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236_022predictionRoboticshumanoids

Robots will build data centers in foreseeable time frame

Predictor: Andrew Yang · ep#236 "Andrew Yang: UBI Before UHI, Solving Job Loss, and the Future of Work | #236" · source

Prior probability
55.0%
Current probability
38.9%
evolves via intake + LBP
Conviction
3/5
Signal quality
C
Resolution
pending
Window
2026-04-30 – 2028-11-30
Edges in / out
3 / 0
Tickers exposed
29

Prediction text

Robots will build data centers in foreseeable time frame | data centers yes I can see robots building them um in like a you know some foreseeable time frame

Verbatim quote

From episode "Andrew Yang: UBI Before UHI, Solving Job Loss, and the Future of Work | #236"
data centers yes I can see robots building them um in like a you know some foreseeable time frame

Predictor: Andrew Yang

κ + Brier as of 2026-05-22
κ (discount)
0.688
Brier
0.0178
excellent
Hits / Misses
0 / 0
of 3 resolved
Hit rate
0.0%
Calibration plot (stated vs observed)

Evidence about this node from Andrew Yang 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 55%2026-04-302026-05-032026-05-10
intake v2milestone miss sweeplbp propagationreference class assignedlegacy v1prior_prob (analyst seed)current = 38.9%

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: 8 pending
  1. 2026-10-06pendingQ1 window check-in (25%)
  2. 2027-03-14pendingQ2 window check-in (50%)
  3. 2026-06-01 → 2027-12-31pendingMajor data-center operator (Equinix, Digital Realty, AWS, Microsoft, Google) announces robotics-assisted construction pilot
    How: Operator announces formal pilot using humanoid or quadruped robots for data-center construction tasks (rack install, cable routing, equipment placement). Boston Dynamics already deploys Spot for monitoring at AI data centers as of 2026.
    Source: Boston Dynamics + FieldAI partnership March 2026; Benzinga March 2026 robot dogs at AI data centersconf 60%
  4. 2026-09-01 → 2028-06-30pendingBoston Dynamics, Figure, Agility, or Apptronik secures multi-million-dollar data-center construction contract
    How: Press release or 10-Q discloses humanoid-robot supplier contract value >=$10M with a data-center construction firm or hyperscaler for active construction (not monitoring/security)
    Source: Atlas robot 2026 deployments at Hyundai RMAC and Google DeepMind; Boston Dynamics blog Jan 2026conf 50%
  5. 2026-09-01 → 2028-06-30pendingHyperscaler (AWS, Microsoft, Google, Meta) discloses humanoid-robot deployment in earnings call or sustainability report
    How: Public earnings call mentions humanoid-robot or quadruped deployment for facility build/maintain. Direct corroboration of Yang's vision.
    Source: AWS / Microsoft / Google sustainability and capex reportsconf 45%
  6. 2026-09-01 → 2028-06-30pendingPublic video / press tour shows >2 humanoid robots performing distinct construction tasks at one data-center site
    How: Verifiable video footage or media tour shows >=2 different humanoid platforms (e.g., Figure, Apptronik, Atlas) coexisting on same data-center construction project. Yang's 'foreseeable time frame' reality test.
    Source: Figure Helix 02 demos Jan 2026; Apptronik Apollo industrial deploymentsconf 45%
  7. 2027-08-20pendingQ3 window check-in (75%)
  8. 2027-01-01 → 2028-12-31pendingConstruction industry analyst report quantifies labor-substitution by humanoid robots in tier-1 verticals
    How: McKinsey, BCG, or Goldman Sachs publishes report estimating >10% of data-center construction labor hours offset by robotics in pilot sites
    Source: McKinsey humanoid-robot 2024-2026 reports; BCG industrial automationconf 40%
  9. 2028-01-01 → 2030-12-31pendingCascade: Robotics-built data center reaches commissioning
    How: Hyperscaler commissions production data-center facility where >=20% of construction hours were performed by autonomous robots (humanoid or specialized)
    Source: Cascade from earlier deployment milestonesconf 30%

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: 39%)

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
LBP2026-05-10T02:00:02Z38.9%-1.9pp
Network propagation: 40.7% → 38.9%
6-iter LBP, residual 0.00584 · damping 0.5, w_intrinsic 0.5 · method lbp_v3 · run e5c18d29
LBP2026-05-03T02:00:01Z40.7%-3.7pp
Network propagation: 44.5% → 40.7%
6-iter LBP, residual 0.00677 · damping 0.5, w_intrinsic 0.5 · method lbp_v3 · run 1a683ac9
LBP2026-04-30T16:39:51Z44.5%-3.6pp
Network propagation: 48.0% → 44.5%
5-iter LBP, residual 0.00825 · damping 0.5, w_intrinsic 0.5 · method lbp_v2 · run 0c8a4ea3
LBP2026-04-30T02:18:57Z48.0%-7.0pp
Network propagation: 55.0% → 48.0%
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
prereqS_HUMANOID_ENTERPRISE_2028
Humanoid R2: 100K+ enterprise by Nov 2028
50.0%0.5500.050-0.089
killerTK08
Humanoid Capital Collapse (Figure/Apptronik Flop)
22.0%0.0500.550+0.051
killerTK09
Energy Grid Cap (Data Center Power Wall)
35.0%0.0500.550-0.014

Top outgoing (children)

Predictions THIS node influences

No outgoing edges.

Ticker exposure

29 ticker(s) linked

Beneficiaries (24)

LYSCFSERVFANUYMPNVDAHSEHYRNSHFALNTCGNXIRBTUSARSYMMIELYAMZNBYDDYHYMTFIFNNYABBNYPHSTMTELTERTSLATXN

Adverse (5)

RHIMANKELYAKFYTNET

Prerequisites (3)

Predictions that must hit first
TypePredTitleDomainLag
prereqS_HUMANOID_ENTERPRISE_2028Humanoid R2: 100K+ enterprise by Nov 2028humanoid_deployment
killerTK09Energy Grid Cap (Data Center Power Wall)
killerTK08Humanoid Capital Collapse (Figure/Apptronik Flop)

Dependents (0)

Predictions enabled by this
TypePredTitleDomainLag
No dependents

Linked documents (1)

Auto-generated by cosine similarity from Polymarket / Manifold / EDGAR / GDELT
SimSourceTitleMarket probPolarityReviewedPublished
0.640manifoldRobots reliably do my laundry by?mentionspending2026-05-19

Raw metadata

From Thesis_Timeline_v1.0_FINAL workbook
{
  "nia": false,
  "url": "https://www.youtube.com/watch?v=toE56X2h0wk",
  "mode": "PREDICTION",
  "role": "Guest-Politician",
  "context": "data centers yes I can see robots building them um in like a you know some foreseeable time frame plumber no like uh it's just that because like the human is just going to have an easier time",
  "verbatim": "data centers yes I can see robots building them um in like a you know some foreseeable time frame",
  "conv_cues": "I can see",
  "direction": "HAPPEN",
  "timeframe": "Foreseeable future",
  "conv_level": "MEDIUM",
  "milestones": [
    {
      "kind": "quartile_checkpoint",
      "label": "Q1 window check-in (25%)",
      "status": "pending",
      "weight": 0.05,
      "ordinal": -8,
      "source_id": null,
      "expected_date": "2026-10-06",
      "observed_date": null
    },
    {
      "kind": "quartile_checkpoint",
      "label": "Q2 window check-in (50%)",
      "status": "pending",
      "weight": 0.05,
      "ordinal": -7,
      "source_id": null,
      "expected_date": "2027-03-14",
      "observed_date": null
    },
    {
      "kind": "llm_pre_event",
      "label": "Major data-center operator (Equinix, Digital Realty, AWS, Microsoft, Google) announces robotics-assisted construction pilot",
      "source": "Boston Dynamics + FieldAI partnership March 2026; Benzinga March 2026 robot dogs at AI data centers",
      "status": "pending",
      "weight": 0.4,
      "ordinal": -6,
      "source_id": null,
      "confidence": 0.6,
      "source_url": "https://www.benzinga.com/markets/tech/26/03/51290226/robot-dogs-patrol-ai-data-centers-slashing-human-guard-costs-huge-uptick-in-interest-says-boston-dynamics-executive",
      "expected_date": "2027-03-17",
      "research_origin": "deep_research",
      "expected_date_range": {
        "to": "2027-12-31",
        "from": "2026-06-01"
      },
      "measurement_criterion": "Operator announces formal pilot using humanoid or quadruped robots for data-center construction tasks (rack install, cable routing, equipment placement). Boston Dynamics already deploys Spot for monitoring at AI data centers as of 2026."
    },
    {
      "kind": "llm_pre_event",
      "label": "Boston Dynamics, Figure, Agility, or Apptronik secures multi-million-dollar data-center construction contract",
      "source": "Atlas robot 2026 deployments at Hyundai RMAC and Google DeepMind; Boston Dynamics blog Jan 2026",
      "status": "pending",
      "weight": 0.4,
      "ordinal": -5,
      "source_id": null,
      "confidence": 0.5,
      "source_url": "https://bostondynamics.com/blog/boston-dynamics-unveils-new-atlas-robot-to-revolutionize-industry/",
      "expected_date": "2027-08-01",
      "research_origin": "deep_research",
      "expected_date_range": {
        "to": "2028-06-30",
        "from": "2026-09-01"
      },
      "measurement_criterion": "Press release or 10-Q discloses humanoid-robot supplier contract value >=$10M with a data-center construction firm or hyperscaler for active construction (not monitoring/security)"
    },
    {
      "kind": "llm_pre_event",
      "label": "Hyperscaler (AWS, Microsoft, Google, Meta) discloses humanoid-robot deployment in earnings call or sustainability report",
      "source": "AWS / Microsoft / Google sustainability and capex reports",
      "status": "pending",
      "weight": 0.4,
      "ordinal": -4,
      "source_id": null,
      "confidence": 0.45,
      "expected_date": "2027-08-01",
      "research_origin": "deep_research",
      "expected_date_range": {
        "to": "2028-06-30",
        "from": "2026-09-01"
      },
      "measurement_criterion": "Public earnings call mentions humanoid-robot or quadruped deployment for facility build/maintain. Direct corroboration of Yang's vision."
    },
    {
      "kind": "llm_pre_event",
      "label": "Public video / press tour shows >2 humanoid robots performing distinct construction tasks at one data-center site",
      "source": "Figure Helix 02 de
... (truncated)