Why AI Detectors Flag Original Writing: The False-Positive Evidence, Explained

AI detectors

AI plagiarism detectors misfire on genuine human writing because their core signal — text perplexity — penalizes simple, predictable sentence structure, which is common in non-native English and plain prose. Peer-reviewed testing has found false-positive rates as high as 61% in some writer populations, even as vendors advertise under 1%. TL;DR A zero-grade, an expulsion … Read more

AI in Education: Documented Failures, Real Costs, and the Rules

AI in education

Research current to 12 October 2026. Each claim links to the source it came from. Where I could only reach a secondary source, the text says so. The short version How to read the evidence I sort sources into three tiers. Tier A: court opinions, official gazettes, peer-reviewed papers and intergovernmental reports. Tier B: major … Read more