As AI-generated video becomes indistinguishable from reality, a massive economic resurgence in the 'Face-to-Face' (F2F) economy will emerge — live-event production, in-person experiences, and physical gatherings rebound as synthetic-reality counterweig...
Predictor: Mark Cuban
Prediction text
As AI-generated video becomes indistinguishable from reality, a massive economic resurgence in the 'Face-to-Face' (F2F) economy will emerge — live-event production, in-person experiences, and physical gatherings rebound as synthetic-reality counterweight; contrarian investment rationale for companies like Burwoodland. | First major deepfake public incident triggering backlash
Key catalyst: First major deepfake public incident triggering backlash
Watch events: Live Nation / Eventbrite revenue trends; social-platform engagement
Resolution evidence
Live-event revenue (Eventbrite, Live Nation) up 2024-2026 even as streaming consumption plateaus; youth in-person social preference rising.
Predictor: Mark Cuban
Evidence about this node from Mark Cuban is multiplied by κ in /api/intake. Lower κ = less weight; floors at 0.10 (effectively silenced) and caps at 1.00 (full weight).
Reference class
This node isn't linked to a reference class. The Bayesian update applies without outside-view blending.
Probability over time
Milestone chain
- 2025-10-01 → 2026-03-31overdueMark Cuban personally manually deletes Sora deepfakes of himself, publicly endorses backlashHow: Mark Cuban publicly posts on X about manually deleting deepfake videos of his AI doppelganger acting in racist memes; publicly endorses Sora shutdown.Source: Yahoo News — OpenAI's Sora 2 Can Generate Videos of Celebrities Appearing to Shout Racial Slursconf 90%Notes: HIT — Cuban himself becomes a face of the deepfake-backlash narrative he predicts will drive F2F-economy demand.
- 2026-02-28overdueLive Nation reports record 159M concert attendance for 2025 ($25.2B revenue)How: Live Nation Entertainment reports calendar 2025 fan attendance reached record 159M globally with revenue of $25.2B (vs 151M attendance in 2024); early 2026 ticket sales already +double-digit % to 67M with 80%+ of large venues booked.Source: Hollywood Reporter — Live Nation Reports Record 2025 Concert Attendance Amid DOJ Lawsuit Dark Cloudconf 95%Notes: HIT — quantitative evidence of F2F-economy growth concurrent with deepfake backlash. Both halves of Cuban's thesis materializing.
- 2026-03-24overdueOpenAI shuts down Sora video app following deepfake backlash (Mar 24, 2026)How: OpenAI formally announces the shutdown of its Sora social-video app (March 24, 2026), citing uncontrollable rise of deepfakes during a critical election year and difficulty distinguishing AI-generated content from reality.Source: NPR — OpenAI pulls the plug on Sora, the viral AI video app that sparked deepfake concernsconf 98%Notes: HIT — direct match to deadline description's 'first major deepfake public incident triggering backlash' clause.
- 2026-06-01 → 2028-12-31pendingMajor brand publicly cites 'authentic in-person experience' as differentiating marketing pillar in earnings callHow: A consumer-brand Fortune 500 company (Disney, Nike, Live Nation, Marriott, MGM, etc.) explicitly cites 'authentic in-person' or 'verified-real' experience as a strategic pillar in an earnings call or 10-K, framing AI-generated alternatives as a threat their physical product solves.Source: Anticipated — earnings call transcripts (Bloomberg, Sentieo)conf 60%Notes: Strategy-level adoption of the F2F-economy thesis by major brands marks broad cultural turn.
- 2028-02-02pendingQ1 window check-in (25%)
- 2027-01-01 → 2030-12-31pendingLive-event capacity industry breaks $30B revenue OR live-events stocks (LYV, MSGE, EVRI) outperform S&P by 20%+How: Pollstar or Live Nation reports global live-event industry crosses $30B revenue, OR a basket of live-event stocks (LYV, MSGE, EVRI) outperforms the S&P 500 by 20+ percentage points over a trailing 3-year period.Source: Anticipated — Pollstar Year-End Business Analysis, Live Nation 10-Kconf 55%Notes: Cascade — financial-market confirmation of F2F-economy resurgence per Cuban's contrarian thesis (cf. Burwoodland).
- 2029-03-05pendingQ2 window check-in (50%)
- 2030-04-06pendingQ3 window check-in (75%)
No downstream cascades — this prediction is a leaf in the dependency graph.
What if this resolves?
Click a button to clamp this prediction and run a Gibbs sample. Returns the predictions whose marginals shift most. ~30s per run; ideal for stress-testing "if X resolves, what else moves?"
Evidence chain
Raw metadata
{
"trf": 1,
"kappa": 0.5,
"base_rate": null,
"predictor": "Mark Cuban",
"total_llr": -1.2163953243244932,
"grace_days": 7,
"bayesian_v2": true,
"prior_logit": -0.0066097479025166795,
"bayes_factor": "1.8:1 against",
"blend_reason": "no reference_class linked",
"inside_prior": 0.49834756904042243,
"kappa_source": "predictor_table",
"n_milestones": 3,
"blend_applied": false,
"contributions": [
{
"llr": -0.4054651081081644,
"kind": "llm_pre_event",
"kappa": 0.45,
"label": "Mark Cuban personally manually deletes Sora deepfakes of himself, publicly endorses backlash",
"weight": 0.4,
"strength": "weak",
"confidence": 0.9,
"source_url": "https://www.yahoo.com/news/articles/openai-sora-2-generate-videos-170959730.html",
"adjusted_llr": -0.18245929864867397,
"expected_date": "2025-12-30",
"measurement_criterion": "Mark Cuban publicly posts on X about manually deleting deepfake videos of his AI doppelganger acting in racist memes; publicly endorses Sora shutdown."
},
{
"llr": -0.4054651081081644,
"kind": "llm_pre_event",
"kappa": 0.475,
"label": "Live Nation reports record 159M concert attendance for 2025 ($25.2B revenue)",
"weight": 0.4,
"strength": "weak",
"confidence": 0.95,
"source_url": "https://www.hollywoodreporter.com/business/business-news/live-nation-reports-record-2025-concert-attendance-1236509987/",
"adjusted_llr": -0.19259592635137807,
"expected_date": "2026-02-28",
"measurement_criterion": "Live Nation Entertainment reports calendar 2025 fan attendance reached record 159M globally with revenue of $25.2B (vs 151M attendance in 2024); early 2026 ticket sales already +double-digit % to 67M with 80%+ of large venues booked."
},
{
"llr": -0.4054651081081644,
"kind": "llm_pre_event",
"kappa": 0.49,
"label": "OpenAI shuts down Sora video app following deepfake backlash (Mar 24, 2026)",
"weight": 0.4,
"strength": "weak",
"confidence": 0.98,
"source_url": "https://www.npr.org/2026/03/25/g-s1-115055/openai-pulls-the-plug-on-sora-the-viral-ai-video-app-that-sparked-deepfake-concerns",
"adjusted_llr": -0.19867790297300056,
"expected_date": "2026-03-24",
"measurement_criterion": "OpenAI formally announces the shutdown of its Sora social-video app (March 24, 2026), citing uncontrollable rise of deepfakes during a critical election year and difficulty distinguishing AI-generated content from reality."
}
],
"evidence_kind": "metadata_milestone_miss_sweep",
"inside_source": "history_v2",
"inside_weight": 0.3,
"outside_weight": 0.7,
"posterior_prob": 0.35885370174738174,
"posterior_logit": -0.5803428758755693,
"predictor_brier": null,
"inside_posterior": 0.35885370174738174,
"blended_posterior": 0.35885370174738174,
"reference_class_id": null,
"total_adjusted_llr": -0.5737331279730526,
"predictor_n_resolved": 0
}Network propagation neighbors
Top incoming (parents)
Edges that influence THIS node's belief
| Kind | Node | Their prob | P(c|s=T) | P(c|s=F) | Δ implied |
|---|---|---|---|---|---|
| killer | TK10 $100T Sovereign Debt Crisis | 12.0% | 0.050 | 0.580 | +0.063 |
| killer | TK05 Rate Regime Persistence (10y > 5% through 2028) | 30.0% | 0.050 | 0.580 | -0.033 |
| killer | TK07 Labor Political Backlash (UBI Mandate / AI Tax) | 18.0% | 0.050 | 0.580 | +0.031 |
| killer | TK14 Superbubble Pop (S&P 500 -40%, Moonshot Capital Evaporates) | 20.0% | 0.050 | 0.580 | +0.020 |
| killer | TK04 Macro Recession 2026-27 (Structural Deleveraging) | 25.0% | 0.050 | 0.580 | -0.006 |
Top outgoing (children)
Predictions THIS node influences
No outgoing edges.
Prerequisites (5)
| Type | Pred | Title | Domain | Lag |
|---|---|---|---|---|
| killer | TK05 | Rate Regime Persistence (10y > 5% through 2028) | — | — |
| killer | TK04 | Macro Recession 2026-27 (Structural Deleveraging) | — | — |
| killer | TK14 | Superbubble Pop (S&P 500 -40%, Moonshot Capital Evaporates) | — | — |
| killer | TK07 | Labor Political Backlash (UBI Mandate / AI Tax) | — | — |
| killer | TK10 | $100T Sovereign Debt Crisis | — | — |
Dependents (0)
| Type | Pred | Title | Domain | Lag |
|---|---|---|---|---|
| No dependents | ||||
Linked documents (10)
Raw metadata
{
"nia": false,
"mode": "FORECAST",
"role": "Cited-Investor",
"context": "Cuban's contrarian anti-synthetic-media thesis. Couples with SEM_009 (first individual trillionaire) and CMQ_057 (kid in a basement).",
"to_year": 2032,
"conv_cues": "explicit contrarian investment; named portfolio company",
"direction": "UP",
"from_year": 2027,
"timeframe": "2027-2032",
"conv_level": "HIGH",
"milestones": [
{
"kind": "llm_pre_event",
"label": "Mark Cuban personally manually deletes Sora deepfakes of himself, publicly endorses backlash",
"notes": "HIT — Cuban himself becomes a face of the deepfake-backlash narrative he predicts will drive F2F-economy demand.",
"source": "Yahoo News — OpenAI's Sora 2 Can Generate Videos of Celebrities Appearing to Shout Racial Slurs",
"status": "overdue",
"weight": 0.4,
"ordinal": -8,
"source_id": null,
"confidence": 0.9,
"source_url": "https://www.yahoo.com/news/articles/openai-sora-2-generate-videos-170959730.html",
"expected_date": "2025-12-30",
"miss_emitted_at": "2026-05-02T22:07:21.384228+00:00",
"miss_emitted_by": "metadata_milestone_sweep",
"research_origin": "deep_research",
"expected_date_range": {
"to": "2026-03-31",
"from": "2025-10-01"
},
"measurement_criterion": "Mark Cuban publicly posts on X about manually deleting deepfake videos of his AI doppelganger acting in racist memes; publicly endorses Sora shutdown."
},
{
"kind": "llm_pre_event",
"label": "Live Nation reports record 159M concert attendance for 2025 ($25.2B revenue)",
"notes": "HIT — quantitative evidence of F2F-economy growth concurrent with deepfake backlash. Both halves of Cuban's thesis materializing.",
"source": "Hollywood Reporter — Live Nation Reports Record 2025 Concert Attendance Amid DOJ Lawsuit Dark Cloud",
"status": "overdue",
"weight": 0.4,
"ordinal": -7,
"source_id": null,
"confidence": 0.95,
"source_url": "https://www.hollywoodreporter.com/business/business-news/live-nation-reports-record-2025-concert-attendance-1236509987/",
"expected_date": "2026-02-28",
"miss_emitted_at": "2026-05-02T22:07:21.384228+00:00",
"miss_emitted_by": "metadata_milestone_sweep",
"research_origin": "deep_research",
"measurement_criterion": "Live Nation Entertainment reports calendar 2025 fan attendance reached record 159M globally with revenue of $25.2B (vs 151M attendance in 2024); early 2026 ticket sales already +double-digit % to 67M with 80%+ of large venues booked."
},
{
"kind": "llm_pre_event",
"label": "OpenAI shuts down Sora video app following deepfake backlash (Mar 24, 2026)",
"notes": "HIT — direct match to deadline description's 'first major deepfake public incident triggering backlash' clause.",
"source": "NPR — OpenAI pulls the plug on Sora, the viral AI video app that sparked deepfake concerns",
"status": "overdue",
"weight": 0.4,
"ordinal": -6,
"source_id": null,
"confidence": 0.98,
"source_url": "https://www.npr.org/2026/03/25/g-s1-115055/openai-pulls-the-plug-on-sora-the-viral-ai-video-app-that-sparked-deepfake-concerns",
"expected_date": "2026-03-24",
"miss_emitted_at": "2026-05-02T22:07:21.384228+00:00",
"miss_emitted_by": "metadata_milestone_sweep",
"research_origin": "deep_research",
"measurement_criterion": "OpenAI formally announces the shutdown of its Sora social-video app (March 24, 2026), citing uncontrollable rise of deepfakes during a critical election year and difficulty distinguishing AI-generated content from reality."
},
{
"kind": "llm_pre_event",
"label": "Major brand publicly cites 'authentic in-person experience' as differentiating marketing pillar in earnings call",
"notes": "Strategy-level adoption of the F2F-economy thesis by major brands mar
... (truncated)