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246_045predictionMacro/EconomyAI-timing

Post-capitalist society with zero marginal cost approaching.

Predictor: Peter Diamandis · ep#246 "SpaceX Goes Public, Claude's Mythos Release, and the US Data Center Delay | EP #246" · source

Prior probability
60.0%
Current probability
44.6%
evolves via intake + LBP
Conviction
3/5
Signal quality
C
Resolution
pending
Window
2026-04-30 – 2026-12-31
Edges in / out
9 / 5
Tickers exposed
33

Prediction text

Post-capitalist society with zero marginal cost approaching. | we do enter a postc capitalist society. Hate to say it, um but you know, that's ultimate abundance.

Verbatim quote

From episode "SpaceX Goes Public, Claude's Mythos Release, and the US Data Center Delay | EP #246"
we do enter a postc capitalist society. Hate to say it, um but you know, that's ultimate abundance.

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

5 prob_history rows
0%25%50%75%100%prior 60%2026-04-302026-05-032026-05-17
intake v2milestone miss sweeplbp propagationreference class assignedlegacy v1prior_prob (analyst seed)current = 44.6%

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 ✓ · 4 pending
  1. 2026-05-01 → 2026-12-31pendingSam Altman / Dario Amodei / Demis Hassabis publicly endorse zero-marginal-cost framing
    How: Frontier-lab CEO essay, podcast, or congressional testimony explicitly framing AI economy as zero-marginal-cost or post-scarcity
    Source: The Waves: AI and Economic Abundance (Feb 2026)conf 60%
  2. 2026-05-01 → 2026-12-31pendingCost-of-intelligence per token falls 10x year-over-year
    How: Frontier API price per million tokens drops >=10x vs Apr 2025 baseline; tracked via OpenRouter / Artificial Analysis
    Source: Standard frontier-lab price-cuts cadence; key proxy for 'zero marginal cost'conf 70%
  3. 2026-05-01 → 2026-12-31pendingMainstream-economist counter-argument published (Krugman / Acemoglu / Summers)
    How: NYT op-ed, NBER paper, or Brookings essay by recognized economist disputing zero-marginal-cost / post-capitalist framing
    Source: yesigiveafig.com 'Post-Capitalism is Dead' counter-essay 2026conf 70%
  4. 2026-06-01 → 2026-12-31pendingMajor AI service rolls out free unlimited tier to >100M users
    How: OpenAI, Google, Anthropic, or Meta announces free unlimited frontier-tier consumer access tied directly to abundance/zero-marginal-cost narrative
    Source: Diamandis Apr 11 2026 Moonshots Ep 246conf 40%
  5. 2026-05-01 → 2027-06-30pendingEnergy / compute scarcity contradicts 'zero marginal cost' narrative
    How: Multiple frontier-lab outages, GPU rationing, or grid-driven price hikes >=2x make zero-marginal-cost rhetoric look premature; tracked via FT / WSJ
    Source: CNN Apr 23 2026: 'we have run out of headroom' US gridconf 70%
  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: 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
LBP2026-05-17T02:00:01Z44.6%-1.5pp
Network propagation: 46.1% → 44.6%
5-iter LBP, residual 0.00689 · damping 0.5, w_intrinsic 0.5 · method lbp_v3 · run e607fa96
LBP2026-05-10T02:00:02Z46.1%-2.7pp
Network propagation: 48.8% → 46.1%
6-iter LBP, residual 0.00584 · damping 0.5, w_intrinsic 0.5 · method lbp_v3 · run e5c18d29
LBP2026-05-03T02:00:01Z48.8%-4.9pp
Network propagation: 53.7% → 48.8%
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
prereqS_RECESSION_2026
NBER recession declared 2026
20.0%0.6000.050-0.286
killerTK03
AI Regulatory Moratorium (EU/US Capability Freeze)
10.0%0.0500.600+0.099
killerTK01
AGI Capability Plateau (2026-27 Training Stall)
15.0%0.0500.600+0.071
killerTK14
Superbubble Pop (S&P 500 -40%, Moonshot Capital Evaporates)
20.0%0.0500.600+0.044
prereq238_009
Recursive self-improvement is already happening now (no longAlex Wissner-Gross
78.1%0.6000.050+0.029

Top outgoing (children)

Predictions THIS node influences

KindNodeTheir probP(c|s=T)P(c|s=F)Δ implied
prereq246_016
Dragonfly nuclear-powered octicopter arrives at Titan in 203Peter Diamandis
35.6%0.6500.050-0.043
prereq235_030
Ray Kurzweil predicts Longevity Escape Velocity (LEV) by 203Ray Kurzweil
39.2%0.7500.050-0.036
prereq240_036
TEPCO's restarted reactor will support 20% of Japan's electrPeter Diamandis
34.3%0.6500.050-0.030
prereq239_008
Moon base will exist in 10 yearsElon Musk
28.8%0.5500.050-0.019
prereqSEM_034
True artificial general intelligence will be achieved betweeDemis Hassabis
28.7%0.5500.050-0.018

Ticker exposure

33 ticker(s) linked

Beneficiaries (23)

SOUNCRWVSITMNVDAARMGTLBBBAITSMAPLDCEVAAIMSFTMRVLSFTBYORCLQCOMAVGOBABAAMDGOOGLIBMAMZNMETA

Adverse (6)

WNSCHGGCTSHIBMINFYACN

Prerequisites (9)

Predictions that must hit first
TypePredTitleDomainLag
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
prereq238_009Recursive self-improvement is already happening now (no longer three years out)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
prereqS_RECESSION_2026NBER recession declared 2026macro_recession
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

Raw metadata

From Thesis_Timeline_v1.0_FINAL workbook
{
  "nia": false,
  "url": "https://www.youtube.com/watch?v=cFI-SqnvQK8",
  "mode": "PROPHECY",
  "role": "Host",
  "context": "we do enter a postc capitalist society. Hate to say it, um but you know, that's ultimate abundance.",
  "verbatim": "we do enter a postc capitalist society. Hate to say it, um but you know, that's ultimate abundance.",
  "direction": "HAPPEN",
  "timeframe": "Long-term",
  "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": -9,
      "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": -8,
      "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": -7,
      "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": -6,
      "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": -5,
      "source_id": "235_038",
      "expected_date": "2026-04-29",
      "observed_date": "2026-04-29"
    },
    {
      "kind": "llm_pre_event",
      "label": "Sam Altman / Dario Amodei / Demis Hassabis publicly endorse zero-marginal-cost framing",
      "source": "The Waves: AI and Economic Abundance (Feb 2026)",
      "status": "pending",
      "weight": 0.4,
      "ordinal": -4,
      "source_id": null,
      "confidence": 0.6,
      "source_url": "https://www.the-waves.org/2026/02/13/ai-and-economic-abundance-beyond-the-hype/",
      "expected_date": "2026-08-31",
      "research_origin": "training",
      "expected_date_range": {
        "to": "2026-12-31",
        "from": "2026-05-01"
      },
      "measurement_criterion": "Frontier-lab CEO essay, podcast, or congressional testimony explicitly framing AI economy as zero-marginal-cost or post-scarcity"
    },
    {
      "kind": "llm_pre_event",
      "label": "Cost-of-intelligence per token falls 10x year-over-year",
      "source": "Standard frontier-lab price-cuts cadence; key proxy for 'zero marginal cost'",
      "status": "pending",
      "weight": 0.4,
      "ordinal": -3,
      "source_id": null,
      "confidence": 0.7,
      "expected_date": "2026-08-31",
      "research_origin": "training",
      "expected_date_range": {
        "to": "2026-12-31",
        "from": "2026-05-01"
      },
      "measurement_criterion": "Frontier API price per million tokens drops >=10x vs Apr 2025 baseline; tracked via OpenRouter / Artificial Analysis"
    },
    {
      "kind": "llm_pre_event",
      "label": "Mainstream-economist counter-argument published (Krugman / Acemoglu / Summers)",
      "source": "yesigiveafig.com 'Post-Capitalism is Dead' counter-essay 2026",
      "status": "pending",
      "weight": 0.4,
      "ordinal": -2,
      "source_id": null,
      "confidence": 0.7,
      "source_url": "https://www.yesigiveafig.com/p/post-capitalism-is-dead-long-live",
      "expected_date": "2026-08-31",
      "research_origin": "training",
      "expected_date_range": {
  
... (truncated)