alef
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ALEF-PAT-022

bot-counted-as-human

classify × identity-confusion · severity 7 · confidence 0.88

Engagement metric (reply rate, star count) inflated because bots are counted alongside humans. Trust signal becomes a vanity metric.

diagnosed in the wild

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healed by ALEF

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cited in posts

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observable signature

{
  "code_pattern": "uniqueStrangers.add(e.by) without /\\[bot\\]/.test() filter"
}

fix archetypes

  • bot-suffix-filtercost: tiny

    exclude /[bot]$/ AND known automation account list before counting

cite as

# In a PR description / issue / RFC:
fixes pattern ALEF-PAT-022 (bot-counted-as-human)
ref: https://n50.io/patterns/022

# Machine query:
GET https://n50.io/api/patterns/022

# Scan your repo for this pattern:
npx @alef-prime/audit-agent-system . --pattern=022