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239_024predictionBiotech/LongevityAGI

Everyone on Earth will have better medical care than today's richest person

Predictor: Elon Musk · ep#239 "Elon Musk: The Economy Will Be 10x the Size in 10 Years | #239" · source

Prior probability
55.0%
Current probability
43.3%
evolves via intake + LBP
Conviction
4/5
Signal quality
B
Resolution
pending
Window
2026-04-30 – 2028-11-30
Edges in / out
3 / 0
Tickers exposed
21

Prediction text

Everyone on Earth will have better medical care than today's richest person | if you've got uh humanoid robots that are that have very high dexterity and uh and and are incredibly smart, it means that everyone on Earth will have access to better medical care than than uh than the richest person on earth.

Verbatim quote

From episode "Elon Musk: The Economy Will Be 10x the Size in 10 Years | #239"
if you've got uh humanoid robots that are that have very high dexterity and uh and and are incredibly smart, it means that everyone on Earth will have access to better medical care than than uh than the richest person on earth.

Resolution evidence

Status: pending

Musk: everyone better medical care than richest — no timeline.

Predictor: Elon Musk

κ + Brier as of 2026-05-22
κ (discount)
0.688
Brier
0.0142
excellent
Hits / Misses
1 / 0
of 3 resolved
Hit rate
33.3%
Calibration plot (stated vs observed)

Evidence about this node from Elon Musk 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

5 prob_history rows
0%25%50%75%100%prior 55%2026-04-302026-05-032026-05-17
intake v2milestone miss sweeplbp propagationreference class assignedlegacy v1prior_prob (analyst seed)current = 43.3%

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: 7 pending
  1. 2026-10-08pendingQ1 window check-in (25%)
  2. 2026-12-31pendingHealthcare humanoid robot market size hits $2.96B in 2026
    How: Industry tracker (Research Nester or equivalent) confirms global healthcare humanoid robot market >=$2.9B in 2026
    Source: https://www.researchnester.com/reports/healthcare-humanoid-robot-market/6565 - 2026 industry size $2.96B, 17.2% CAGRconf 80%
  3. 2026-12-31pendingRobotic-assisted surgery market crosses $14B globally
    How: Robotic-assisted surgery market revenue exceeds $14B per industry tracker (was ~$10B in 2023)
    Source: https://blog.robozaps.com/b/humanoid-robots-in-healthcare - >$14B by 2026 forecastconf 70%
  4. 2026-06-01 → 2027-12-31pendingAI diagnostic systems (Aidoc, Viz.ai) integrated in >50% of US hospitals
    How: Industry survey (HIMSS or KLAS) reports AI imaging triage tools in active use at >50% of US acute-care hospitals
    Source: https://pmc.ncbi.nlm.nih.gov/articles/PMC12968330/ - Aidoc, Viz.ai already integrated worldwideconf 70%
  5. 2027-03-19pendingQ2 window check-in (50%)
  6. 2027-08-28pendingQ3 window check-in (75%)
  7. 2027-01-01 → 2028-11-30pendingOptimus / humanoid surgery demonstration on cadaver or live procedure
    How: Tesla Optimus or competing humanoid performs a published surgical demonstration (cadaver, animal, or human) reported in peer-reviewed or major news outlet
    Source: https://dallasexpress.com/health/elon-musk-predicts-tesla-optimus-robots-will-outperform-top-human-surgeons-in-3-years/ - Musk: Optimus surpasses surgeons within 3 yearsconf 35%
  8. 2028-11-30pendingUniversal access to AI-doctor better than richest-person care NOT achieved by 2028-11-30
    How: By target end, no peer-reviewed or WHO-credible study confirms global universal access to AI/humanoid medical care exceeding top-tier human physician quality
    Source: Math: Healthcare market only $12.5B by 2035; no plausible path to 8B humans receiving superior-to-richest care in 2.5 yrsconf 95%
    Notes: Bear-case anchor — Musk's framing requires both robotic surgery and global distribution. Latter is multi-decade.

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: 43%)

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
LBP2026-05-17T02:00:01Z43.3%-1.0pp
Network propagation: 44.3% → 43.3%
5-iter LBP, residual 0.00689 · damping 0.5, w_intrinsic 0.5 · method lbp_v3 · run e607fa96
LBP2026-05-10T02:00:02Z44.3%-2.1pp
Network propagation: 46.3% → 44.3%
6-iter LBP, residual 0.00584 · damping 0.5, w_intrinsic 0.5 · method lbp_v3 · run e5c18d29
LBP2026-05-03T02:00:01Z46.3%-4.1pp
Network propagation: 50.4% → 46.3%
6-iter LBP, residual 0.00677 · damping 0.5, w_intrinsic 0.5 · method lbp_v3 · run 1a683ac9
LBP2026-04-30T16:39:51Z50.4%-1.6pp
Network propagation: 52.0% → 50.4%
5-iter LBP, residual 0.00825 · damping 0.5, w_intrinsic 0.5 · method lbp_v2 · run 0c8a4ea3
LBP2026-04-30T02:18:57Z52.0%-3.0pp
Network propagation: 55.0% → 52.0%
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%0.5500.050-0.133
killerTK03
AI Regulatory Moratorium (EU/US Capability Freeze)
10.0%0.0500.550+0.067
killerTK01
AGI Capability Plateau (2026-27 Training Stall)
15.0%0.0500.550+0.042

Top outgoing (children)

Predictions THIS node influences

No outgoing edges.

Ticker exposure

21 ticker(s) linked

Beneficiaries (14)

SOUNNVDAGTLBAIBBAITCEHYAMZNBABAGOOGLIBMMETAMSFTORCLSHOP

Adverse (7)

ACNCTSHFRSHCHGGIBMINFYPEGA

Prerequisites (3)

Predictions that must hit first
TypePredTitleDomainLag
prereqS_HUMANOID_ENTERPRISE_2028Humanoid R2: 100K+ enterprise by Nov 2028humanoid_deployment
killerTK01AGI Capability Plateau (2026-27 Training Stall)
killerTK03AI Regulatory Moratorium (EU/US Capability Freeze)

Dependents (0)

Predictions enabled by this
TypePredTitleDomainLag
No dependents

Linked documents (1)

Auto-generated by cosine similarity from Polymarket / Manifold / EDGAR / GDELT
SimSourceTitleMarket probPolarityReviewedPublished
0.634manifoldWho is the best human ever to exist (revised edition)mentionspending2026-05-25

Raw metadata

From Thesis_Timeline_v1.0_FINAL workbook
{
  "nia": false,
  "url": "https://www.youtube.com/watch?v=N5KCm_55xeQ",
  "mode": "PREDICTION",
  "role": "Guest-CEO",
  "caveats": "Conditional on humanoid robots being smart/dexterous",
  "context": "everyone on Earth will have access to better medical care than than uh than the richest person on earth.",
  "verbatim": "if you've got uh humanoid robots that are that have very high dexterity and uh and and are incredibly smart, it means that everyone on Earth will have access to better medical care than than uh than the richest person on earth.",
  "conv_cues": "will have",
  "direction": "HAPPEN",
  "timeframe": "future, unspecified",
  "conv_level": "HIGH",
  "milestones": [
    {
      "kind": "quartile_checkpoint",
      "label": "Q1 window check-in (25%)",
      "status": "pending",
      "weight": 0.05,
      "ordinal": -7,
      "source_id": null,
      "expected_date": "2026-10-08",
      "observed_date": null
    },
    {
      "kind": "llm_pre_event",
      "label": "Healthcare humanoid robot market size hits $2.96B in 2026",
      "source": "https://www.researchnester.com/reports/healthcare-humanoid-robot-market/6565 - 2026 industry size $2.96B, 17.2% CAGR",
      "status": "pending",
      "weight": 0.4,
      "ordinal": -6,
      "source_id": null,
      "confidence": 0.8,
      "source_url": "https://www.researchnester.com/reports/healthcare-humanoid-robot-market/6565",
      "expected_date": "2026-12-31",
      "research_origin": "deep_research",
      "measurement_criterion": "Industry tracker (Research Nester or equivalent) confirms global healthcare humanoid robot market >=$2.9B in 2026"
    },
    {
      "kind": "llm_pre_event",
      "label": "Robotic-assisted surgery market crosses $14B globally",
      "source": "https://blog.robozaps.com/b/humanoid-robots-in-healthcare - >$14B by 2026 forecast",
      "status": "pending",
      "weight": 0.4,
      "ordinal": -5,
      "source_id": null,
      "confidence": 0.7,
      "source_url": "https://blog.robozaps.com/b/humanoid-robots-in-healthcare",
      "expected_date": "2026-12-31",
      "research_origin": "deep_research",
      "measurement_criterion": "Robotic-assisted surgery market revenue exceeds $14B per industry tracker (was ~$10B in 2023)"
    },
    {
      "kind": "llm_pre_event",
      "label": "AI diagnostic systems (Aidoc, Viz.ai) integrated in >50% of US hospitals",
      "source": "https://pmc.ncbi.nlm.nih.gov/articles/PMC12968330/ - Aidoc, Viz.ai already integrated worldwide",
      "status": "pending",
      "weight": 0.4,
      "ordinal": -4,
      "source_id": null,
      "confidence": 0.7,
      "source_url": "https://pmc.ncbi.nlm.nih.gov/articles/PMC12968330/",
      "expected_date": "2027-03-17",
      "research_origin": "deep_research",
      "expected_date_range": {
        "to": "2027-12-31",
        "from": "2026-06-01"
      },
      "measurement_criterion": "Industry survey (HIMSS or KLAS) reports AI imaging triage tools in active use at >50% of US acute-care hospitals"
    },
    {
      "kind": "quartile_checkpoint",
      "label": "Q2 window check-in (50%)",
      "status": "pending",
      "weight": 0.05,
      "ordinal": -3,
      "source_id": null,
      "expected_date": "2027-03-19",
      "observed_date": null
    },
    {
      "kind": "quartile_checkpoint",
      "label": "Q3 window check-in (75%)",
      "status": "pending",
      "weight": 0.05,
      "ordinal": -2,
      "source_id": null,
      "expected_date": "2027-08-28",
      "observed_date": null
    },
    {
      "kind": "llm_post_event",
      "label": "Optimus / humanoid surgery demonstration on cadaver or live procedure",
      "source": "https://dallasexpress.com/health/elon-musk-predicts-tesla-optimus-robots-will-outperform-top-human-surgeons-in-3-years/ - Musk: Optimus surpasses surgeons within 3 years",
      "status": "pending",
      "weight": 0.4,
      "ordinal": -1,
      "source_id": null,
      "confidence": 0.35,
      "source_url": "https:
... (truncated)