--- title: AI detectors don't work, and we've wired them into... description: AI content detectors are fundamentally unreliable yet are being embedded into high-stakes decisions affecting real people — in education, hiring, and legal... canonical: https://daily.dev/posts/ai-detectors-don-t-work-and-we-ve-wired-them-into-decisions-about-real-people-tnpezenjy twitter:card: summary_large_image twitter:site: @dailydotdev og:type: website og:site_name: daily.dev og:title: AI detectors don't work, and we've wired them into decisions about real people | daily.dev og:description: AI content detectors are fundamentally unreliable yet are being embedded into high-stakes decisions affecting real people — in education, hiring, and legal... og:url: https://daily.dev/posts/ai-detectors-don-t-work-and-we-ve-wired-them-into-decisions-about-real-people-tnpezenjy og:image: https://api.daily.dev/og/posts/TNpeZeNJY.png og:image:alt: AI detectors don't work, and we've wired them into decisions about real people og:image:width: 1200 og:image:height: 630 og:locale: en --- > ## Documentation Index > Fetch the complete documentation index at: https://daily.dev/llms.txt > Use this file to discover all available pages before exploring further. # AI detectors don't work, and we've wired them into decisions about real people **[Aleksei Aleinikov — Cloud & Platform Engineering](https://daily.dev/sources/alekseialeinikov)** · [@aleksei_aleinikov](https://daily.dev/aleksei_aleinikov) · 1 min read · 0 upvotes · 0 comments ## Summary AI content detectors are fundamentally unreliable yet are being embedded into high-stakes decisions affecting real people — in education, hiring, and legal contexts. The core problem is that these tools produce false positives at scale, disproportionately flagging non-native English speakers and certain writing styles, while being trivially bypassed by those who know how. Wiring probabilistic, error-prone machine outputs into consequential human decisions creates systemic harm without accountability. ## Content [https://www.alekseialeinikov.com/en/blog/topics/ai/machines-checking-machines-ai-detection-absurdity-2026](https://www.alekseialeinikov.com/en/blog/topics/ai/machines-checking-machines-ai-detection-absurdity-2026) ## Similar posts on daily.dev - [AI detection tools cannot prove that text is AI-generated](https://daily.dev/posts/ai-detection-tools-cannot-prove-that-text-is-ai-generated-fvd95pteg) · sean goedecke · 2 upvotes · 0 comments --- Tags: [#llm](https://daily.dev/tags/llm), [#ethical-ai](https://daily.dev/tags/ethical-ai) [View this post on daily.dev](https://daily.dev/posts/ai-detectors-don-t-work-and-we-ve-wired-them-into-decisions-about-real-people-tnpezenjy) ```json {"@context":"https://schema.org","@graph":[{"@type":"Organization","@id":"https://daily.dev/#organization","name":"daily.dev","url":"https://daily.dev","logo":{"@type":"ImageObject","url":"https://daily.dev/apple-touch-icon.png","width":180,"height":180},"sameAs":["https://twitter.com/dailydotdev","https://github.com/dailydotdev","https://www.linkedin.com/company/daily-dev-ltd"]},{"@type":"WebSite","@id":"https://daily.dev/#website","url":"https://daily.dev","name":"daily.dev","publisher":{"@id":"https://daily.dev/#organization"},"potentialAction":{"@type":"SearchAction","target":{"@type":"EntryPoint","urlTemplate":"https://daily.dev/search?q={search_term_string}"},"query-input":"required name=search_term_string"}}]} {"@context":"https://schema.org","@type":"DiscussionForumPosting","mainEntityOfPage":"https://daily.dev/posts/ai-detectors-don-t-work-and-we-ve-wired-them-into-decisions-about-real-people-tnpezenjy","headline":"AI detectors don't work, and we've wired them into decisions about real people","text":"AI content detectors are fundamentally unreliable yet are being embedded into high-stakes decisions affecting real people — in education, hiring, and legal contexts. 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