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232_006predictionMedia/AdsAI-timing

YouTube will win from AI video content proliferation as everyone produces resonant content.

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

Prior probability
60.0%
Current probability
50.8%
evolves via intake + LBP
Conviction
3/5
Signal quality
B
Resolution
pending
Window
2028-06-01 – 2028-06-30
Edges in / out
8 / 5
Tickers exposed
33

Prediction text

YouTube will win from AI video content proliferation as everyone produces resonant content. | I think YouTube YouTube wins in this model, right? Because everybody's going to be producing so much content and it's going to become resonant on YouTube. It's not going to a lot of it may not go to the theaters or television and so forth.

Verbatim quote

From episode "Ben Horowitz: xAI Executive Exodus, Apple's AI Crisis, The Pace of AI | EP #232"
I think YouTube YouTube wins in this model, right? Because everybody's going to be producing so much content and it's going to become resonant on YouTube. It's not going to a lot of it may not go to the theaters or television and so forth.

Predictor: Peter Diamandis

κ + Brier as of 2026-05-22
κ (discount)
0.875
Brier
0.0367
excellent
Hits / Misses
10 / 0
of 15 resolved
Hit rate
66.7%
Calibration plot (stated vs observed)

Evidence about this node from Peter Diamandis 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 60%2026-04-302026-05-032026-05-10
intake v2milestone miss sweeplbp propagationreference class assignedlegacy v1prior_prob (analyst seed)current = 50.8%

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: 5 fired ✓ · 5 pending
  1. 2027-01-01 → 2027-12-31pendingAI video generator market reaches $5B+ enterprise revenue by end-2027
    How: Grand View, Fortune Business Insights, or similar tracker shows AI video generator market at $5B+ revenue 2027 (vs $946M 2026 forecast at 36% CAGR)
    Source: Grand View Research forecasts AI video market $946M 2026; CAGR 36% suggests $5B by 2028conf 50%
  2. 2026-09-01 → 2028-06-30pendingYouTube Shorts daily-views surpass TikTok in any single quarter
    How: Alphabet earnings call or third-party (Sensor Tower, data.ai) confirms YouTube Shorts >TikTok in daily total views in any reporting quarter; current Shorts ~70B vs TikTok ~100B daily
    Source: Direct test of YouTube 'winning' against short-form competitorconf 45%
  3. 2026-12-01 → 2028-06-30pendingAI-generated video uploads become >=20% of YouTube total upload hours
    How: YouTube CEO blog, Alphabet earnings call, or third-party tracker (Tubular Labs) reports >=20% of new uploads contain substantive AI-generated content (>50% of frame-time per analysis)
    Source: YouTube CEO Mohan focused 2026 on AI for creator productivity; >1M channels using AI tool alreadyconf 70%
  4. 2027-01-01 → 2028-06-30pendingYouTube ad revenue YoY growth exceeds Netflix/Disney+ subscriber revenue growth
    How: Alphabet 10-K shows YouTube ad revenue (Q4 2027 vs Q4 2025) growing >=15% YoY; Netflix/Disney+ premium tier subs grow <10%; YouTube ecosystem >$55B US GDP contribution by 2027
    Source: YouTube paid >$100B to creators since 2021; 2024 ecosystem $55B US GDP, 490K FTEconf 65%
  5. 2027-01-01 → 2028-06-30pendingUS theatrical box office continues structural decline >=10% vs 2024 baseline
    How: Box Office Mojo or NATO reports US 2027 theatrical box office <=$8.0B (vs ~$8.7B 2024 baseline); cumulative 2025-2027 declining trajectory
    Source: Diamandis claim: 'a lot of it may not go to the theaters'; structural shift is observableconf 55%
  6. 2036-09-06pendingMoon base will exist in 10 years

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: 51%)

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
LBP2026-05-10T02:00:02Z50.8%-1.2pp
Network propagation: 51.9% → 50.8%
6-iter LBP, residual 0.00584 · damping 0.5, w_intrinsic 0.5 · method lbp_v3 · run e5c18d29
LBP2026-05-03T02:00:01Z51.9%-1.8pp
Network propagation: 53.7% → 51.9%
6-iter LBP, residual 0.00677 · damping 0.5, w_intrinsic 0.5 · method lbp_v3 · run 1a683ac9
LBP2026-04-30T16:39:51Z53.7%-2.5pp
Network propagation: 56.2% → 53.7%
5-iter LBP, residual 0.00825 · damping 0.5, w_intrinsic 0.5 · method lbp_v2 · run 0c8a4ea3
LBP2026-04-30T02:18:57Z56.2%-3.8pp
Network propagation: 60.0% → 56.2%
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
prereqSEM_042
2025 will be the definitive year that agentic systems finallKevin Weil
73.8%0.6000.050-0.057
prereq235_038
David Sinclair begins partial epigenetic reprogramming trialPeter Diamandis
74.0%0.6000.050-0.055
prereqSEM_012
Nvidia quadrupled chip production output while only doublingJensen Huang
75.0%0.6000.050-0.049
prereqSEM_008
Training runs costing $10 billion for a single model will coDario Amodei
76.9%0.6000.050-0.039
killerTK03
AI Regulatory Moratorium (EU/US Capability Freeze)
10.0%0.0500.600+0.037

Top outgoing (children)

Predictions THIS node influences

KindNodeTheir probP(c|s=T)P(c|s=F)Δ implied
prereqSEM_034
True artificial general intelligence will be achieved betweeDemis Hassabis
28.7%0.5500.050+0.013
prereq239_008
Moon base will exist in 10 yearsElon Musk
28.8%0.5500.050+0.012
prereq235_030
Ray Kurzweil predicts Longevity Escape Velocity (LEV) by 203Ray Kurzweil
39.2%0.7500.050+0.008
prereq240_036
TEPCO's restarted reactor will support 20% of Japan's electrPeter Diamandis
34.3%0.6500.050+0.008
prereq246_016
Dragonfly nuclear-powered octicopter arrives at Titan in 203Peter Diamandis
35.6%0.6500.050-0.006

Ticker exposure

33 ticker(s) linked

Beneficiaries (23)

SOUNCRWVSITMNVDAARMGTLBBBAITSMAPLDCEVAAIMSFTMRVLSFTBYORCLQCOMAVGOBABAAMDGOOGLIBMAMZNMETA

Adverse (6)

WNSCHGGCTSHIBMINFYACN

Prerequisites (8)

Predictions that must hit first
TypePredTitleDomainLag
prereq238_009Recursive self-improvement is already happening now (no longer three years out)AI
prereq235_038David Sinclair begins partial epigenetic reprogramming trials with Life Biosciences in March 2026.Biotech/Longevity
prereqSEM_008Training runs costing $10 billion for a single model will commence sometime in 2025.AI
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_0422025 will be the definitive year that agentic systems finally hit the mainstream.AI/Agents
killerTK14Superbubble Pop (S&P 500 -40%, Moonshot Capital Evaporates)
killerTK01AGI Capability Plateau (2026-27 Training Stall)
killerTK03AI Regulatory Moratorium (EU/US Capability Freeze)

Dependents (5)

Predictions enabled by this
TypePredTitleDomainLag
prereq235_030Ray Kurzweil predicts Longevity Escape Velocity (LEV) by 2033.Biotech/Longevity
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
prereqSEM_034True artificial general intelligence will be achieved between 2032 and 2042 — 'first we solve AI, then use AI to solve everything else'.AI/AGI
prereq239_008Moon base will exist in 10 yearsSpace

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": "I think YouTube YouTube wins in this model, right? Because everybody's going to be producing so much content and it's going to become resonant on YouTube. It's not going to a lot of it may not go to the theaters or television and so forth.",
  "to_year": 2030,
  "verbatim": "I think YouTube YouTube wins in this model, right? Because everybody's going to be producing so much content and it's going to become resonant on YouTube. It's not going to a lot of it may not go to the theaters or television and so forth.",
  "conv_cues": "I think",
  "direction": "UP",
  "from_year": 2026,
  "timeframe": "unspecified",
  "conv_level": "MEDIUM",
  "milestones": [
    {
      "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": -10,
      "source_id": "SEM_012",
      "expected_date": "2026-04-29",
      "observed_date": "2026-04-29"
    },
    {
      "kind": "prereq",
      "label": "Training runs costing $10 billion for a single model will commence sometime in 2025.",
      "status": "hit",
      "weight": 0.5,
      "ordinal": -9,
      "source_id": "SEM_008",
      "expected_date": "2026-04-29",
      "observed_date": "2026-04-29"
    },
    {
      "kind": "prereq",
      "label": "2025 will be the definitive year that agentic systems finally hit the mainstream.",
      "status": "hit",
      "weight": 0.5,
      "ordinal": -8,
      "source_id": "SEM_042",
      "expected_date": "2026-04-29",
      "observed_date": "2026-04-29"
    },
    {
      "kind": "prereq",
      "label": "Recursive self-improvement is already happening now (no longer three years out)",
      "status": "hit",
      "weight": 0.5,
      "ordinal": -7,
      "source_id": "238_009",
      "expected_date": "2026-04-29",
      "observed_date": "2026-04-29"
    },
    {
      "kind": "prereq",
      "label": "David Sinclair begins partial epigenetic reprogramming trials with Life Biosciences in March 2026.",
      "status": "hit",
      "weight": 0.5,
      "ordinal": -6,
      "source_id": "235_038",
      "expected_date": "2026-04-29",
      "observed_date": "2026-04-29"
    },
    {
      "kind": "llm_pre_event",
      "label": "AI video generator market reaches $5B+ enterprise revenue by end-2027",
      "source": "Grand View Research forecasts AI video market $946M 2026; CAGR 36% suggests $5B by 2028",
      "status": "pending",
      "weight": 0.4,
      "ordinal": -5,
      "source_id": null,
      "confidence": 0.5,
      "source_url": "https://www.grandviewresearch.com/industry-analysis/ai-video-generator-market-report",
      "expected_date": "2027-07-02",
      "research_origin": "deep_research",
      "expected_date_range": {
        "to": "2027-12-31",
        "from": "2027-01-01"
      },
      "measurement_criterion": "Grand View, Fortune Business Insights, or similar tracker shows AI video generator market at $5B+ revenue 2027 (vs $946M 2026 forecast at 36% CAGR)"
    },
    {
      "kind": "llm_pre_event",
      "label": "YouTube Shorts daily-views surpass TikTok in any single quarter",
      "source": "Direct test of YouTube 'winning' against short-form competitor",
      "status": "pending",
      "weight": 0.4,
      "ordinal": -4,
      "source_id": null,
      "confidence": 0.45,
      "expected_date": "2027-08-01",
      "research_origin": "training",
      "expected_date_range": {
        "to": "2028-06-30",
        "from": "2026-09-01"
      },
      "measurement_criterion": "Alphabet earnings call or third-party (Sensor Tower, data.ai) confirms YouTube Shorts >TikTok in daily total views in any reporting quarter; current Shorts ~70B vs TikTok ~100B daily"
    },
    {
      "kind": "llm_pre_event",
      "label": "AI-generated vid
... (truncated)