LiveAI content provenanceWestern cycleAnchors pending

By end of 2028, Wikipedia-style reference sites will carry formal 'human-written only' certification?

As of 2 Oct · 12:00 UTCResolves 31 Dec 20283 movers1 pressure moments
Timeline A · Humans CertifiedReality
70%
Crowd 55%Gap 0

By end of 2028, Wikipedia and similar reference sites display a badge or seal certifying that their content is written by humans, not generated by AI tools. Editors enforce strict rules against bot-written text. The Wikimedia Foundation backs this standard with software tools that detect and flag AI contributions. Major sites adopt the label to show readers they can trust the source.

Timeline B · No CertificationReality
30%
Crowd 45%Gap 0

Wikipedia and other reference sites do not adopt a formal 'human-written only' certification by the end of 2028. Some use AI-detection tags on individual articles, but no unified standard emerges. Sites continue allowing human editors to use AI as a writing aid without a site-wide seal. Readers have no clear way to know if AI helped create what they're reading.

crowd 55
The quiet paththe one nobody’s watching

Government regulation of reference-site AI content emerges from a major misinformation crisis, making voluntary certification irrelevant.

6%
The read
Reality still leans toward Humans Certified.

Reality points at Humans Certified — the dominant pressures today support that outcome over No Certification. The main thing that could shift this is Wikipedia's March 2026 LLM ban.

Where reality is heading

A, 80% bandCrowd today
Projected reality support to 31 Dec 2028A rises from 41% to about 52% with an 80% band of 33 to 71. B falls from 53% to about 44%. Quiet path near 4 to 6%. Crowd today: A 55%.100%7550250Crowd today · A 55%A ~52%B ~44%P ~4%NowJan 2027Jan 202831 Dec 2028
Reality crosses toward A in early 2028. Today’s crowd number sits at the top of A’s band, possible but optimistic. View as table

The movers, ranked by leverage

01
Institutional trust decaySignal-class: measurable datum tracking collective trust in institutions — Pew/Gallup polling on Congress/Supreme-Court/media/science/business, approval ratings, cross-party cooperation rate, voter-turnout participation vs grievance, protest-event counts. Direction typically Timeline-B on democratic-haywire cycle.
leverage 55
Falling institutional trust accelerates the destabilization timeline.
02
Collective pull shiftMarket-class: discontinuous move in collective attention + capital toward an outcome, measurable in prediction markets (Polymarket / Kalshi / Manifold / Metaculus / PredictIt) and sector-rotation flows. Per AMENDMENT 47 §MCA-2, this IS the B_leak = consciousness measurement instrument where it covers an outcome. Direction contextual depending on which outcome the pull targets.
leverage 50
Prediction markets reprice when collective pull on an outcome moves.
03
Institutional defenderActor-class whose role is preservation of existing institutional architecture against erosion pressure. Courts, independent agencies, free-press leadership, academic institutions, professional-standard bodies. Direction typically Timeline-A on democratic-haywire cycle.
leverage 60
Defenders of courts, press, elections keep institutional timelines on track.

What would change our mind

Signals toward A
  • Wikipedia's March 2026 LLM ban shifting in the direction that supports Humans Certified
  • Stack Overflow / Britannica successors crossing the threshold toward Humans Certified
  • User willingness to pay for verified content readings confirming the Humans Certified direction
  • Fresh readings from Wikipedia (2026-03-01) — Wikipedia community formally prohibits unlabeled LLM contributions pointing toward Humans Certified
Signals toward B
  • Wikipedia's March 2026 LLM ban shifting in the direction that supports No Certification
  • Stack Overflow / Britannica successors holding against the shift toward No Certification
  • User willingness to pay for verified content readings confirming the No Certification direction
  • Fresh readings from Wikimedia Foundation (2025-04-01) — AI strategy published: 'support, not replace' editor community pointing toward No Certification

Pressure moments

AI capability discontinuityfrontier model benchmark saturation + new benchmark emergence · autonomous-agent task-completion rate on real-world browser/code benchmarks · model-collapse regression indicators
3-9 months at observable-step window; prelude years
High

Evidence