financial advisor exposure increased 3.0 points

    AI Exposure Score moved from a previous calculation to 43/100 under methodology v1.0. 0 evidence item(s) contributed.

    Verified signalConfidence:40 · lowVerified by AIKillsWhat
  13. Occupation score change
    IMPACT 10

    research scientist exposure increased 1.0 points

    AI Exposure Score moved from a previous calculation to 53/100 under methodology v1.0. 2 evidence item(s) contributed.

    Verified signalConfidence:50 · lowVerified by AIKillsWhat
  14. Occupation score change
    IMPACT 20

    postsecondary teacher exposure increased 2.0 points

    AI Exposure Score moved from a previous calculation to 41/100 under methodology v1.0. 1 evidence item(s) contributed.

    Verified signalConfidence:45 · lowVerified by AIKillsWhat
  15. Occupation score change
    IMPACT 10

    tutor exposure increased 1.0 points

    AI Exposure Score moved from a previous calculation to 42/100 under methodology v1.0. 1 evidence item(s) contributed.

    Verified signalConfidence:45 · lowVerified by AIKillsWhat
  16. Occupation score change
    IMPACT 10

    teacher exposure increased 1.0 points

    AI Exposure Score moved from a previous calculation to 41/100 under methodology v1.0. 1 evidence item(s) contributed.

    Verified signalConfidence:45 · lowVerified by AIKillsWhat
  17. Occupation score change
    IMPACT 20

    medical records technician exposure increased 2.0 points

    AI Exposure Score moved from a previous calculation to 65/100 under methodology v1.0. 2 evidence item(s) contributed.

    Verified signalConfidence:50 · lowVerified by AIKillsWhat
  18. Occupation score change
    IMPACT 10

    pharmacist exposure increased 1.0 points

    AI Exposure Score moved from a previous calculation to 39/100 under methodology v1.0. 0 evidence item(s) contributed.

    Verified signalConfidence:40 · lowVerified by AIKillsWhat
  19. Occupation score change
    IMPACT 10

    radiologic technologist exposure increased 1.0 points

    AI Exposure Score moved from a previous calculation to 29/100 under methodology v1.0. 0 evidence item(s) contributed.

    Verified signalConfidence:40 · lowVerified by AIKillsWhat
  20. Occupation score change
    IMPACT 20

    physician exposure increased 2.0 points

    AI Exposure Score moved from a previous calculation to 45/100 under methodology v1.0. 2 evidence item(s) contributed.

    Verified signalConfidence:50 · lowVerified by AIKillsWhat
  21. Occupation score change
    IMPACT 10

    registered nurse exposure increased 1.0 points

    AI Exposure Score moved from a previous calculation to 30/100 under methodology v1.0. 0 evidence item(s) contributed.

    Verified signalConfidence:40 · lowVerified by AIKillsWhat
  22. Occupation score change
    IMPACT 10

    training specialist exposure increased 1.0 points

    AI Exposure Score moved from a previous calculation to 45/100 under methodology v1.0. 1 evidence item(s) contributed.

    Verified signalConfidence:45 · lowVerified by AIKillsWhat
  23. Occupation score change
    IMPACT 10

    marketing copywriter exposure increased 1.0 points

    AI Exposure Score moved from a previous calculation to 69/100 under methodology v1.0. 5 evidence item(s) contributed.

    Verified signalConfidence:65 · moderateVerified by AIKillsWhat
  24. Occupation score change
    IMPACT 10

    market research analyst exposure increased 1.0 points

    AI Exposure Score moved from a previous calculation to 51/100 under methodology v1.0. 3 evidence item(s) contributed.

    Verified signalConfidence:55 · lowVerified by AIKillsWhat
  25. Occupation score change
    IMPACT 20

    financial analyst exposure increased 2.0 points

    AI Exposure Score moved from a previous calculation to 59/100 under methodology v1.0. 4 evidence item(s) contributed.

    Verified signalConfidence:60 · moderateVerified by AIKillsWhat
  26. Occupation score change
    IMPACT 30

    accountant exposure increased 3.0 points

    AI Exposure Score moved from a previous calculation to 53/100 under methodology v1.0. 4 evidence item(s) contributed.

    Verified signalConfidence:60 · moderateVerified by AIKillsWhat
  27. Occupation score change
    IMPACT 10

    lawyer exposure increased 1.0 points

    AI Exposure Score moved from a previous calculation to 55/100 under methodology v1.0. 4 evidence item(s) contributed.

    Verified signalConfidence:60 · moderateVerified by AIKillsWhat
  28. Occupation score change
    IMPACT 10

    paralegal exposure increased 1.0 points

    AI Exposure Score moved from a previous calculation to 68/100 under methodology v1.0. 6 evidence item(s) contributed.

    Verified signalConfidence:70 · moderateVerified by AIKillsWhat
  29. Occupation score change
    IMPACT 20

    medical transcriptionist exposure increased 2.0 points

    AI Exposure Score moved from a previous calculation to 54/100 under methodology v1.0. 1 evidence item(s) contributed.

    Verified signalConfidence:45 · lowVerified by AIKillsWhat
  30. Occupation score change
    IMPACT 10

    bookkeeping clerk exposure increased 1.0 points

    AI Exposure Score moved from a previous calculation to 60/100 under methodology v1.0. 3 evidence item(s) contributed.

    Verified signalConfidence:55 · lowVerified by AIKillsWhat
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The Live Disruption Radar streams continuously. Each entry shows our independent assessment - impact score, confidence and affected careers.