newsroom.sgit.ai / world news day / the vocabulary

The vocabulary

38 words the corpus argues about, 33 of them used by more than one piece — and 4 places in 1,070 sentences where anybody says what one of them means.

Beta, agent-produced. The fetching, extraction, classification and drafting here are done by software agents against frozen bytes. Nothing on this page is a legal opinion, and there has been no legal review. If you are deciding whether you may republish one of these pieces, read the terms on the piece itself and ask the publisher — that is the point we are making.

We hold all twenty-one pieces and republish none of them. Every article is linked to its original on worldnewsday.org. What is published here is the description: who wrote it, under what terms, what it links to, what words it contains. The prose belongs to the people who wrote it, and the gate on this section fails the build if twelve consecutive words of any piece appear on any page we generate.

Every number walks back to bytes we hold. Each page was fetched once, frozen to a dated snapshot in this repository and hashed with SHA-256. The counts are re-derived from those bytes by a second program before anything ships. The register → · The method →

With a rule tight enough not to misrepresent anybody, twenty-one pieces arguing about trust, truth, journalism and democracy contain 4 explicit statements of what any of those words means, across 1,070 sentences. The only term stated twice is stated by the same author both times. The vocabulary is shared; the definitions are assumed.

The rule, and what it cost

A first version of the definition rule matched the pattern anywhere in a sentence and found 29. It also read “the decline of local news is a global phenomenon” as that piece defining local news as a phenomenon eroding democracies — which is not what the author wrote, and printing it beside another author’s definition would have misrepresented them both.

So the rule now requires the term to be the subject of its own sentence, and finds 4. 25 apparent definitions were given up to avoid putting words in people’s mouths. A looser rule would have produced a richer page and a worse one, and both numbers are published so you can judge the trade rather than take it.

Where two pieces say what the same word means

trust — said by 2 pieces. Both by the same author, writing twice in this corpus — a repetition, not a disagreement.

“Trust is not something we are entitled to inherit from…” — Journalism & Our Chaotic World’s Future

“Trust is earned over a lifetime, and it has to…” — 2026 World News Day: Time to fight

Two pieces saying a word means different things is not a contradiction and neither piece is wrong. It is where the industry has not agreed with itself — and it is invisible unless you read all twenty-one at once. Whose byline matters: the same author writing twice is a repetition, not a disagreement, and the gate checks that label against the bylines rather than trusting it.

Every term

A term is counted where it appears as a word and nothing more is claimed. The patterns are in data/claim-rules.json.

TermPiecesUsesWhereAnyone say what it means?
journalism211782026 World News Day: Time to fight, A lesson from Ukraine: Newsroom re, America Was the Arsenal of Democra, Democracy Needs Journalism in Ever, Dystopia, Inc: Would you like your, Football’s enduring controversies …—
facts15342026 World News Day: Time to fight, America Was the Arsenal of Democra, Dystopia, Inc: Would you like your, Football’s enduring controversies , Free press needs alliances against, Journalism is Civic Infrastructure…—
trust14312026 World News Day: Time to fight, Democracy Needs Journalism in Ever, Dystopia, Inc: Would you like your, Football’s enduring controversies , Independent News Media Need More T, Journalism & Our Chaotic World’s F…yes — 2026-world-news-day-ti, journalism-our-chaotic
independence1232A lesson from Ukraine: Newsroom re, America Was the Arsenal of Democra, Independent News Media Need More T, India’s students found their voice, Journalism is Civic Infrastructure, Journalism & Our Chaotic World’s F…—
audience1223Democracy Needs Journalism in Ever, Football’s enduring controversies , Free press needs alliances against, Independent News Media Need More T, Journalism & Our Chaotic World’s F, Nicaragua: Reinventing Journalism …—
artificial intelligence1131Dystopia, Inc: Would you like your, Football’s enduring controversies , Free press needs alliances against, Journalism is Civic Infrastructure, Journalism & Our Chaotic World’s F, Media faces violence, persecution …—
truth11242026 World News Day: Time to fight, Democracy Needs Journalism in Ever, Dystopia, Inc: Would you like your, Free press needs alliances against, Journalism & Our Chaotic World’s F, Nicaragua: Reinventing Journalism …—
war1124A lesson from Ukraine: Newsroom re, America Was the Arsenal of Democra, Football’s enduring controversies , Free press needs alliances against, Independent News Media Need More T, Journalism & Our Chaotic World’s F…—
community10362026 World News Day: Time to fight, A lesson from Ukraine: Newsroom re, Democracy Needs Journalism in Ever, Independent News Media Need More T, Journalism is Civic Infrastructure, Journalism & Our Chaotic World’s F…—
democracy925America Was the Arsenal of Democra, Democracy Needs Journalism in Ever, Football’s enduring controversies , Free press needs alliances against, Independent News Media Need More T, Journalism is Civic Infrastructure…—
source9142026 World News Day: Time to fight, America Was the Arsenal of Democra, Democracy Needs Journalism in Ever, Dystopia, Inc: Would you like your, Independent News Media Need More T, India’s students found their voice…—
social media912America Was the Arsenal of Democra, Democracy Needs Journalism in Ever, Dystopia, Inc: Would you like your, India’s students found their voice, Media faces violence, persecution , Thank goodness for the storyteller…—
reader8162026 World News Day: Time to fight, A lesson from Ukraine: Newsroom re, India’s students found their voice, Journalism & Our Chaotic World’s F, Remembering 9-11 as a local news s, Thank goodness for the storyteller…—
verification812Football’s enduring controversies , Independent News Media Need More T, Journalism & Our Chaotic World’s F, Media faces violence, persecution , Nicaragua: Reinventing Journalism , The Integrity Dividend: The Value …—
algorithm8112026 World News Day: Time to fight, America Was the Arsenal of Democra, Dystopia, Inc: Would you like your, Football’s enduring controversies , Free press needs alliances against, Media faces violence, persecution …—
freedom732A lesson from Ukraine: Newsroom re, America Was the Arsenal of Democra, Free press needs alliances against, India’s students found their voice, Media faces violence, persecution , Nicaragua: Reinventing Journalism …—
local news715A lesson from Ukraine: Newsroom re, Free press needs alliances against, Independent News Media Need More T, Journalism is Civic Infrastructure, Remembering 9-11 as a local news s, Thank goodness for the storyteller…—
platform713Democracy Needs Journalism in Ever, India’s students found their voice, Journalism & Our Chaotic World’s F, Media faces violence, persecution , The Integrity Dividend: The Value , Truth in an AI World…—
infrastructure7112026 World News Day: Time to fight, A lesson from Ukraine: Newsroom re, Independent News Media Need More T, India’s students found their voice, Journalism is Civic Infrastructure, Journalism & Our Chaotic World’s F…—
funding610A lesson from Ukraine: Newsroom re, Free press needs alliances against, Independent News Media Need More T, Journalism is Civic Infrastructure, Remembering 9-11 as a local news s, The role of the news media in figh—
disinformation692026 World News Day: Time to fight, Independent News Media Need More T, Media faces violence, persecution , The Integrity Dividend: The Value , The role of the news media in figh, Truth in an AI Worldyes — the-integrity-dividend
press freedom519A lesson from Ukraine: Newsroom re, Free press needs alliances against, India’s students found their voice, Media faces violence, persecution , Nicaragua: Reinventing Journalism —
public interest59Democracy Needs Journalism in Ever, Football’s enduring controversies , Independent News Media Need More T, Journalism & Our Chaotic World’s F, The things I learned from my daug—
climate416Football’s enduring controversies , Thank goodness for the storyteller, The Integrity Dividend: The Value , The role of the news media in figh—
misinformation39The things I learned from my daug, Truth in an AI World, We must make truth matter againyes — we-must-make-truth-mat
evidence36Independent News Media Need More T, Journalism & Our Chaotic World’s F, The things I learned from my daug—
propaganda342026 World News Day: Time to fight, India’s students found their voice, When information is everywhere, an—
censorship29Free press needs alliances against, Nicaragua: Reinventing Journalism —
public service23Journalism & Our Chaotic World’s F, The Integrity Dividend: The Value —
accountability22The Integrity Dividend: The Value , The things I learned from my daug—
transparency22Dystopia, Inc: Would you like your, The Integrity Dividend: The Value —
business model22Journalism & Our Chaotic World’s F, The things I learned from my daug—
impunity22America Was the Arsenal of Democra, The Integrity Dividend: The Value —
exile18Nicaragua: Reinventing Journalism —
subscription11Journalism is Civic Infrastructure—
advertising11Journalism & Our Chaotic World’s F—
licence11Free press needs alliances against—
ownership11Journalism is Civic Infrastructure—

In the vocabulary and used by nobody: copyright, safety.

For an agent

Fetch data/terms.json and data/claims.json. The first carries every term with the pieces that use it, the pieces that define it, and the divergences with the byline test applied; the second carries all 1,070 sentences typed and anchored. A term count says a word appears — it is not a topic model and it is not a claim about what anybody meant.