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TOKEN RUNNER // THE A.I. UNIVERSE EXPLAINED · 28 October 2026

Detectors Out

Software that says it can tell when a student used AI to write an essay. Some of America's best-known universities are turning it off.

The universities.

Yale's teaching centre: it "doesn't endorse the use of AI detection software". On its Turnitin page: "The AI detection feature of Turnitin is currently disabled." Cornell: "it is unlikely that detection technologies will provide a workable solution."

Each in its own words, on its own pages. Yale's sentence whole: "…the Poorvu Center doesn't endorse the use of AI detection software or enable such features in Canvas." Cornell's whole: "Unfortunately, it is unlikely that detection technologies will provide a workable solution to this problem." Vanderbilt, in August 2023: "Vanderbilt has decided to disable Turnitin's AI detection tool for the foreseeable future." (its own estimate then: of 75,000 papers submitted in 2022, "around 750 student papers could have been incorrectly labeled"). UW-Madison: it "decided not to offer an enterprise tool for AI detection".

A frame of the film: Yale's and Cornell's own words.

One university's numbers.

Washington State University cancelled its AI-detection contract in February. Its own memo explains why. In one term, the detector checked nearly a hundred and fifty thousand assignments. At a one percent false-positive rate, the university's own memo estimates almost fifteen hundred were likely flagged when they weren't AI. And between 2023 and 2025, a third of the AI cases that reached its hearing boards ended "not responsible", because the detector was the only evidence.

A frame of the film: Washington State's two big numbers, 148,547 checked and almost 1,485 likely flagged though not AI at the memo's 1% rate, with the third of the hearing-board AI cases under them.

The memo's own figures: 148,547 assessments in Fall 2024; at a 1% false-positive rate, which the memo calls disputed ("Although disputed, Turnitin claims that they have a false positive detection rate… of 1-2%") and works with, "almost 1,485 assessments were likely flagged… when they were not"; a third of the hearing-board AI cases, 2023 to 2025. The 1-2% is the memo's reading of Turnitin's claim, not Turnitin's own current figure; Turnitin's 2023 blog gave "less than 1%" at the document level and "around 4%" at the sentence level. The memo also says "other studies placed this value higher, especially for students who are neurodivergent or have English as a second language", and that "even experts can have false positive detection rates of 4% or more".

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Source: Washington State University, its memo on the AI-detection contract (February 2026), read at source 28 October 2026

The maker.

Even the maker says so. Turnitin's own guide says its AI detection "should not be used as the sole basis for adverse actions against a student."

Turnitin's current guide, quoted exactly. Scores of 1 to 19% now show as an asterisk.

The schools.

And in America's schools? A national survey of more than a thousand public-school teachers and principals: only eighteen percent of teachers say their school has specific rules on AI.

The Center for Digital Thriving's survey, fielded April to May 2025: 18% of teachers and 24% of principals answered "Yes" or "Yes, but they need significant improvement" to "Are there specific policies or guidelines that govern Gen AI use in your school?" (the report gives no "No" split); 25% and 29% report an AI dilemma; of those, 74% and 69% describe suspected cheating. Two groups, never summed.

A frame of the film: the survey's three pairs as tiles, teachers against principals, never summed: has AI rules 18% and 24%; has had an AI dilemma 25% and 29%; of those with a dilemma, suspected cheating 74% and 69%.

Source: Center for Digital Thriving (Tench, Weinstein and James, with Starks and Konrath), 2026, the report's own figures, read at source 28 October 2026

A teacher's hunch.

The tool that promised to catch AI is being switched off. In America's schools, what's left, for now, is what researchers call "AI-dar": a teacher's hunch.

"AI-dar" is the researchers' term for K-12; Washington State's memo says suspicion alone "is not sufficient". What we couldn't confirm: How many universities have switched detection off in all (five named here, in their own words).

Every figure from the universities' own pages, Turnitin's own guide, and the survey's own report. Token Runner dot A I.

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