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232_007predictionMedia/AdsAI-scaling

TikTok wins as AI enables personalized, movie-quality content in many languages, taking over from movie industry.

Predictor: Dave Blundin · ep#232 "Ben Horowitz: xAI Executive Exodus, Apple's AI Crisis, The Pace of AI | EP #232" · source

Prior probability
55.0%
Current probability
45.4%
evolves via intake + LBP
Conviction
3/5
Signal quality
C
Resolution
pending
Window
2028-06-01 – 2028-06-30
Edges in / out
10 / 5
Tickers exposed
37

Prediction text

TikTok wins as AI enables personalized, movie-quality content in many languages, taking over from movie industry. | Tik Tok also is the big winner. When you when you personalize the content, when it's almost movie quality and it's personalized to very narrow topic areas and narrow interests and many languages around the world and everything else, it just takes over.

Verbatim quote

From episode "Ben Horowitz: xAI Executive Exodus, Apple's AI Crisis, The Pace of AI | EP #232"
Tik Tok also is the big winner. When you when you personalize the content, when it's almost movie quality and it's personalized to very narrow topic areas and narrow interests and many languages around the world and everything else, it just takes over.

Predictor: Dave Blundin

κ + Brier as of 2026-05-22
κ (discount)
0.821
Brier
0.0491
excellent
Hits / Misses
3 / 2
of 9 resolved
Hit rate
33.3%
Calibration plot (stated vs observed)

Evidence about this node from Dave Blundin 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

4 prob_history rows
0%25%50%75%100%prior 55%2026-04-302026-05-032026-05-10
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: 4 fired ✓ · 6 pending
  1. 2026-06-01 → 2027-12-31pendingTikTok divestiture forced US ban resolved without permanent shutdown
    How: TikTok US operations either: (a) continue under ByteDance, (b) divested to qualified US buyer, OR (c) banned/forced offline. Outcome (a) or (b) supports thesis; (c) breaks it.
    Source: Trump-era TikTok ban negotiations active; outcome materially affects whether TikTok 'wins'conf 75%
    Notes: Existential precondition — full US ban kills US-side thesis.
  2. 2026-06-01 → 2028-06-30pendingTikTok deploys generative-AI-driven personalized video at scale
    How: TikTok or ByteDance product announcement deploys per-user-personalized AI-generated video content (movie-quality, multilingual) to >=100M users; TechCrunch/Verge coverage required
    Source: Blundin claim: 'movie quality and personalized to narrow interests in many languages'conf 40%
  3. 2026-06-01 → 2028-06-30pendingTikTok-driven box office: 3+ films credit TikTok virality with >$500M global gross
    How: Three or more theatrical releases credit TikTok virality (per studio executive quotes in trade press) with >$500M global gross; Barbie ($1.36B) is template
    Source: Variety/THR documenting Barbie/Saltburn/Top Gun TikTok-driven theatrical performanceconf 55%
    Notes: Counter-evidence — TikTok augmenting rather than replacing theaters.
  4. 2027-01-01 → 2028-06-30pendingUS theatrical box office structural decline continues >=15% vs 2024
    How: Box Office Mojo or NATO reports US 2027 theatrical box office <=$7.4B (vs ~$8.7B 2024 baseline); 'TikTok takes over from movie industry' requires absolute decline
    Source: Direct test of 'taking over from movie industry' framingconf 50%
  5. 2027-06-01 → 2028-06-30pendingTikTok global ad revenue exceeds $40B (vs $34.8B forecast 2026)
    How: WARC, eMarketer, or Statista publishes TikTok 2027 global ad revenue >=$40B; growth rate sustained from 2025 $33B baseline
    Source: WARC: TikTok 2026 global ad revenue $34.8B; Statista forecast through 2027conf 65%

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
LBP2026-05-10T02:00:02Z45.4%-1.1pp
Network propagation: 46.5% → 45.4%
6-iter LBP, residual 0.00584 · damping 0.5, w_intrinsic 0.5 · method lbp_v3 · run e5c18d29
LBP2026-05-03T02:00:01Z46.5%-2.0pp
Network propagation: 48.5% → 46.5%
6-iter LBP, residual 0.00677 · damping 0.5, w_intrinsic 0.5 · method lbp_v3 · run 1a683ac9
LBP2026-04-30T16:39:51Z48.5%-2.6pp
Network propagation: 51.2% → 48.5%
5-iter LBP, residual 0.00825 · damping 0.5, w_intrinsic 0.5 · method lbp_v2 · run 0c8a4ea3
LBP2026-04-30T02:18:57Z51.2%-3.8pp
Network propagation: 55.0% → 51.2%
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
killerTK09
Energy Grid Cap (Data Center Power Wall)
35.0%0.0500.550-0.079
prereqSEM_015
Nvidia agreed to remit 15% of China chip-sale revenue directJensen Huang
66.3%0.5500.050-0.069
prereqSEM_027
Nvidia Data Center revenue +66% YoY, contributing ~90% of $5Joseph Moore
68.3%0.5500.050-0.068
killerTK05
Rate Regime Persistence (10y > 5% through 2028)
30.0%0.0500.550-0.054
killerTK03
AI Regulatory Moratorium (EU/US Capability Freeze)
10.0%0.0500.550+0.046

Top outgoing (children)

Predictions THIS node influences

KindNodeTheir probP(c|s=T)P(c|s=F)Δ implied
prereq232_057
First person to arrive on moon/Mars will find bed made by OpDave Blundin
34.8%0.6000.050-0.052
prereq242_023
World will have 10x more wealth around 2034-2036Dave Blundin
34.2%0.6000.050-0.045
prereq246_016
Dragonfly nuclear-powered octicopter arrives at Titan in 203Peter Diamandis
35.6%0.6500.050-0.037
prereq230_020
Peter's 14-year-old son Milan will never get a driver's licePeter Diamandis
34.7%0.6500.050-0.028
prereq240_036
TEPCO's restarted reactor will support 20% of Japan's electrPeter Diamandis
34.3%0.6500.050-0.024

Ticker exposure

37 ticker(s) linked

Beneficiaries (24)

MUWULFIRENEQIXALABAPLDASMIYASMLPLABNVDANBISCRWVAAPLAMTAMZNDELLGOOGLIRMLNVGYMETAMSFTORCLSFTBYSTX

Adverse (6)

ACNGENCHGGIBMWNSLRN

Prerequisites (10)

Predictions that must hit first
TypePredTitleDomainLag
prereqSEM_011Nvidia became the world's first $5 trillion company (late 2025), operating a near-monopoly on advanced AI chips.Capital Markets
prereqSEM_027Nvidia Data Center revenue +66% YoY, contributing ~90% of $57B fiscal Q3 revenue; >$4.5T market cap entirely underpinned by AI silicon.Capital Markets
prereqSEM_014Nvidia's Arizona-based TSMC factory successfully fabricated cutting-edge semiconductors on US soil for first time in decades (October 2025).Manufacturing
prereqSEM_012Nvidia quadrupled chip production output while only doubling human headcount — achieved by deploying AI coding tools (Cursor, Claude Code) across engineering.AI/Manufacturing
prereqSEM_015Nvidia agreed to remit 15% of China chip-sale revenue directly to US government in exchange for reversing specific AI chip export bans.Policy/Semis
killerTK09Energy Grid Cap (Data Center Power Wall)
killerTK05Rate Regime Persistence (10y > 5% through 2028)
killerTK01AGI Capability Plateau (2026-27 Training Stall)
killerTK02AI Compute Supply Shock (TSMC/Taiwan Disruption)
killerTK03AI Regulatory Moratorium (EU/US Capability Freeze)

Dependents (5)

Predictions enabled by this
TypePredTitleDomainLag
prereq230_020Peter's 14-year-old son Milan will never get a driver's license.Auto/Transport
prereq246_016Dragonfly nuclear-powered octicopter arrives at Titan in 2034.Space
prereq240_036TEPCO's restarted reactor will support 20% of Japan's electric needs by 2040Energy
prereq232_057First person to arrive on moon/Mars will find bed made by Optimus robots; robots not astronauts lead exploration.Robotics
prereq242_023World will have 10x more wealth around 2034-2036Macro/Economy

Linked documents (10)

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

Raw metadata

From Thesis_Timeline_v1.0_FINAL workbook
{
  "nia": false,
  "url": "https://www.youtube.com/watch?v=C1GLT9_tag0",
  "mode": "PREDICTION",
  "role": "Host",
  "context": "Tik Tok also is the big winner. When you when you personalize the content, when it's almost movie quality and it's personalized to very narrow topic areas and narrow interests and many languages around the world and everything else, it just takes over. And so, you know, when when the movie people say, 'Well, look, we're still a little bit better.'",
  "to_year": 2030,
  "verbatim": "Tik Tok also is the big winner. When you when you personalize the content, when it's almost movie quality and it's personalized to very narrow topic areas and narrow interests and many languages around the world and everything else, it just takes over.",
  "conv_cues": "it just takes over",
  "direction": "UP",
  "from_year": 2026,
  "timeframe": "unspecified",
  "conv_level": "MEDIUM",
  "milestones": [
    {
      "kind": "prereq",
      "label": "Nvidia became the world's first $5 trillion company (late 2025), operating a near-monopoly on advanced AI chips.",
      "status": "hit",
      "weight": 0.5,
      "ordinal": -10,
      "source_id": "SEM_011",
      "expected_date": "2026-04-29",
      "observed_date": "2026-04-29"
    },
    {
      "kind": "prereq",
      "label": "Nvidia Data Center revenue +66% YoY, contributing ~90% of $57B fiscal Q3 revenue; >$4.5T market cap entirely underpinned by AI silicon.",
      "status": "hit",
      "weight": 0.5,
      "ordinal": -9,
      "source_id": "SEM_027",
      "expected_date": "2026-04-29",
      "observed_date": "2026-04-29"
    },
    {
      "kind": "prereq",
      "label": "Nvidia's Arizona-based TSMC factory successfully fabricated cutting-edge semiconductors on US soil for first time in decades (October 2025).",
      "status": "hit",
      "weight": 0.5,
      "ordinal": -8,
      "source_id": "SEM_014",
      "expected_date": "2026-04-29",
      "observed_date": "2026-04-29"
    },
    {
      "kind": "prereq",
      "label": "Nvidia quadrupled chip production output while only doubling human headcount — achieved by deploying AI coding tools (Cursor, Claude Code) a",
      "status": "hit",
      "weight": 0.5,
      "ordinal": -7,
      "source_id": "SEM_012",
      "expected_date": "2026-04-29",
      "observed_date": "2026-04-29"
    },
    {
      "kind": "prereq",
      "label": "Nvidia agreed to remit 15% of China chip-sale revenue directly to US government in exchange for reversing specific AI chip export bans.",
      "status": "pending",
      "weight": 0.5,
      "ordinal": -6,
      "source_id": "SEM_015",
      "expected_date": "2026-06-25",
      "observed_date": null
    },
    {
      "kind": "llm_pre_event",
      "label": "TikTok divestiture forced US ban resolved without permanent shutdown",
      "notes": "Existential precondition — full US ban kills US-side thesis.",
      "source": "Trump-era TikTok ban negotiations active; outcome materially affects whether TikTok 'wins'",
      "status": "pending",
      "weight": 0.4,
      "ordinal": -5,
      "source_id": null,
      "confidence": 0.75,
      "source_url": "https://variety.com/2024/digital/news/tiktok-ban-help-or-hurt-hollywood-1235944765/",
      "expected_date": "2027-03-17",
      "research_origin": "deep_research",
      "expected_date_range": {
        "to": "2027-12-31",
        "from": "2026-06-01"
      },
      "measurement_criterion": "TikTok US operations either: (a) continue under ByteDance, (b) divested to qualified US buyer, OR (c) banned/forced offline. Outcome (a) or (b) supports thesis; (c) breaks it."
    },
    {
      "kind": "llm_pre_event",
      "label": "TikTok deploys generative-AI-driven personalized video at scale",
      "source": "Blundin claim: 'movie quality and personalized to narrow interests in many languages'",
      "status": "pending",
      "weight": 0.4,
      "ordinal": -4,
      "source_id": null,
      "confidence": 0.4,
      "expected_date":
... (truncated)