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247_047predictionEnergyAI-timing

Vertical farming market will reach $40 billion by 2030

Predictor: Peter Diamandis · ep#247 "Elon Musk vs. Sam Altman, AI Job Loss, and OpenAI's $852B Valuation EP #247" · source

Prior probability
60.0%
Current probability
49.9%
evolves via intake + LBP
Conviction
3/5
Signal quality
C
Resolution
pending
Window
2030-01-01 – 2030-10-31
Edges in / out
8 / 5
Tickers exposed
33

Prediction text

Vertical farming market will reach $40 billion by 2030 | vertical farming...it's projected to reach 40 billion by 2030. It hit 8 billion this year.

Verbatim quote

From episode "Elon Musk vs. Sam Altman, AI Job Loss, and OpenAI's $852B Valuation EP #247"
vertical farming...it's projected to reach 40 billion by 2030. It hit 8 billion this year.

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 = 49.9%

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 → 2027-12-31pendingPlenty Unlimited or Bowery emerges from bankruptcy with operating model
    How: Either Plenty Unlimited (Chapter 11 March 2025) or Bowery Farming (operations halted late 2024) re-emerges as operating company under new ownership/restructuring with continuing vertical farm operations — confirmed via court filings and trade press
    Source: llm_enrichedconf 40%
  2. 2026-06-01 → 2028-12-31pendingContinued sector consolidation: 5+ major operator bankruptcies before 2028
    How: 5 or more vertical-farming operators with prior funding >$50M file Chapter 11 / dissolve / cease operations in 2026-2028 window — would refute the $40B claim
    Source: llm_enrichedconf 55%
  3. 2027-01-01 → 2030-06-30pendingEnergy unit cost for indoor vertical farming drops below outdoor produce cost-equivalent
    How: Independent academic or industry research demonstrates levelized cost of indoor vertical-farm produce (lettuce, herbs, strawberries) reaches parity with conventional greenhouse or open-field for at least one major crop category
    Source: llm_enrichedconf 30%
  4. 2027-06-01 → 2030-12-31pendingSingle vertical-farming operator achieves $1B annual revenue
    How: Any single vertical-farming company reports >=$1B annual revenue (or implied via M&A valuation) — confirmed via S-1 / 10-K / company disclosure
    Source: llm_enrichedconf 25%
  5. 2027-12-31 → 2030-06-30pendingSustained CAGR >=20% over 3 consecutive years post-2026
    How: Independent market researchers (Mordor, BIS, Future Market Insights) confirm sustained vertical-farming CAGR >=20% for any 3-year window 2027-2030 needed to plausibly reach $40B by 2030
    Source: llm_enrichedconf 35%
  6. 2030-10-31pendingAggregate global vertical-farming revenue confirmed at $40B in 2030
    How: At least 2 independent industry research firms (Mordor, Maximize, Research and Markets, Grand View) confirm global vertical-farming revenue reaches ~$40B in 2030 — primary measurement of prediction; current 2032 projections range $18B-$40B
    Source: llm_enrichedconf 20%
  7. 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: 50%)

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
LBP2026-05-10T02:00:02Z49.9%-1.3pp
Network propagation: 51.2% → 49.9%
6-iter LBP, residual 0.00584 · damping 0.5, w_intrinsic 0.5 · method lbp_v3 · run e5c18d29
LBP2026-05-03T02:00:01Z51.2%-2.1pp
Network propagation: 53.3% → 51.2%
6-iter LBP, residual 0.00677 · damping 0.5, w_intrinsic 0.5 · method lbp_v3 · run 1a683ac9
LBP2026-04-30T16:39:51Z53.3%-2.7pp
Network propagation: 56.0% → 53.3%
5-iter LBP, residual 0.00825 · damping 0.5, w_intrinsic 0.5 · method lbp_v2 · run 0c8a4ea3
LBP2026-04-30T02:18:57Z56.0%-4.0pp
Network propagation: 60.0% → 56.0%
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
prereq234_012
Anthropic revenue will cross OpenAI revenue in middle of 202Peter Diamandis
67.1%0.6000.050-0.083
prereqSEM_005
Stargate is a $500 billion multiyear capex program for distrSam Altman
72.3%0.6000.050-0.080
killerTK03
AI Regulatory Moratorium (EU/US Capability Freeze)
10.0%0.0500.600+0.046
prereq235_002
Anthropic will exceed OpenAI in revenue this year (2026).Dave Blundin
74.6%0.6000.050-0.043
prereqSEM_012
Nvidia quadrupled chip production output while only doublingJensen Huang
75.0%0.6000.050-0.040

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%0.6500.050-0.011
prereqSEM_034
True artificial general intelligence will be achieved betweeDemis Hassabis
28.7%0.5500.050+0.009
prereq239_008
Moon base will exist in 10 yearsElon Musk
28.8%0.5500.050+0.008
prereq240_036
TEPCO's restarted reactor will support 20% of Japan's electrPeter Diamandis
34.3%0.6500.050+0.002
prereq235_030
Ray Kurzweil predicts Longevity Escape Velocity (LEV) by 203Ray Kurzweil
39.2%0.7500.050+0.002

Ticker exposure

33 ticker(s) linked

Beneficiaries (23)

SOUNCRWVSITMNVDAARMGTLBBBAITSMAPLDCEVAAIMSFTMRVLSFTBYORCLQCOMAVGOBABAAMDGOOGLIBMAMZNMETA

Adverse (6)

WNSCHGGCTSHIBMINFYACN

Prerequisites (8)

Predictions that must hit first
TypePredTitleDomainLag
prereq234_012Anthropic revenue will cross OpenAI revenue in middle of 2026Markets/Stocks
prereq235_002Anthropic will exceed OpenAI in revenue this year (2026).AI
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_005Stargate is a $500 billion multiyear capex program for distributed AI data-center construction (2025-2028, with Trump administration partnership).AI/Infrastructure
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
SimSourceTitleMarket probPolarityReviewedPublished
0.572polymarketWill "Mortal Kombat II" Opening Weekend Box Office be between 40m and 45m?11%mentionspending2026-05-04
0.572manifold2026 FIFA World Cup Mega-Market: Round of 32mentionspending2026-05-17
0.570manifoldDays I'll create a market in June?mentionspending2026-06-02
0.569polymarketWill "Michael" 2nd Weekend Box Office be between 32m and 35m?1%mentionspending2026-05-05
0.568manifoldHow cheap will fully farm-raised eel get? / 完全養殖ウナギ、いくらまで安くなる?50%mentionspending2026-05-30
0.567polymarketWill "Michael" 2nd Weekend Box Office be greater than 38m?40%mentionspending2026-05-05
0.563polymarketWill "Michael" 2nd Weekend Box Office be less than 32m?0%mentionspending2026-05-05
0.542edgar_8kVillage Farms International, Inc. (VFF) (CIK 0001584549)mentionspending2026-06-05
0.542edgar_8kVillage Farms International, Inc. (VFF) (CIK 0001584549)mentionspending2026-05-11
0.542edgar_8kVillage Farms International, Inc. (VFF) (CIK 0001584549)mentionspending2026-06-02

Raw metadata

From Thesis_Timeline_v1.0_FINAL workbook
{
  "nia": false,
  "qty": "$40 billion",
  "url": "https://www.youtube.com/watch?v=5ak26W2YNRY",
  "mode": "CITED_PREDICTION",
  "role": "Host",
  "context": "it's projected to reach 40 billion by 2030",
  "to_year": 2030,
  "verbatim": "vertical farming...it's projected to reach 40 billion by 2030. It hit 8 billion this year.",
  "conv_cues": "projected",
  "direction": "NUMERIC_TARGET",
  "from_year": 2030,
  "timeframe": "2030",
  "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": "Anthropic revenue will cross OpenAI revenue in middle of 2026",
      "status": "hit",
      "weight": 0.5,
      "ordinal": -8,
      "source_id": "234_012",
      "expected_date": "2026-04-29",
      "observed_date": "2026-04-29"
    },
    {
      "kind": "prereq",
      "label": "Anthropic will exceed OpenAI in revenue this year (2026).",
      "status": "hit",
      "weight": 0.5,
      "ordinal": -7,
      "source_id": "235_002",
      "expected_date": "2026-04-29",
      "observed_date": "2026-04-29"
    },
    {
      "kind": "llm_pre_event",
      "label": "Plenty Unlimited or Bowery emerges from bankruptcy with operating model",
      "source": "llm_enriched",
      "status": "pending",
      "weight": 0.4,
      "ordinal": -6,
      "source_id": null,
      "confidence": 0.4,
      "expected_date": "2027-03-17",
      "research_origin": "training",
      "expected_date_range": {
        "to": "2027-12-31",
        "from": "2026-06-01"
      },
      "measurement_criterion": "Either Plenty Unlimited (Chapter 11 March 2025) or Bowery Farming (operations halted late 2024) re-emerges as operating company under new ownership/restructuring with continuing vertical farm operations — confirmed via court filings and trade press"
    },
    {
      "kind": "llm_post_event",
      "label": "Continued sector consolidation: 5+ major operator bankruptcies before 2028",
      "source": "llm_enriched",
      "status": "pending",
      "weight": 0.4,
      "ordinal": -5,
      "source_id": null,
      "confidence": 0.55,
      "expected_date": "2027-09-16",
      "research_origin": "training",
      "expected_date_range": {
        "to": "2028-12-31",
        "from": "2026-06-01"
      },
      "measurement_criterion": "5 or more vertical-farming operators with prior funding >$50M file Chapter 11 / dissolve / cease operations in 2026-2028 window — would refute the $40B claim"
    },
    {
      "kind": "prereq",
      "label": "Stargate is a $500 billion multiyear capex program for distributed AI data-center construction (2025-2028, with Trump administration partner",
      "status": "pending",
      "weight": 0.5,
      "ordinal": -4,
      "source_id": "SEM_005",
      "expected_date": "2028-02-09",
      "observed_date": null
    },
    {
      "kind": "llm_pre_event",
      "label": "Energy unit cost for indoor vertical farming drops below outdoor produce cost-equivalent",
      "source": "llm_enriched",
      "status": "pending",
      "weight": 0.4,
      "ordinal": -3,
      "source_id": null,
      "confidence": 0.3,
      "expected_date": "2028-09-30",
      "research_origin": "training",
      "expected_date_range": {
        "to": "2030-06-30",
        "from": "2027-01-01"
      },
      "measurement_criterion": "Independent academic or industry
... (truncated)