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234_028predictionBiotech/LongevityAI-timing

Lab grown meat will replace conventional meat as the healthier environmental option

Predictor: Peter Diamandis · ep#234 "Anthropic vs. The Pentagon, Claude Outpaces ChatGPT, and Consulting Gets Replaced" · source

Prior probability
65.0%
Current probability
57.3%
evolves via intake + LBP
Conviction
4/5
Signal quality
B
Resolution
pending
Window
2026-04-30 – 2031-12-31
Edges in / out
3 / 0
Tickers exposed
33

Prediction text

Lab grown meat will replace conventional meat as the healthier environmental option | if we're if we're wanting to do this environmentally correct and from the most healthiest standpoint, I think it's going to be engineered lab grown meats.

Verbatim quote

From episode "Anthropic vs. The Pentagon, Claude Outpaces ChatGPT, and Consulting Gets Replaced"
if we're if we're wanting to do this environmentally correct and from the most healthiest standpoint, I think it's going to be engineered lab grown meats.

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

3 prob_history rows
0%25%50%75%100%prior 65%2026-04-302026-04-302026-05-03
intake v2milestone miss sweeplbp propagationreference class assignedlegacy v1prior_prob (analyst seed)current = 57.3%

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: 8 pending
  1. 2026-06-01 → 2027-06-30pendingBeliever Meats Wilson, NC large-scale facility commissioned and shipping
    How: USDA grant of inspection issued; first commercial shipments leave Wilson, NC facility
    Source: deep_research_enrichedconf 70%
  2. 2026-06-01 → 2027-12-31pendingFirst cultivated meat product reaches retail in mainstream US grocery
    How: Mission Barns, Believer, Upside, or peer product reaches scheduled launch in Sprouts, Whole Foods, Kroger, or peer mainstream grocery chain
    Source: deep_research_enrichedconf 80%
  3. 2027-04-18pendingQ1 window check-in (25%)
  4. 2026-09-01 → 2028-12-31pendingState-level lab-grown meat bans repealed or struck down
    How: Texas (effective 2027 sunset), Florida, Alabama, Indiana, or peer reverses ban via court ruling or legislative action
    Source: deep_research_enrichedconf 50%
  5. 2027-01-01 → 2029-06-30pendingCultivated meat production cost falls below $20/lb wholesale
    How: GFI annual report or company disclosure documents at-scale wholesale cost <=$20/lb for cultivated chicken, pork-fat, or salmon
    Source: deep_research_enrichedconf 45%
  6. 2028-04-06pendingQ2 window check-in (50%)
  7. 2029-03-26pendingQ3 window check-in (75%)
  8. 2028-06-01 → 2030-12-31pendingCultivated meat captures >1% of US ground meat retail dollars
    How: IRI/Nielsen scanner data confirms cultivated/cell-cultured meat at >=1% of US ground-meat retail spend on rolling-12-month basis
    Source: deep_research_enrichedconf 20%

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: 57%)

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
LBP2026-05-03T02:00:01Z57.3%-1.2pp
Network propagation: 58.5% → 57.3%
6-iter LBP, residual 0.00677 · damping 0.5, w_intrinsic 0.5 · method lbp_v3 · run 1a683ac9
LBP2026-04-30T16:39:51Z58.5%-2.3pp
Network propagation: 60.7% → 58.5%
5-iter LBP, residual 0.00825 · damping 0.5, w_intrinsic 0.5 · method lbp_v2 · run 0c8a4ea3
LBP2026-04-30T02:18:57Z60.7%-4.3pp
Network propagation: 65.0% → 60.7%
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
killerTK14
Superbubble Pop (S&P 500 -40%, Moonshot Capital Evaporates)
20.0%0.0500.650-0.043
killerTK03
AI Regulatory Moratorium (EU/US Capability Freeze)
10.0%0.0500.650+0.017
killerTK01
AGI Capability Plateau (2026-27 Training Stall)
15.0%0.0500.650-0.013

Top outgoing (children)

Predictions THIS node influences

No outgoing edges.

Ticker exposure

33 ticker(s) linked

Beneficiaries (23)

SOUNCRWVSITMNVDAARMGTLBBBAITSMAPLDCEVAAIMSFTMRVLSFTBYORCLQCOMAVGOBABAAMDGOOGLIBMAMZNMETA

Adverse (6)

WNSCHGGCTSHIBMINFYACN

Prerequisites (3)

Predictions that must hit first
TypePredTitleDomainLag
killerTK14Superbubble Pop (S&P 500 -40%, Moonshot Capital Evaporates)
killerTK01AGI Capability Plateau (2026-27 Training Stall)
killerTK03AI Regulatory Moratorium (EU/US Capability Freeze)

Dependents (0)

Predictions enabled by this
TypePredTitleDomainLag
No dependents

Raw metadata

From Thesis_Timeline_v1.0_FINAL workbook
{
  "nia": false,
  "url": "https://www.youtube.com/watch?v=dmtvGKuRE64",
  "mode": "PREDICTION",
  "role": "Host",
  "context": "we will move in this direction. Uh there'll be those that want to eat natural meat products, but if we're if we're wanting to do this environmentally correct and from the most healthiest standpoint, I think it's going to be engineered lab grown meats.",
  "verbatim": "if we're if we're wanting to do this environmentally correct and from the most healthiest standpoint, I think it's going to be engineered lab grown meats.",
  "conv_cues": "going to be",
  "direction": "HAPPEN",
  "timeframe": "Unspecified future",
  "conv_level": "HIGH",
  "milestones": [
    {
      "kind": "llm_pre_event",
      "label": "Believer Meats Wilson, NC large-scale facility commissioned and shipping",
      "source": "deep_research_enriched",
      "status": "pending",
      "weight": 0.4,
      "ordinal": -8,
      "source_id": null,
      "confidence": 0.7,
      "expected_date": "2026-12-15",
      "research_origin": "deep_research",
      "expected_date_range": {
        "to": "2027-06-30",
        "from": "2026-06-01"
      },
      "measurement_criterion": "USDA grant of inspection issued; first commercial shipments leave Wilson, NC facility"
    },
    {
      "kind": "llm_pre_event",
      "label": "First cultivated meat product reaches retail in mainstream US grocery",
      "source": "deep_research_enriched",
      "status": "pending",
      "weight": 0.4,
      "ordinal": -7,
      "source_id": null,
      "confidence": 0.8,
      "source_url": "https://www.greenqueen.com.hk/mission-barns-lab-grown-pork-fat-fda-approved-cultivated-meat-sprouts-fiorella/",
      "expected_date": "2027-03-17",
      "research_origin": "deep_research",
      "expected_date_range": {
        "to": "2027-12-31",
        "from": "2026-06-01"
      },
      "measurement_criterion": "Mission Barns, Believer, Upside, or peer product reaches scheduled launch in Sprouts, Whole Foods, Kroger, or peer mainstream grocery chain"
    },
    {
      "kind": "quartile_checkpoint",
      "label": "Q1 window check-in (25%)",
      "status": "pending",
      "weight": 0.05,
      "ordinal": -6,
      "source_id": null,
      "expected_date": "2027-04-18",
      "observed_date": null
    },
    {
      "kind": "llm_pre_event",
      "label": "State-level lab-grown meat bans repealed or struck down",
      "source": "deep_research_enriched",
      "status": "pending",
      "weight": 0.4,
      "ordinal": -5,
      "source_id": null,
      "confidence": 0.5,
      "source_url": "https://nationalaglawcenter.org/alternative-proteins-2025-legislative-update/",
      "expected_date": "2027-11-01",
      "research_origin": "deep_research",
      "expected_date_range": {
        "to": "2028-12-31",
        "from": "2026-09-01"
      },
      "measurement_criterion": "Texas (effective 2027 sunset), Florida, Alabama, Indiana, or peer reverses ban via court ruling or legislative action"
    },
    {
      "kind": "llm_pre_event",
      "label": "Cultivated meat production cost falls below $20/lb wholesale",
      "source": "deep_research_enriched",
      "status": "pending",
      "weight": 0.4,
      "ordinal": -4,
      "source_id": null,
      "confidence": 0.45,
      "source_url": "https://gfi.org/resource/fda-cultivated-meat-clearance-explainer/",
      "expected_date": "2028-03-31",
      "research_origin": "deep_research",
      "expected_date_range": {
        "to": "2029-06-30",
        "from": "2027-01-01"
      },
      "measurement_criterion": "GFI annual report or company disclosure documents at-scale wholesale cost <=$20/lb for cultivated chicken, pork-fat, or salmon"
    },
    {
      "kind": "quartile_checkpoint",
      "label": "Q2 window check-in (50%)",
      "status": "pending",
      "weight": 0.05,
      "ordinal": -3,
      "source_id": null,
      "expected_date": "2028-04-06",
      "observed_date": null
    },
    {
      "kind": "
... (truncated)