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240_059predictionMacro/EconomyAI-timing

AI eventually drives costs of goods to just cost of electricity and materials

Predictor: Salim Ismail · ep#240 "NVIDIA's $1 Trillion Prediction, Anthropic Beats OpenAI, Tesla vs. TSMC & The CS Job Collapse" · source

Prior probability
50.0%
Current probability
38.2%
evolves via intake + LBP
Conviction
3/5
Signal quality
C
Resolution
pending
Window
2026-04-30 – 2027-12-31
Edges in / out
9 / 5
Tickers exposed
36

Prediction text

AI eventually drives costs of goods to just cost of electricity and materials | if we reduce everything to the cost of electricity and materials because AI and robotics are providing it eventually nanotechnology and you can have anything you want then any amount of money makes you wealthy.

Verbatim quote

From episode "NVIDIA's $1 Trillion Prediction, Anthropic Beats OpenAI, Tesla vs. TSMC & The CS Job Collapse"
if we reduce everything to the cost of electricity and materials because AI and robotics are providing it eventually nanotechnology and you can have anything you want then any amount of money makes you wealthy.

Predictor: Salim Ismail

κ + Brier as of 2026-05-22
κ (discount)
0.643
Brier
0.0144
excellent
Hits / Misses
1 / 0
of 2 resolved
Hit rate
50.0%
Calibration plot (stated vs observed)

Evidence about this node from Salim Ismail 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 50%2026-04-302026-05-032026-05-17
intake v2milestone miss sweeplbp propagationreference class assignedlegacy v1prior_prob (analyst seed)current = 38.2%

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. 2026-04-01 → 2026-12-31pendingAI-driven structural disinflation observable in CPI/PPI data (sustained 5-12% logistics/manufacturing cost compression)
    How: BLS PPI release shows AI-attributable cost compression in manufacturing/logistics subindex of 5-12% YoY in line with cited research
    Source: deep_research_enrichedconf 50%
  2. 2026-06-01 → 2027-03-31pendingElectricity becomes binding constraint on AI / production cost stack (Morgan Stanley / Goldman flag)
    How: Investment-bank or DOE report formally identifies electricity as the binding constraint on AI economics, validating prediction's framing of cost → electricity + materials
    Source: deep_research_enrichedconf 70%
  3. 2026-12-31pendingTech-giant capex tops $700B (2026 — marks compute deflation flywheel)
    How: Aggregate FY2026 hyperscaler capex (MSFT/META/GOOG/AMZN/AAPL/ORCL) reaches ~$700B per industry tracking, indicating cost-of-intelligence collapse curve
    Source: deep_research_enrichedconf 70%
  4. 2026-09-01 → 2027-09-30pendingSpecific consumer-good category shows AI-driven price compression to within ~2x of energy+materials cost
    How: Industry analysis identifies a category (e.g., generic software, simple commodity) with selling price within 2x of cumulative electricity + raw materials cost, attributed to AI
    Source: deep_research_enrichedconf 30%
  5. 2026-12-01 → 2027-09-30pendingCharles I. Jones-style endogenous-growth model with AI-driven cost-collapse cited by Fed / CBO
    How: Federal Reserve / CBO research note explicitly cites AI-driven marginal-cost collapse as long-run macro factor
    Source: deep_research_enrichedconf 30%
  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: 38%)

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
LBP2026-05-17T02:00:01Z38.2%-1.1pp
Network propagation: 39.3% → 38.2%
5-iter LBP, residual 0.00689 · damping 0.5, w_intrinsic 0.5 · method lbp_v3 · run e607fa96
LBP2026-05-10T02:00:02Z39.3%-2.0pp
Network propagation: 41.2% → 39.3%
6-iter LBP, residual 0.00584 · damping 0.5, w_intrinsic 0.5 · method lbp_v3 · run e5c18d29
LBP2026-05-03T02:00:01Z41.2%-3.6pp
Network propagation: 44.8% → 41.2%
6-iter LBP, residual 0.00677 · damping 0.5, w_intrinsic 0.5 · method lbp_v3 · run 1a683ac9
LBP2026-04-30T16:39:51Z44.8%-2.1pp
Network propagation: 46.9% → 44.8%
5-iter LBP, residual 0.00825 · damping 0.5, w_intrinsic 0.5 · method lbp_v2 · run 0c8a4ea3
LBP2026-04-30T02:18:57Z46.9%-3.1pp
Network propagation: 50.0% → 46.9%
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_2027
NBER recession declared 2027
30.0%0.5000.050-0.197
killerTK03
AI Regulatory Moratorium (EU/US Capability Freeze)
10.0%0.0500.500+0.073
killerTK01
AGI Capability Plateau (2026-27 Training Stall)
15.0%0.0500.500+0.050
killerTK14
Superbubble Pop (S&P 500 -40%, Moonshot Capital Evaporates)
20.0%0.0500.500+0.028
prereq238_009
Recursive self-improvement is already happening now (no longAlex Wissner-Gross
78.1%0.5000.050+0.015

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%0.6500.050-0.080
prereq235_030
Ray Kurzweil predicts Longevity Escape Velocity (LEV) by 203Ray Kurzweil
39.2%0.7500.050-0.079
prereq240_036
TEPCO's restarted reactor will support 20% of Japan's electrPeter Diamandis
34.3%0.6500.050-0.067
prereq239_008
Moon base will exist in 10 yearsElon Musk
28.8%0.5500.050-0.050
prereqSEM_034
True artificial general intelligence will be achieved betweeDemis Hassabis
28.7%0.5500.050-0.049

Ticker exposure

36 ticker(s) linked

Beneficiaries (23)

APLDNVDAARMBBAITSMCEVAAISOUNCRWVSITMGTLBGOOGLMETAMRVLMSFTORCLIBMAMZNAVGOBABAAMDSFTBYQCOM

Adverse (6)

ACNCHGGCTSHIBMINFYWNS

Prerequisites (9)

Predictions that must hit first
TypePredTitleDomainLag
prereqSEM_008Training runs costing $10 billion for a single model will commence sometime in 2025.AI
prereq235_038David Sinclair begins partial epigenetic reprogramming trials with Life Biosciences in March 2026.Biotech/Longevity
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_2027NBER recession declared 2027macro_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=uOGHXAfvK8w",
  "mode": "THESIS",
  "role": "Host",
  "context": "if we reduce everything to the cost of electricity and materials because AI and robotics are providing it eventually nanotechnology and you can have anything you want then any amount of money makes you wealthy.",
  "verbatim": "if we reduce everything to the cost of electricity and materials because AI and robotics are providing it eventually nanotechnology and you can have anything you want then any amount of money makes you wealthy.",
  "conv_cues": "eventually",
  "direction": "DOWN",
  "timeframe": "Future",
  "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": "AI-driven structural disinflation observable in CPI/PPI data (sustained 5-12% logistics/manufacturing cost compression)",
      "source": "deep_research_enriched",
      "status": "pending",
      "weight": 0.4,
      "ordinal": -4,
      "source_id": null,
      "confidence": 0.5,
      "source_url": "https://www.savvywealth.com/blog-posts/ai-is-quietly-creating-disinflation-deflation-in-the-u-s-economy",
      "expected_date": "2026-08-16",
      "research_origin": "deep_research",
      "expected_date_range": {
        "to": "2026-12-31",
        "from": "2026-04-01"
      },
      "measurement_criterion": "BLS PPI release shows AI-attributable cost compression in manufacturing/logistics subindex of 5-12% YoY in line with cited research"
    },
    {
      "kind": "llm_pre_event",
      "label": "Electricity becomes binding constraint on AI / production cost stack (Morgan Stanley / Goldman flag)",
      "source": "deep_research_enriched",
      "status": "pending",
      "weight": 0.4,
      "ordinal": -3,
      "source_id": null,
      "confidence": 0.7,
      "source_url": "https://www.morganstanley.com/insights/podcasts/thoughts-on-the-market/ai-energy-economics-electricity-mayank-maheshwari",
      "expected_date": "2026-10-30",
      "research_origin": "deep_research",
      "expected_date_range": {
        "to": "2027-03-31",
        "from": "2026-06-01"
      },
      "measurement_criterion": "Investment-bank or DOE report formally identifies electricity as the binding constraint on AI economics, validating prediction's framing of cost → electricity + materials"
    },
    {
      "kind": "llm_pre_event",
      "label":
... (truncated)