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238_057predictionMacro/Economyabundance

Laws of economics and thermodynamics will still apply despite AI abundance

Predictor: Alex Wissner-Gross · ep#238 "Meta Buys Moltbook, GPT 5.4, and Fruitfly Brain Upload | Moonshots Live at The Abundance Summit 238" · source

Prior probability
50.0%
Current probability
41.6%
evolves via intake + LBP
Conviction
4/5
Signal quality
B
Resolution
pending
Window
— – —
Edges in / out
2 / 0
Tickers exposed
28

Prediction text

Laws of economics and thermodynamics will still apply despite AI abundance | to the extent there are any scarce physical resources and to the extent that there are ever in the future multiple actors, I I think laws of thermodynamics probably the laws of economics will probably still apply.

Verbatim quote

From episode "Meta Buys Moltbook, GPT 5.4, and Fruitfly Brain Upload | Moonshots Live at The Abundance Summit 238"
to the extent there are any scarce physical resources and to the extent that there are ever in the future multiple actors, I I think laws of thermodynamics probably the laws of economics will probably still apply.

Predictor: Alex Wissner-Gross

κ + Brier as of 2026-05-22
κ (discount)
0.844
Brier
0.0341
excellent
Hits / Misses
6 / 1
of 11 resolved
Hit rate
54.5%
Calibration plot (stated vs observed)

Evidence about this node from Alex Wissner-Gross 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 50%2026-04-302026-04-302026-05-03
intake v2milestone miss sweeplbp propagationreference class assignedlegacy v1prior_prob (analyst seed)current = 41.6%

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: 3 pending
  1. 2026-05-01 → 2027-12-31pendingDatacenter / GPU power constraint events documented through 2027
    How: ≥3 published reports of AI datacenter buildouts being constrained by grid interconnect / land / cooling — empirical evidence physical scarcity binds
    Source: Bloomberg, FT, Semianalysis, EPRI grid-interconnect reportsconf 95%
    Notes: Already happening (Texas, Virginia, Ireland) — supports thermodynamics-still-applies thesis.
  2. 2026-12-31 → 2028-12-31pendingReal GDP per capita continues to track productivity growth despite AI-abundance narrative
    How: BEA/BLS reports show real GDP per capita and CPI tracking with productivity growth ±2pp — i.e., no post-scarcity break in price-quantity relationships
    Source: BEA NIPA tables, BLS CPI/productivity, IMF WEOconf 85%
    Notes: Empirical test: do laws of economics 'still apply' is operationalized as continuity of price-output relationships.
  3. 2026-12-31 → 2031-03-31pendingEnergy prices remain non-zero despite Suncatcher / Starcloud / Dyson-swarm narratives
    How: Wholesale electricity prices (PJM, CAISO, ERCOT) and global oil/gas prices remain >$0.02/kWh and >$30/bbl respectively — physical scarcity constraints persist
    Source: EIA, IEA, PJM/CAISO/ERCOT real-time pricingconf 95%
    Notes: Wissner-Gross's claim is essentially unfalsifiable at high confidence — testing via persistent non-zero physical-resource prices.

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: 42%)

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
LBP2026-05-03T02:00:01Z41.6%-1.3pp
Network propagation: 42.8% → 41.6%
6-iter LBP, residual 0.00677 · damping 0.5, w_intrinsic 0.5 · method lbp_v3 · run 1a683ac9
LBP2026-04-30T16:39:51Z42.8%-2.4pp
Network propagation: 45.3% → 42.8%
5-iter LBP, residual 0.00825 · damping 0.5, w_intrinsic 0.5 · method lbp_v2 · run 0c8a4ea3
LBP2026-04-30T02:18:57Z45.3%-4.7pp
Network propagation: 50.0% → 45.3%
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
killerTK04
Macro Recession 2026-27 (Structural Deleveraging)
25.0%0.0500.500-0.028
killerTK07
Labor Political Backlash (UBI Mandate / AI Tax)
18.0%0.0500.500+0.003

Top outgoing (children)

Predictions THIS node influences

No outgoing edges.

Ticker exposure

28 ticker(s) linked

Beneficiaries (23)

SDGRRXRXMARACOURCRCLRIOTRLAYDOCNADUSSRFMUDMYZMCOINGDDYGOOGLHOODNFLXRDDTSHOPSPOTUBERXYZABT

Adverse (4)

MANIBMACNCHGG

Prerequisites (2)

Predictions that must hit first
TypePredTitleDomainLag
killerTK04Macro Recession 2026-27 (Structural Deleveraging)
killerTK07Labor Political Backlash (UBI Mandate / AI Tax)

Dependents (0)

Predictions enabled by this
TypePredTitleDomainLag
No dependents

Linked documents (3)

Auto-generated by cosine similarity from Polymarket / Manifold / EDGAR / GDELT

Raw metadata

From Thesis_Timeline_v1.0_FINAL workbook
{
  "nia": false,
  "url": "https://www.youtube.com/watch?v=d__HRChE2ZE",
  "mode": "THESIS",
  "role": "Host",
  "context": "to the extent there are any scarce physical resources and to the extent that there are ever in the future multiple actors, I I think laws of thermodynamics probably the laws of economics will probably still apply.",
  "verbatim": "to the extent there are any scarce physical resources and to the extent that there are ever in the future multiple actors, I I think laws of thermodynamics probably the laws of economics will probably still apply.",
  "conv_cues": "will probably still apply",
  "direction": "HAPPEN",
  "timeframe": "Long-term future",
  "conv_level": "HIGH",
  "milestones": [
    {
      "kind": "llm_pre_event",
      "label": "Datacenter / GPU power constraint events documented through 2027",
      "notes": "Already happening (Texas, Virginia, Ireland) — supports thermodynamics-still-applies thesis.",
      "source": "Bloomberg, FT, Semianalysis, EPRI grid-interconnect reports",
      "status": "pending",
      "weight": 0.4,
      "ordinal": -3,
      "source_id": null,
      "confidence": 0.95,
      "expected_date": "2027-03-01",
      "research_origin": "training",
      "expected_date_range": {
        "to": "2027-12-31",
        "from": "2026-05-01"
      },
      "measurement_criterion": "≥3 published reports of AI datacenter buildouts being constrained by grid interconnect / land / cooling — empirical evidence physical scarcity binds"
    },
    {
      "kind": "llm_pre_event",
      "label": "Real GDP per capita continues to track productivity growth despite AI-abundance narrative",
      "notes": "Empirical test: do laws of economics 'still apply' is operationalized as continuity of price-output relationships.",
      "source": "BEA NIPA tables, BLS CPI/productivity, IMF WEO",
      "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": "BEA/BLS reports show real GDP per capita and CPI tracking with productivity growth ±2pp — i.e., no post-scarcity break in price-quantity relationships"
    },
    {
      "kind": "llm_pre_event",
      "label": "Energy prices remain non-zero despite Suncatcher / Starcloud / Dyson-swarm narratives",
      "notes": "Wissner-Gross's claim is essentially unfalsifiable at high confidence — testing via persistent non-zero physical-resource prices.",
      "source": "EIA, IEA, PJM/CAISO/ERCOT real-time pricing",
      "status": "pending",
      "weight": 0.4,
      "ordinal": -1,
      "source_id": null,
      "confidence": 0.95,
      "expected_date": "2029-02-13",
      "research_origin": "training",
      "expected_date_range": {
        "to": "2031-03-31",
        "from": "2026-12-31"
      },
      "measurement_criterion": "Wholesale electricity prices (PJM, CAISO, ERCOT) and global oil/gas prices remain >$0.02/kWh and >$30/bbl respectively — physical scarcity constraints persist"
    }
  ],
  "repeat_eps": 1,
  "sub_domain": "Economy",
  "untimeable": true,
  "affiliation": "Moonshots",
  "attribution": "FIRST_PERSON",
  "episode_num": 238,
  "granularity": "VAGUE",
  "episode_date": "2026-03-11",
  "parse_method": "UNMAPPABLE",
  "domain_bucket": "Markets",
  "episode_title": "Meta Buys Moltbook, GPT 5.4, and Fruitfly Brain Upload | Moonshots Live at The Abundance Summit 238",
  "fault_line_id": "F001, F006",
  "flag_repeated": false,
  "in_5yr_window": false,
  "appears_in_eps": "238",
  "is_macro_claim": true,
  "macro_span_end": "2031-03",
  "total_mentions": 1,
  "priority_weight": 5,
  "ps_cluster_tags": [
    "C10",
    "C5",
    "C6"
  ],
  "active_end_month": "2031-03",
  "macro_span_start": "2026-04",
  "untimeable_reason": "philosophical assertion that economic laws still apply",
  "
... (truncated)