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239_026predictionOtherAGI

Future will be very entertaining

Predictor: Elon Musk · ep#239 "Elon Musk: The Economy Will Be 10x the Size in 10 Years | #239" · source

Prior probability
60.0%
Current probability
55.0%
evolves via intake + LBP
Conviction
5/5
Signal quality
B
Resolution
pending
Window
— – —
Edges in / out
2 / 0
Tickers exposed
21

Prediction text

Future will be very entertaining | the future will be very entertaining of that I'm confident.

Verbatim quote

From episode "Elon Musk: The Economy Will Be 10x the Size in 10 Years | #239"
the future will be very entertaining of that I'm confident.

Predictor: Elon Musk

κ + Brier as of 2026-05-22
κ (discount)
0.688
Brier
0.0142
excellent
Hits / Misses
1 / 0
of 3 resolved
Hit rate
33.3%
Calibration plot (stated vs observed)

Evidence about this node from Elon Musk 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

2 prob_history rows
0%25%50%75%100%prior 60%2026-04-302026-04-30
intake v2milestone miss sweeplbp propagationreference class assignedlegacy v1prior_prob (analyst seed)current = 55.0%

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 pending
  1. 2026-05-01 → 2027-12-31pendingGenerative AI media titles / virality events ≥2x 2025 baseline by 2027
    How: Number of AI-generated viral content events (>10M views) tracked by Tubefilter/Visual Capitalist exceeds 2x 2025 baseline by EOY 2027
    Source: Tubefilter creator-economy reports, Visual Capitalist AI-content trackersconf 70%
  2. 2026-12-31 → 2028-12-31pendingCumulative entertainment market spend continues secular growth
    How: PwC Global Entertainment & Media Outlook shows total spend growth ≥5% YoY through 2028 — entertainment scales as Musk implies
    Source: PwC Global Entertainment & Media Outlook, IFPI, MPAA reportsconf 85%
    Notes: Operationalize 'very entertaining' as growing entertainment consumption — already a secular trend.
  3. 2026-12-31 → 2028-12-31pendingMajor political/geopolitical surprise indices remain elevated
    How: Caldara-Iacoviello Geopolitical Risk Index average for 2026-2028 ≥150 (vs ~110 historical mean) — 'entertaining' as proxy for high-news-density
    Source: Caldara & Iacoviello GPR Index, Federal Reserve geopolitical-risk datasetconf 65%
    Notes: GPR has been elevated since 2022. Likely continues 2026-2028.

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: 55%)

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
LBP2026-04-30T16:39:51Z55.0%-1.7pp
Network propagation: 56.7% → 55.0%
5-iter LBP, residual 0.00825 · damping 0.5, w_intrinsic 0.5 · method lbp_v2 · run 0c8a4ea3
LBP2026-04-30T02:18:57Z56.7%-3.3pp
Network propagation: 60.0% → 56.7%
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
killerTK01
AGI Capability Plateau (2026-27 Training Stall)
15.0%0.0500.600-0.032
killerTK03
AI Regulatory Moratorium (EU/US Capability Freeze)
10.0%0.0500.600-0.005

Top outgoing (children)

Predictions THIS node influences

No outgoing edges.

Ticker exposure

21 ticker(s) linked

Beneficiaries (14)

SOUNNVDAGTLBAIBBAITCEHYAMZNBABAGOOGLIBMMETAMSFTORCLSHOP

Adverse (7)

ACNCTSHFRSHCHGGIBMINFYPEGA

Prerequisites (2)

Predictions that must hit first
TypePredTitleDomainLag
killerTK01AGI Capability Plateau (2026-27 Training Stall)
killerTK03AI Regulatory Moratorium (EU/US Capability Freeze)

Dependents (0)

Predictions enabled by this
TypePredTitleDomainLag
No dependents

Linked documents (1)

Auto-generated by cosine similarity from Polymarket / Manifold / EDGAR / GDELT
SimSourceTitleMarket probPolarityReviewedPublished
0.555manifold2027 World Snooker Championship winnermentionspending2026-05-04

Raw metadata

From Thesis_Timeline_v1.0_FINAL workbook
{
  "nia": false,
  "url": "https://www.youtube.com/watch?v=N5KCm_55xeQ",
  "mode": "PREDICTION",
  "role": "Guest-CEO",
  "context": "the future will be very entertaining of that I'm confident.",
  "verbatim": "the future will be very entertaining of that I'm confident.",
  "conv_cues": "I'm confident",
  "direction": "HAPPEN",
  "timeframe": "future, unspecified",
  "conv_level": "HIGH",
  "milestones": [
    {
      "kind": "llm_pre_event",
      "label": "Generative AI media titles / virality events ≥2x 2025 baseline by 2027",
      "source": "Tubefilter creator-economy reports, Visual Capitalist AI-content trackers",
      "status": "pending",
      "weight": 0.4,
      "ordinal": -3,
      "source_id": null,
      "confidence": 0.7,
      "expected_date": "2027-03-01",
      "research_origin": "training",
      "expected_date_range": {
        "to": "2027-12-31",
        "from": "2026-05-01"
      },
      "measurement_criterion": "Number of AI-generated viral content events (>10M views) tracked by Tubefilter/Visual Capitalist exceeds 2x 2025 baseline by EOY 2027"
    },
    {
      "kind": "llm_pre_event",
      "label": "Cumulative entertainment market spend continues secular growth",
      "notes": "Operationalize 'very entertaining' as growing entertainment consumption — already a secular trend.",
      "source": "PwC Global Entertainment & Media Outlook, IFPI, MPAA reports",
      "status": "pending",
      "weight": 0.4,
      "ordinal": -2,
      "source_id": null,
      "confidence": 0.85,
      "expected_date": "2027-12-31",
      "research_origin": "training",
      "expected_date_range": {
        "to": "2028-12-31",
        "from": "2026-12-31"
      },
      "measurement_criterion": "PwC Global Entertainment & Media Outlook shows total spend growth ≥5% YoY through 2028 — entertainment scales as Musk implies"
    },
    {
      "kind": "llm_post_event",
      "label": "Major political/geopolitical surprise indices remain elevated",
      "notes": "GPR has been elevated since 2022. Likely continues 2026-2028.",
      "source": "Caldara & Iacoviello GPR Index, Federal Reserve geopolitical-risk dataset",
      "status": "pending",
      "weight": 0.4,
      "ordinal": -1,
      "source_id": null,
      "confidence": 0.65,
      "expected_date": "2027-12-31",
      "research_origin": "training",
      "expected_date_range": {
        "to": "2028-12-31",
        "from": "2026-12-31"
      },
      "measurement_criterion": "Caldara-Iacoviello Geopolitical Risk Index average for 2026-2028 ≥150 (vs ~110 historical mean) — 'entertaining' as proxy for high-news-density"
    }
  ],
  "repeat_eps": 1,
  "untimeable": true,
  "attribution": "FIRST_PERSON",
  "episode_num": 239,
  "granularity": "VAGUE",
  "episode_date": "2026-03-12",
  "parse_method": "UNMAPPABLE",
  "domain_bucket": "Other",
  "episode_title": "Elon Musk: The Economy Will Be 10x the Size in 10 Years | #239",
  "fault_line_id": "F001, F002",
  "flag_repeated": false,
  "in_5yr_window": false,
  "appears_in_eps": "239",
  "is_macro_claim": false,
  "total_mentions": 1,
  "priority_weight": 5,
  "ps_cluster_tags": [
    "C5"
  ],
  "active_end_month": 0,
  "recent_statement": "Dec 2025 Moonshots: 'AGI in 2026... by 2030 AI exceeds combined intelligence of all humans.' March 11 2026 Abundance Summit: 'We're in the hard takeoff right now.' xAI Grok 5 'probability of AGI now 10% and rising'.",
  "untimeable_reason": "Musk vibes statement ('future will be entertaining')",
  "active_start_month": 0,
  "flag_nia_bracketed": false,
  "track_record_grade": "B",
  "track_record_notes": "Directionally strong, chronically optimistic on timing: Tesla FSD, Optimus, Starship Mars, Hyperloop all slipped 2–5x. BUT his big bets (reusable rockets, EV dominance, Starlink scale, Tesla profitability) all came true within a decade. 10x economy in 10y is his most aggressive macro call yet.",
  "flag_near_term_2027": false,
  "flag_high_conviction": true,
  "milestones_phase2_at"
... (truncated)