Frontier AI may solve most diseases in 5 years
Predictor: Alex Wissner-Gross · ep#242 "Elon Enters the Chip Race, the S&P 500 Repricing, and Human Drivers Will Become Illegal | EP #242" · source
Prediction text
Frontier AI may solve most diseases in 5 years | when do I think AI has a decent chance of solving most diseases? My timeline... I think they'll say something like five years from now
Verbatim quote
when do I think AI has a decent chance of solving most diseases? My timeline... I think they'll say something like five years from now
Predictor: Alex Wissner-Gross
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
This node isn't linked to a reference class. The Bayesian update applies without outside-view blending.
Probability over time
Milestone chain
- 2026-01-22hitDeepMind/Isomorphic Labs first AI-designed cancer drug enters Phase 1 clinical trialsHow: Isomorphic Labs lead oncology candidate begins Phase 1 dosing per Hassabis WEF announcementSource: deep_research_enrichedconf 92%
- 2026-06-01 → 2027-06-30pendingIsomorphic Labs pipeline expands to 17+ active programs with Eli Lilly and Novartis partnerships in mid-trialsHow: Isomorphic discloses 17+ active programs, multiple partner-pharma compounds in Phase 2Source: deep_research_enrichedconf 70%
- 2028-06-01 → 2030-12-31pendingFirst AI-designed drug receives FDA approval (any indication, primary structure designed by frontier model)How: FDA approval letter for product where lead structure originated from frontier-AI design pipelineSource: deep_research_enrichedconf 50%
- 2029-01-01 → 2031-06-30pendingFirst 'virtual cell' (full molecular-state predictive simulation) demonstrated for clinical-grade intervention modelingHow: DeepMind/Isomorphic publish virtual cell platform validated against clinical drug-response data for at least one diseaseSource: deep_research_enrichedconf 40%
- 2030-06-01 → 2031-12-31pendingCumulative AI-designed drug approvals reach 10+ across major disease categoriesHow: FDA tracking shows 10+ approved drugs whose lead structures originated from frontier-AI designSource: deep_research_enrichedconf 30%
What if this resolves?
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Evidence chain
Network propagation neighbors
Top incoming (parents)
Edges that influence THIS node's belief
| Kind | Node | Their prob | P(c|s=T) | P(c|s=F) | Δ implied |
|---|---|---|---|---|---|
| prereq | 234_012 Anthropic revenue will cross OpenAI revenue in middle of 202 — Peter Diamandis | 67.1% | 0.450 | 0.050 | -0.071 |
| prereq | SEM_005 Stargate is a $500 billion multiyear capex program for distr — Sam Altman | 72.3% | 0.450 | 0.050 | -0.068 |
| prereq | 235_002 Anthropic will exceed OpenAI in revenue this year (2026). — Dave Blundin | 74.6% | 0.450 | 0.050 | -0.042 |
| prereq | SEM_012 Nvidia quadrupled chip production output while only doubling — Jensen Huang | 75.0% | 0.450 | 0.050 | -0.040 |
| prereq | SEM_008 Training runs costing $10 billion for a single model will co — Dario Amodei | 76.9% | 0.450 | 0.050 | -0.032 |
Top outgoing (children)
Predictions THIS node influences
| Kind | Node | Their prob | P(c|s=T) | P(c|s=F) | Δ implied |
|---|---|---|---|---|---|
| prereq | 246_016 Dragonfly nuclear-powered octicopter arrives at Titan in 203 — Peter Diamandis | 35.6% | 0.650 | 0.050 | -0.079 |
| prereq | 235_030 Ray Kurzweil predicts Longevity Escape Velocity (LEV) by 203 — Ray Kurzweil | 39.2% | 0.750 | 0.050 | -0.078 |
| prereq | 240_036 TEPCO's restarted reactor will support 20% of Japan's electr — Peter Diamandis | 34.3% | 0.650 | 0.050 | -0.066 |
| prereq | 239_008 Moon base will exist in 10 years — Elon Musk | 28.8% | 0.550 | 0.050 | -0.049 |
| prereq | SEM_034 True artificial general intelligence will be achieved betwee — Demis Hassabis | 28.7% | 0.550 | 0.050 | -0.048 |
Ticker exposure
Beneficiaries (23)
Adverse (6)
Prerequisites (10)
| Type | Pred | Title | Domain | Lag |
|---|---|---|---|---|
| prereq | 234_012 | Anthropic revenue will cross OpenAI revenue in middle of 2026 | Markets/Stocks | — |
| prereq | 235_002 | Anthropic will exceed OpenAI in revenue this year (2026). | AI | — |
| prereq | SEM_008 | Training runs costing $10 billion for a single model will commence sometime in 2025. | AI | — |
| prereq | SEM_012 | Nvidia quadrupled chip production output while only doubling human headcount — achieved by deploying AI coding tools (Cursor, Claude Code) across engineering. | AI/Manufacturing | — |
| prereq | SEM_005 | Stargate is a $500 billion multiyear capex program for distributed AI data-center construction (2025-2028, with Trump administration partnership). | AI/Infrastructure | — |
| correlate | S_AGI_SLOW_2031 | AGI slow: Schmidt/Hassabis 5-10 year path | agi_general_capability | — |
| correlate | S_AGI_WINTER_2036PLUS | AGI delayed: capability plateau or AI winter | agi_general_capability | — |
| killer | TK14 | Superbubble Pop (S&P 500 -40%, Moonshot Capital Evaporates) | — | — |
| killer | TK01 | AGI Capability Plateau (2026-27 Training Stall) | — | — |
| killer | TK03 | AI Regulatory Moratorium (EU/US Capability Freeze) | — | — |
Dependents (5)
| Type | Pred | Title | Domain | Lag |
|---|---|---|---|---|
| prereq | 235_030 | Ray Kurzweil predicts Longevity Escape Velocity (LEV) by 2033. | Biotech/Longevity | — |
| prereq | 246_016 | Dragonfly nuclear-powered octicopter arrives at Titan in 2034. | Space | — |
| prereq | 240_036 | TEPCO's restarted reactor will support 20% of Japan's electric needs by 2040 | Energy | — |
| prereq | SEM_034 | True artificial general intelligence will be achieved between 2032 and 2042 — 'first we solve AI, then use AI to solve everything else'. | AI/AGI | — |
| prereq | 239_008 | Moon base will exist in 10 years | Space | — |
Linked documents (7)
| Sim | Source | Title | Market prob | Polarity | Reviewed | Published |
|---|---|---|---|---|---|---|
| 0.697 | manifold | Which Epoch AI FrontierMath open problem will be solved next? | — | mentions | pending | 2026-04-23 |
| 0.593 | manifold | Will a vaccine against the Andes virus (hantavirus) be tested in humans before the end of 2027? | 34% | mentions | pending | 2026-05-07 |
| 0.590 | manifold | Will the top HN story have 500+ points when this resolves? | 74% | mentions | pending | 2026-05-10 |
| 0.585 | manifold | Will an Average New Zealander born in the year 2000 live to 150? (RESOLVES IN A WEEK) | 38% | mentions | pending | 2026-06-03 |
| 0.572 | polymarket | Confirmed case of Hantavirus in US by May 15? | 12% | mentions | pending | 2026-05-04 |
| 0.572 | manifold | Hantavirus Pandemic 2026-2027? | 6% | mentions | pending | 2026-05-07 |
| 0.556 | manifold | Will I get COVID ten times before getting hantavirus? | 27% | mentions | pending | 2026-05-16 |
Raw metadata
{
"nia": false,
"qty": "top 5,000 diseases",
"url": "https://www.youtube.com/watch?v=wMLcIWLlcWg",
"mode": "FORECAST",
"role": "Host",
"context": "AI has a decent chance of solving most diseases? My timeline... something like five years from now",
"to_year": 2031,
"verbatim": "when do I think AI has a decent chance of solving most diseases? My timeline... I think they'll say something like five years from now",
"conv_cues": "decent chance",
"direction": "HAPPEN",
"from_year": 2031,
"timeframe": "5 years",
"conv_level": "MEDIUM",
"milestones": [
{
"kind": "llm_pre_event",
"label": "DeepMind/Isomorphic Labs first AI-designed cancer drug enters Phase 1 clinical trials",
"source": "deep_research_enriched",
"status": "hit",
"weight": 0.4,
"ordinal": -10,
"source_id": null,
"confidence": 0.92,
"source_url": "https://creati.ai/ai-news/2026-02-14/deepmind-ai-cancer-drug-clinical-trials-2026-demis-hassabis/",
"expected_date": "2026-01-22",
"observed_date": "2026-01-22",
"research_origin": "deep_research",
"measurement_criterion": "Isomorphic Labs lead oncology candidate begins Phase 1 dosing per Hassabis WEF announcement"
},
{
"kind": "prereq",
"label": "Nvidia quadrupled chip production output while only doubling human headcount — achieved by deploying AI coding tools (Cursor, Claude Code) a",
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"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",
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"source_id": "SEM_008",
"expected_date": "2026-04-29",
"observed_date": "2026-04-29"
},
{
"kind": "prereq",
"label": "Anthropic revenue will cross OpenAI revenue in middle of 2026",
"status": "hit",
"weight": 0.5,
"ordinal": -7,
"source_id": "234_012",
"expected_date": "2026-04-29",
"observed_date": "2026-04-29"
},
{
"kind": "prereq",
"label": "Anthropic will exceed OpenAI in revenue this year (2026).",
"status": "hit",
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"ordinal": -6,
"source_id": "235_002",
"expected_date": "2026-04-29",
"observed_date": "2026-04-29"
},
{
"kind": "llm_pre_event",
"label": "Isomorphic Labs pipeline expands to 17+ active programs with Eli Lilly and Novartis partnerships in mid-trials",
"source": "deep_research_enriched",
"status": "pending",
"weight": 0.4,
"ordinal": -5,
"source_id": null,
"confidence": 0.7,
"source_url": "https://www.isomorphiclabs.com/",
"expected_date": "2026-12-15",
"research_origin": "deep_research",
"expected_date_range": {
"to": "2027-06-30",
"from": "2026-06-01"
},
"measurement_criterion": "Isomorphic discloses 17+ active programs, multiple partner-pharma compounds in Phase 2"
},
{
"kind": "prereq",
"label": "Stargate is a $500 billion multiyear capex program for distributed AI data-center construction (2025-2028, with Trump administration partner",
"status": "pending",
"weight": 0.5,
"ordinal": -4,
"source_id": "SEM_005",
"expected_date": "2028-02-09",
"observed_date": null
},
{
"kind": "llm_pre_event",
"label": "First AI-designed drug receives FDA approval (any indication, primary structure designed by frontier model)",
"source": "deep_research_enriched",
"status": "pending",
"weight": 0.4,
"ordinal": -3,
"source_id": null,
"confidence": 0.5,
"source_url": "https://fortune.com/article/demis-hassabis-deepmind-artificial-intelligence-google-alphabet-drug-discovery-isomorphic/",
... (truncated)