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234_038predictionReal EstateAI-timing

Real estate is not an asset class impervious to the singularity

Predictor: Alex Wissner-Gross · ep#234 "Anthropic vs. The Pentagon, Claude Outpaces ChatGPT, and Consulting Gets Replaced" · source

Prior probability
45.0%
Current probability
35.4%
evolves via intake + LBP
Conviction
3/5
Signal quality
C
Resolution
pending
Window
2026-04-30 – 2030-11-30
Edges in / out
9 / 5
Tickers exposed
33

Prediction text

Real estate is not an asset class impervious to the singularity | I'm unconvinced that real estate somehow is a scarce resource. I think reverse urbanization due to FSD plus Starlink in the style of Isaac Azimov's spacers from the Foundation series or otherwise. I think this is just one of many reasons why real estate is not necessarily some sort of impervious asset class to the singularity.

Verbatim quote

From episode "Anthropic vs. The Pentagon, Claude Outpaces ChatGPT, and Consulting Gets Replaced"
I'm unconvinced that real estate somehow is a scarce resource. I think reverse urbanization due to FSD plus Starlink in the style of Isaac Azimov's spacers from the Foundation series or otherwise. I think this is just one of many reasons why real estate is not necessarily some sort of impervious asset class to the singularity.

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

4 prob_history rows
0%25%50%75%100%prior 45%2026-04-302026-05-032026-05-10
intake v2milestone miss sweeplbp propagationreference class assignedlegacy v1prior_prob (analyst seed)current = 35.4%

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: 6 fired ✓ · 5 pending
  1. 2026-03-24hitRedfin/Fortune publish data showing AI-driven white-collar job loss eroding home affordability
    How: Major real-estate research firm publishes report linking AI labor displacement to housing affordability with quantitative estimate
    Source: deep_research_enrichedconf 92%
  2. 2026-06-01 → 2027-12-31pendingOffice vacancy rates in top-25 US metros remain elevated (>15%) as AI restructures white-collar work
    How: CBRE/JLL national office market report shows weighted vacancy >=15% across top-25 metros for 2 consecutive quarters
    Source: deep_research_enrichedconf 75%
  3. 2026-06-01 → 2027-12-31pendingData-center real estate becomes #1 institutional CRE investment category by capital deployed
    How: MSCI or Real Capital Analytics report ranks data centers as #1 CRE category by total capital deployed in any quarter
    Source: deep_research_enrichedconf 70%
  4. 2026-06-01 → 2028-06-30pendingMedian US existing-home price posts year-over-year decline for first time in a decade
    How: NAR/Case-Shiller monthly data shows YoY median price decline (excluding 2023) for any month
    Source: llm_enrichedconf 40%
  5. 2027-01-01 → 2028-12-31pendingSuburban Class-B office buildings begin systematic conversion-or-demolition wave
    How: CBRE/JLL annual report quantifies >=20M sqft of US suburban office-to-residential conversions or demolitions in a single year
    Source: llm_enrichedconf 55%
  6. 2027-06-01 → 2029-04-16pendingMajor REIT writes down >=20% of office portfolio in single quarter citing AI-driven demand collapse
    How: Public REIT (Vornado, SL Green, Boston Properties or similar) reports >=20% write-down on office portfolio with management commentary attributing to AI-driven demand changes
    Source: llm_enrichedconf 50%
  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: 35%)

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
LBP2026-05-10T02:00:02Z35.4%-1.8pp
Network propagation: 37.2% → 35.4%
6-iter LBP, residual 0.00584 · damping 0.5, w_intrinsic 0.5 · method lbp_v3 · run e5c18d29
LBP2026-05-03T02:00:01Z37.2%-3.2pp
Network propagation: 40.4% → 37.2%
6-iter LBP, residual 0.00677 · damping 0.5, w_intrinsic 0.5 · method lbp_v3 · run 1a683ac9
LBP2026-04-30T16:39:51Z40.4%-1.8pp
Network propagation: 42.2% → 40.4%
5-iter LBP, residual 0.00825 · damping 0.5, w_intrinsic 0.5 · method lbp_v2 · run 0c8a4ea3
LBP2026-04-30T02:18:57Z42.2%-2.8pp
Network propagation: 45.0% → 42.2%
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_ROBOTAXI_MASS_2030
Robotaxi >10% urban miles by Nov 2030
30.0%0.4500.050-0.184
killerTK03
AI Regulatory Moratorium (EU/US Capability Freeze)
10.0%0.0500.450+0.056
killerTK01
AGI Capability Plateau (2026-27 Training Stall)
15.0%0.0500.450+0.036
killerTK14
Superbubble Pop (S&P 500 -40%, Moonshot Capital Evaporates)
20.0%0.0500.450+0.016
prereqSEM_042
2025 will be the definitive year that agentic systems finallKevin Weil
73.8%0.4500.050-0.013

Top outgoing (children)

Predictions THIS node influences

KindNodeTheir probP(c|s=T)P(c|s=F)Δ implied
prereq235_030
Ray Kurzweil predicts Longevity Escape Velocity (LEV) by 203Ray Kurzweil
39.2%0.7500.050-0.101
prereq246_016
Dragonfly nuclear-powered octicopter arrives at Titan in 203Peter Diamandis
35.6%0.6500.050-0.100
prereq240_036
TEPCO's restarted reactor will support 20% of Japan's electrPeter Diamandis
34.3%0.6500.050-0.086
prereq239_008
Moon base will exist in 10 yearsElon Musk
28.8%0.5500.050-0.066
prereqSEM_034
True artificial general intelligence will be achieved betweeDemis Hassabis
28.7%0.5500.050-0.065

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_ROBOTAXI_MASS_2030Robotaxi >10% urban miles by Nov 2030robotaxi_deployment
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

Raw metadata

From Thesis_Timeline_v1.0_FINAL workbook
{
  "nia": false,
  "url": "https://www.youtube.com/watch?v=dmtvGKuRE64",
  "mode": "THESIS",
  "role": "Host",
  "caveats": "Not investment advice",
  "context": "Without this sounding or being construed as investment advice, I I think this goes to the heart of people who argue for or against real estate as some sort of asset class that is protected against the singularity. I think Sam Alman even may have at one point in the past argued that real estate would somehow preserve its value through or in the face of artificial general intelligence. Again, without investment advice, I'm unconvinced that real estate somehow is a scarce resource. I think reverse urbanization due to FSD plus Starlink in the style of Isaac Azimov's spacers from the Foundation series or otherwise. I think this is just one of many reasons why real estate is not necessarily some sort of impervious asset class to the singularity.",
  "verbatim": "I'm unconvinced that real estate somehow is a scarce resource. I think reverse urbanization due to FSD plus Starlink in the style of Isaac Azimov's spacers from the Foundation series or otherwise. I think this is just one of many reasons why real estate is not necessarily some sort of impervious asset class to the singularity.",
  "conv_cues": "I think",
  "direction": "DOWN",
  "timeframe": "Unspecified future",
  "conv_level": "MEDIUM",
  "milestones": [
    {
      "kind": "llm_pre_event",
      "label": "Redfin/Fortune publish data showing AI-driven white-collar job loss eroding home affordability",
      "source": "deep_research_enriched",
      "status": "hit",
      "weight": 0.4,
      "ordinal": -11,
      "source_id": null,
      "confidence": 0.92,
      "source_url": "https://fortune.com/2026/03/24/redfin-ai-impacting-homebuying-high-mortgage-rates-white-collar-jobpocalypse/",
      "expected_date": "2026-03-24",
      "observed_date": "2026-03-24",
      "research_origin": "deep_research",
      "measurement_criterion": "Major real-estate research firm publishes report linking AI labor displacement to housing affordability with quantitative estimate"
    },
    {
      "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": "2025 will be the definitive year that agentic systems finally hit the mainstream.",
      "status": "hit",
      "weight": 0.5,
      "ordinal": -8,
      "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": -7,
      "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": -6,
      "source_id": "235_038",
      "expected_date": "2026-04-29",
      "observed_date": "2026-04-29"
    },
    {
      "kind": "llm_pre_event",
      "label": "Office vacancy rates in top-25 US metros remain elevated (>15%) as AI restructures white-collar work",
      "source": "deep_research_enriched",
      "status": "pending",
      "weight": 0.4,
      "ordinal": -5,
      "sou
... (truncated)