We are in an era of domain collapse — AlphaFold pattern will repeat across many fields starting now.
Predictor: Alex Wissner-Gross · ep#230 "AI CEOs Come Online: Sam Altman's Replacement Plan, Job Loss & 'Solve Everything' Launches |EP #230" · source
Prediction text
We are in an era of domain collapse — AlphaFold pattern will repeat across many fields starting now. | And we argue in this chapter, the lockin, that we're now in a phase of of history, of future history, where this is just going to start to happen over and over again across different fields where intelligence shifts from an artisal craft to a utility that just flows.
Verbatim quote
And we argue in this chapter, the lockin, that we're now in a phase of of history, of future history, where this is just going to start to happen over and over again across different fields where intelligence shifts from an artisal craft to a utility that just flows.
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
- 2024-05-08hitAlphaFold 3 released expanding to protein-ligand and protein-nucleic acid complexesHow: Google DeepMind + Isomorphic Labs publish AlphaFold 3 expanding predictions to protein-ligand, protein-nucleic acid, and protein-protein complexesSource: https://blog.google/innovation-and-ai/products/google-deepmind-isomorphic-alphafold-3-ai-model/conf 99%Notes: HIT — first instance of AlphaFold-pattern domain extension; foundation for the 'domain collapse' thesis.
- 2025-12-31hit≥40% of new PDB entries 2024-2025 derived from AI predictionHow: PDB / Frontiers in AI publication reports ~40% of new structures deposited 2024-2025 obtained via AI methodsSource: https://www.frontiersin.org/journals/artificial-intelligence/articles/10.3389/frai.2026.1739303/fullconf 95%Notes: HIT — quantifies the 'domain collapse' transition in structural biology.
- 2026-01-01 → 2027-12-31pending≥2 non-biology fields hit AlphaFold-class accuracy via foundation modelHow: Materials science (e.g. MatterGen / GNoME), weather prediction (GraphCast / Pangu), or chemistry (MACE-OFF / OMat) publishes near-experimental-accuracy result that displaces traditional first-principles methodsSource: https://www.sciencedaily.com/releases/2026/01/260128075336.htm — AI cracks complex patterns 1000x fasterconf 85%Notes: Direct test of 'AlphaFold pattern repeats across fields'.
- 2027-06-01 → 2030-11-30pending≥1 non-biology AI scientific tool wins major prize (Breakthrough / Turing / similar)How: AI tool in materials, chemistry, weather, or particle physics receives Breakthrough Prize / Turing Award / similar top-tier scientific recognitionSource: Major prize announcementsconf 40%Notes: Cascade — major recognition signal that intelligence has 'shifted from artisanal craft to a utility' in another field.
- 2027-06-01 → 2030-11-30pending≥3 fields where AI prediction is now the default first-pass methodologyHow: ≥3 scientific fields publish methodology guidelines stating an AI predictor (DeepMind/Microsoft/etc.) is the recommended first-pass tool before experimental workSource: Major scientific society guidelinesconf 55%Notes: Cascade — confirms prediction's 'utility that just flows' framing.
What if this resolves?
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
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 | SEM_042 2025 will be the definitive year that agentic systems finall — Kevin Weil | 73.8% | 0.500 | 0.050 | -0.057 |
| prereq | SEM_012 Nvidia quadrupled chip production output while only doubling — Jensen Huang | 75.0% | 0.500 | 0.050 | -0.050 |
| prereq | SEM_008 Training runs costing $10 billion for a single model will co — Dario Amodei | 76.9% | 0.500 | 0.050 | -0.042 |
| prereq | 238_009 Recursive self-improvement is already happening now (no long — Alex Wissner-Gross | 78.1% | 0.500 | 0.050 | -0.037 |
| killer | TK14 Superbubble Pop (S&P 500 -40%, Moonshot Capital Evaporates) | 20.0% | 0.050 | 0.500 | -0.025 |
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 | -0.051 |
| prereq | 235_030 Ray Kurzweil predicts Longevity Escape Velocity (LEV) by 203 — Ray Kurzweil | 39.2% | 0.750 | 0.050 | -0.045 |
| prereq | 240_036 TEPCO's restarted reactor will support 20% of Japan's electr — Peter Diamandis | 34.3% | 0.650 | 0.050 | -0.038 |
| prereq | 239_008 Moon base will exist in 10 years — Elon Musk | 28.8% | 0.550 | 0.050 | -0.025 |
| prereq | SEM_034 True artificial general intelligence will be achieved betwee — Demis Hassabis | 28.7% | 0.550 | 0.050 | -0.024 |
Ticker exposure
Beneficiaries (23)
Adverse (6)
Prerequisites (7)
| Type | Pred | Title | Domain | Lag |
|---|---|---|---|---|
| prereq | 238_009 | Recursive self-improvement is already happening now (no longer three years out) | AI | — |
| prereq | SEM_008 | Training runs costing $10 billion for a single model will commence sometime in 2025. | AI | — |
| prereq | SEM_042 | 2025 will be the definitive year that agentic systems finally hit the mainstream. | AI/Agents | — |
| 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 | — |
| 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 (10)
Raw metadata
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"context": "we're now in a phase of of history, of future history, where this is just going to start to happen over and over again across different fields where intelligence shifts from an artisal craft to a utility that just flows.",
"to_year": 2030,
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... (truncated)