NBER working paper puts AI-generated text at 29.4% of early-2026 US STEM dissertation abstracts
NBER researchers using the Pangram detector flagged AI-generated text in 29.4% of US STEM dissertation abstracts filed from January to May 2026. The unreviewed paper also finds that graduates with flagged abstracts who did their undergraduate degrees in the US were 17% less likely to work in academia.
Reality
- Evidence50
- Adoption30
- Hype gap+15
- Incentives
- Not scored
- Confidence50
YouTube calls its July 20 AI-content update a clarification of a long-standing inauthentic content rule
YouTube said on July 20 it wants to reward creators who use AI to enhance original storytelling over those who mass-produce generic content. A spokesperson called it a clarification of an existing policy, so creator programs are already subject to the rule.
Reality
- Evidence50
- Adoption
- Not scored
- Hype gap+10
- Incentives
- Not scored
- Confidence55
Caine Prize reviews its winner after an AI detector scored the story almost entirely machine-written
Caine Prize is reviewing Simbarashe Kundizeza's winning story after The Atlantic reported that Pangram software scored it as almost completely AI-generated. Any ruling would rest on a tool that, by the critic's own account, has little independent testing behind it.
Reality
- Evidence30
- Adoption
- Not scored
- Hype gap+35
- Incentives
- Not scored
- Confidence40
buildConfirmed5 publishers The Claude watermark survives light editing and dissolves under heavy editing, and its absence proves nothing. Policies that treat it as a verdict are built on a binary that does not exist.
Perspective Coverage
5 publishers
- Builder
- Builder 41%
- Operator
- Operator 47%
- Investor
- Investor 12%
Reality
- Evidence55
- Adoption45
- Hype gap+5
- Incentives35
- Confidence60
Books by People will check authors' drafts before stamping a book human-written
Books by People has UK Intellectual Property Office approval for a thumbprint cover mark certifying human authorship, with five publishers signed up. Publishers pay for the stamp, while authors supply drafts and research files and carry the risk of a false positive.
Reality
- Evidence45
- Adoption8
- Hype gap+15
- Incentives65
- Confidence50
Dartmouth's inquiry into its own provost tests whether campus AI rules reach the top
Dartmouth College is investigating AI use in provost Santiago Schnell's writing after a detector scored his essay on AI cheating 100% AI-written. In his apology he names disclosure as the rule he broke, and a college can apply that rule to its provost and its students alike.
Reality
- Evidence45
- Adoption
- Not scored
- Hype gap+30
- Incentives
- Not scored
- Confidence40
France's Académie Goncourt dropped Thélyson Orélien's novel from its first selection, citing plagiarism and analyses that AI most likely wrote most of it. For anyone who sells AI checks, the case shows a likelihood score counting once a plagiarism record sat beside it.
Perspective Coverage
3 publishers
- Builder
- Builder 35%
- Operator
- Operator 48%
- Investor
- Investor 17%
Reality
- Evidence58
- Adoption
- Not scored
- Hype gap+20
- Incentives55
- Confidence60
AI detectors are flagging executives' posts as AI-written, and not everyone agrees with the verdict
LinkedIn asks users to flag suspected AI posts, Substack labels them and Anthropic watermarks Claude's text, while detector Pangram claims 99.7% accuracy. Readers can now check anything an executive signs. That makes a written rule on AI drafting necessary.
Reality
- Evidence35
- Adoption40
- Hype gap+30
- Incentives60
- Confidence40
Anthropic says it is watermarking Claude text to satisfy the EU AI Act Transparency Code and plans a detection API. The exposure sits with teams shipping generated work as their own.
Perspective Coverage
7 publishers
- Builder
- Builder 37%
- Operator
- Operator 44%
- Investor
- Investor 19%
Reality
- Evidence48
- Adoption45
- Hype gap+20
- Incentives62
- Confidence55
buildConfirmed2 publishers A detector run over 490,000 Common Crawl pages puts a number on synthetic text in the crawlable web, and the number is uneven enough to change how you build a training set.
Reality
- Evidence62
- Adoption40
- Hype gap+15
- Incentives35
- Confidence58
Corporate ghostwriting has reached the employee layer, sold on a monthly retainer priced per head. The question managers have avoided is whether posting belongs in the job description.
Reality
- Evidence40
- Adoption20
- Hype gap+25
- Incentives75
- Confidence50
Researchers counted at least 40,000 people in Nairobi writing other people's coursework early this decade. The trade is close to gone, and the work that still pays is rewriting model output by hand until the software cannot tell.
Perspective Coverage
3 publishers
- Builder
- Builder 20%
- Operator
- Operator 50%
- Investor
- Investor 30%
Reality
- Evidence55
- Adoption40
- Hype gap+25
- Incentives30
- Confidence60
buildConfirmed7 publishers Three of the four authors of last week's wiki-agent report say an OpenAI swarm very likely published the hundreds of packages that hit RubyGems on 12 May, and their strongest evidence is a retrieval trick the wiki agents also used.
Perspective Coverage
8 publishers
- Builder
- Builder 36%
- Operator
- Operator 39%
- Investor
- Investor 25%
Reality
- Evidence70
- Adoption
- Not scored
- Hype gap+20
- Incentives55
- Confidence65
Reddit withholds suspected spam from the home feed while it reviews it
Reddit says holding suspected spam out of the main feed during review cut home-feed spam by 28% in testing, and it will also stop recommending accounts that were asked to prove a person is behind them and have not done so.
Reality
- Evidence45
- Adoption40
- Hype gap+25
- Incentives78
- Confidence55
buildOne report1 publisher Which prompt built the test set decides Pangram's AI-assisted false-positive rate
Pangram's own 4.0 testing put the false-positive rate on AI-assisted documents at 0.01 percent, 4 percent or 7 percent depending on how the test text was produced, and the website shows the smallest of the three.
Reality
- Evidence48
- Adoption30
- Hype gap+20
- Incentives60
- Confidence42
A manager's request to keep LinkedIn on-message collides with how recruiters now hire
A salesperson said his manager asked him to point his LinkedIn page at the day job after the CEO wondered about split time. The career coach quoted in the same report says recruiters now find candidates by searching that page.
Reality
- Evidence40
- Adoption55
- Hype gap+25
- Incentives72
- Confidence52
Self-published genre fiction on Amazon added titles twice as fast as revenue
Two detection studies put machine-written text across large slices of Amazon's self-published shelf, and the sales figures underneath one of them show a market that grew in dollars while thinning out per title.
Reality
- Evidence45
- Adoption55
- Hype gap+20
- Incentives60
- Confidence45
More than a dozen TV stations aired a segment casting Flock's critics as China-backed
The lobbying report making that case rests on one article by a Singham-funded outlet and some socialist party posts, and it argues about who funds Flock's critics rather than about the misuse they documented.
Reality
- Evidence56
- Adoption40
- Hype gap+45
- Incentives80
- Confidence58
The founder of a deepfake-detection firm verifies his wife's calls with a safeword
Two detection chief executives describe their own products as probabilities rather than verdicts. That is the constraint to design around before a score is allowed to fail a student or close an account.
Reality
- Evidence55
- Adoption
- Not scored
- Hype gap+12
- Incentives72
- Confidence58
buildOne report1 publisher StealthGPT claims 89% Pangram bypass rate in own benchmark, separately reports 18% factual-consistency failure rate
Super exists because Pangram V4 stopped working against StealthGPT's old rewriter, and the launch report puts the evasion number next to a factual-consistency score of 82 percent on the same 100 samples.
Reality
- Evidence32
- Adoption27
- Hype gap+41
- Incentives86
- Confidence57