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Detectors, watermarks, false positives and fair rules for schools and teams.

  • Pencil resting on a multiple-choice answer sheet with numbered bubbles
    Are AI Detectors Accurate? What the Studies ShowAre AI detectors accurate? Studies found false positive rates up to 61% for non-native writers. The numbers, why detectors fail and what they are fit for.
  • University library reading room with wooden desks, white reading lamps and two floors of bookshelves
    Falsely Accused of Using AI? How to Prove You Wrote ItFalsely accused of using AI on an essay? Gather version history and drafts, ask for the evidence, cite detector studies and use this email template to respond.
  • Sheet of laid paper on a light box showing a crowned crest watermark and a maker's name
    AI Text Watermark: How SynthID Works and Where It FailsAn AI text watermark hides a statistical pattern in word choice. How SynthID Text works, why OpenAI held back its own and what the EU AI Act requires by 2026.
  • The European Commission's Berlaymont building in Brussels with a large EU banner on its facade
    EU AI Act Article 50: AI Labelling Rules and DeadlinesEU AI Act Article 50 applies from 2 August 2026: chatbot disclosure, machine-readable marking, deepfake labels. Duties, deadlines and fines up to €15m.
Fake AI

Fake AI is a guide published by OnlineBuilders LLC, a technology studio for SaaS, AI and data platforms. Related: AI systems.

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