← Cockpit
AI_024predictionConsumerface-to-face-economy-rebound

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

Prior probability
58.0%
Current probability
45.4%
evolves via intake + LBP
Conviction
4/5
Signal quality
B
Resolution
pending
Window
2027-01-01 – 2032-12-31
Edges in / out
5 / 0
Tickers exposed
0

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

Status: pending

Live-event revenue (Eventbrite, Live Nation) up 2024-2026 even as streaming consumption plateaus; youth in-person social preference rising.

Predictor: Mark Cuban

κ + Brier as of 2026-05-22
κ (discount)
0.500
Brier
Hits / Misses
0 / 0
Hit rate

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

Not linked

This node isn't linked to a reference class. The Bayesian update applies without outside-view blending.

Probability over time

6 prob_history rows
0%25%50%75%100%prior 58%2026-04-302026-05-032026-05-17
intake v2milestone miss sweeplbp propagationreference class assignedlegacy v1prior_prob (analyst seed)current = 45.4%

Milestone chain

Pre-event signals (upstream prereqs + window checkpoints) → resolution event → downstream cascades. Status/dates update from linked nodes; re-derive nightly via scripts/ops/derive_milestones.py.
Leading chain: 3 overdue ⏱ · 5 pending
  1. 2025-10-01 → 2026-03-31overdueMark Cuban personally manually deletes Sora deepfakes of himself, publicly endorses backlash
    How: 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.
  2. 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.
  3. 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.
  4. 2026-06-01 → 2028-12-31pendingMajor brand publicly cites 'authentic in-person experience' as differentiating marketing pillar in earnings call
    How: 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.
  5. 2028-02-02pendingQ1 window check-in (25%)
  6. 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).
  7. 2029-03-05pendingQ2 window check-in (50%)
  8. 2030-04-06pendingQ3 window check-in (75%)

No downstream cascades — this prediction is a leaf in the dependency graph.

What if this resolves?

Clamp this prediction TRUE or FALSE and run a counterfactual Gibbs sample. Surfaces the predictions whose marginals shift most under that assumption.
(live posterior: 45%)

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

Every probability update with full Bayesian provenance — chronological, latest first
LBP2026-05-17T02:00:01Z45.4%+1.4pp
Network propagation: 44.0% → 45.4%
5-iter LBP, residual 0.00689 · damping 0.5, w_intrinsic 0.5 · method lbp_v3 · run e607fa96
LBP2026-05-10T02:00:02Z44.0%+2.8pp
Network propagation: 41.2% → 44.0%
6-iter LBP, residual 0.00584 · damping 0.5, w_intrinsic 0.5 · method lbp_v3 · run e5c18d29
LBP2026-05-03T02:00:01Z41.2%+5.3pp
Network propagation: 35.9% → 41.2%
6-iter LBP, residual 0.00677 · damping 0.5, w_intrinsic 0.5 · method lbp_v3 · run 1a683ac9
metadata_milestone_miss_sweep2026-05-02T22:07:21Z35.9%-14.0pp
metadata_milestone_miss_sweep bayesian_v2 n=3 inside=0.359 blend=0.359 LLR=-0.574 κ=0.50 no_blend
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
}
LBP2026-04-30T16:39:51Z49.8%-2.8pp
Network propagation: 52.6% → 49.8%
5-iter LBP, residual 0.00825 · damping 0.5, w_intrinsic 0.5 · method lbp_v2 · run 0c8a4ea3
LBP2026-04-30T02:18:57Z52.6%-5.4pp
Network propagation: 58.0% → 52.6%
5-iter LBP, residual 0.00825 · damping 0.5, w_intrinsic 0.5 · method lbp_v1 · run 592311ef

Network propagation neighbors

Top edges sorted by latest LBP cross-impact
All propagation →

Top incoming (parents)

Edges that influence THIS node's belief

KindNodeTheir probP(c|s=T)P(c|s=F)Δ implied
killerTK10
$100T Sovereign Debt Crisis
12.0%0.0500.580+0.063
killerTK05
Rate Regime Persistence (10y > 5% through 2028)
30.0%0.0500.580-0.033
killerTK07
Labor Political Backlash (UBI Mandate / AI Tax)
18.0%0.0500.580+0.031
killerTK14
Superbubble Pop (S&P 500 -40%, Moonshot Capital Evaporates)
20.0%0.0500.580+0.020
killerTK04
Macro Recession 2026-27 (Structural Deleveraging)
25.0%0.0500.580-0.006

Top outgoing (children)

Predictions THIS node influences

No outgoing edges.

Prerequisites (5)

Predictions that must hit first
TypePredTitleDomainLag
killerTK05Rate Regime Persistence (10y > 5% through 2028)
killerTK04Macro Recession 2026-27 (Structural Deleveraging)
killerTK14Superbubble Pop (S&P 500 -40%, Moonshot Capital Evaporates)
killerTK07Labor Political Backlash (UBI Mandate / AI Tax)
killerTK10$100T Sovereign Debt Crisis

Dependents (0)

Predictions enabled by this
TypePredTitleDomainLag
No dependents

Linked documents (10)

Auto-generated by cosine similarity from Polymarket / Manifold / EDGAR / GDELT

Raw metadata

From Thesis_Timeline_v1.0_FINAL workbook
{
  "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)