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231_046predictionAIAI-timing

Over the next 10 years humanity will live through top 50 science fiction plots simultaneously.

Predictor: Alex Wissner-Gross · ep#231 "Top AI News: Sonnet 4.6, Grok 4.2, Gemini 3 Deep Think, and OpenClaw | EP #231" · source

Prior probability
50.0%
Current probability
43.5%
evolves via intake + LBP
Conviction
4/5
Signal quality
B
Resolution
pending
Window
2026-01-01 – 2036-10-31
Edges in / out
7 / 3
Tickers exposed
33

Prediction text

Over the next 10 years humanity will live through top 50 science fiction plots simultaneously. | my mental model at this point is over the next 10 years that's being very conservative as an outerbound we're going to live through the top 50 science fiction plots all happening at the same time.

Verbatim quote

From episode "Top AI News: Sonnet 4.6, Grok 4.2, Gemini 3 Deep Think, and OpenClaw | EP #231"
my mental model at this point is over the next 10 years that's being very conservative as an outerbound we're going to live through the top 50 science fiction plots all happening at the same time.

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

3 prob_history rows
0%25%50%75%100%prior 50%2026-04-302026-04-302026-05-03
intake v2milestone miss sweeplbp propagationreference class assignedlegacy v1prior_prob (analyst seed)current = 43.5%

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: 4 fired ✓ · 6 pending
  1. 2026-06-30 → 2028-12-31pendingAI-generated synthetic media exceeds organic human-generated content on major platforms
    How: Meta, TikTok, YouTube, or X internal data (or third-party measurement) shows >50% of viewed content is AI-generated; SimilarWeb / NewsGuard / Originality AI tracking
    Source: EuropolEU 2030 deepfake projectionsconf 70%
  2. 2027-06-30 → 2030-12-31pendingFirst fully autonomous humanoid robot deployed in consumer households at scale (>100k units)
    How: Tesla Optimus, Figure, 1X Neo, or peer ships >=100,000 units to non-employee consumers with full autonomous task completion verified by Consumer Reports or peer review
    Source: Figure 03 Helix; Tesla Optimus production roadmapconf 45%
  3. 2028-01-01 → 2032-12-31pendingBrain-computer interface receives FDA approval for non-medical (consumer/augmentation) use
    How: FDA De Novo or PMA approval for Neuralink, Synchron, Precision Neuroscience, or peer for an indication beyond ALS/paralysis (e.g., cognitive enhancement, memory augmentation, gaming)
    Source: Neuralink P1/P2 trial expansionsconf 30%
  4. 2028-06-30 → 2032-12-31pendingFirst commercial space hotel or extended-stay orbital habitat opens to paying tourists
    How: Axiom Station, Vast Haven, Orbital Reef, or peer commercial station operational with >=10 non-government paying tourists hosted
    Source: Axiom Space; Vast Space; commercial LEO destinationconf 35%
  5. 2029-01-01 → 2033-12-31pendingFirst gene-edited human cohort with multiple germline modifications reaches age 5
    How: Peer-reviewed disclosure or news investigation documenting >=10 children born from CRISPR-edited embryos reaching age 5 with health outcomes tracked, beyond He Jiankui 2018 baseline
    Source: He Jiankui 2018 + ongoing germline researchconf 25%
  6. 2030-01-01 → 2033-12-31pendingMainstream news article catalogs >=20 sci-fi tropes now real
    How: Long-form NYT/Atlantic/New Yorker piece (or peer) inventories at least 20 named science-fiction concepts (plots from Asimov/Clarke/Dick/Stephenson/Gibson/Vinge canon) as having been instantiated as commercial products or government programs
    Source: Adafruit 50 sci-fi technologies; Wikipedia trackerconf 50%

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
LBP2026-05-03T02:00:01Z43.5%-1.4pp
Network propagation: 44.8% → 43.5%
6-iter LBP, residual 0.00677 · damping 0.5, w_intrinsic 0.5 · method lbp_v3 · run 1a683ac9
LBP2026-04-30T16:39:51Z44.8%-2.0pp
Network propagation: 46.8% → 44.8%
5-iter LBP, residual 0.00825 · damping 0.5, w_intrinsic 0.5 · method lbp_v2 · run 0c8a4ea3
LBP2026-04-30T02:18:57Z46.8%-3.2pp
Network propagation: 50.0% → 46.8%
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
prereqSEM_042
2025 will be the definitive year that agentic systems finallKevin Weil
73.8%0.5000.050-0.057
prereqSEM_012
Nvidia quadrupled chip production output while only doublingJensen Huang
75.0%0.5000.050-0.050
prereqSEM_008
Training runs costing $10 billion for a single model will coDario Amodei
76.9%0.5000.050-0.042
prereq238_009
Recursive self-improvement is already happening now (no longAlex Wissner-Gross
78.1%0.5000.050-0.037
killerTK14
Superbubble Pop (S&P 500 -40%, Moonshot Capital Evaporates)
20.0%0.0500.500-0.025

Top outgoing (children)

Predictions THIS node influences

KindNodeTheir probP(c|s=T)P(c|s=F)Δ implied
prereq244_029
Combustion engines largely gone in 20 years but world will bDara Khosrowshahi
35.4%0.5500.050-0.091
prereq240_036
TEPCO's restarted reactor will support 20% of Japan's electrPeter Diamandis
34.3%0.6500.050-0.038
prereq232_047
Mass drivers on the moon will shoot AI satellites into deep Elon Musk
30.0%0.5500.050-0.037

Ticker exposure

33 ticker(s) linked

Beneficiaries (23)

SOUNCRWVSITMNVDAARMGTLBBBAITSMAPLDCEVAAIMSFTMRVLSFTBYORCLQCOMAVGOBABAAMDGOOGLIBMAMZNMETA

Adverse (6)

WNSCHGGCTSHIBMINFYACN

Prerequisites (7)

Predictions that must hit first
TypePredTitleDomainLag
prereq238_009Recursive self-improvement is already happening now (no longer three years out)AI
prereqSEM_008Training runs costing $10 billion for a single model will commence sometime in 2025.AI
prereqSEM_0422025 will be the definitive year that agentic systems finally hit the mainstream.AI/Agents
prereqSEM_012Nvidia quadrupled chip production output while only doubling human headcount — achieved by deploying AI coding tools (Cursor, Claude Code) across engineering.AI/Manufacturing
killerTK14Superbubble Pop (S&P 500 -40%, Moonshot Capital Evaporates)
killerTK01AGI Capability Plateau (2026-27 Training Stall)
killerTK03AI Regulatory Moratorium (EU/US Capability Freeze)

Dependents (3)

Predictions enabled by this
TypePredTitleDomainLag
prereq240_036TEPCO's restarted reactor will support 20% of Japan's electric needs by 2040Energy
prereq232_047Mass drivers on the moon will shoot AI satellites into deep space; self-sustaining lunar city will follow.Space
prereq244_029Combustion engines largely gone in 20 years but world will be very differentEnergy

Raw metadata

From Thesis_Timeline_v1.0_FINAL workbook
{
  "nia": false,
  "qty": "top 50 sci-fi plots",
  "url": "https://www.youtube.com/watch?v=HklyjXKYFng",
  "mode": "PREDICTION",
  "role": "Host",
  "context": "my mental model at this point is over the next 10 years that's being very conservative as an outerbound we're going to live through the top 50 science fiction plots all happening at the same time.",
  "to_year": 2036,
  "verbatim": "my mental model at this point is over the next 10 years that's being very conservative as an outerbound we're going to live through the top 50 science fiction plots all happening at the same time.",
  "conv_cues": "very conservative; going to live through",
  "direction": "HAPPEN",
  "from_year": 2026,
  "timeframe": "next 10 years",
  "conv_level": "HIGH",
  "milestones": [
    {
      "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": "llm_pre_event",
      "label": "AI-generated synthetic media exceeds organic human-generated content on major platforms",
      "source": "EuropolEU 2030 deepfake projections",
      "status": "pending",
      "weight": 0.4,
      "ordinal": -6,
      "source_id": null,
      "confidence": 0.7,
      "expected_date": "2027-09-30",
      "research_origin": "training",
      "expected_date_range": {
        "to": "2028-12-31",
        "from": "2026-06-30"
      },
      "measurement_criterion": "Meta, TikTok, YouTube, or X internal data (or third-party measurement) shows >50% of viewed content is AI-generated; SimilarWeb / NewsGuard / Originality AI tracking"
    },
    {
      "kind": "llm_pre_event",
      "label": "First fully autonomous humanoid robot deployed in consumer households at scale (>100k units)",
      "source": "Figure 03 Helix; Tesla Optimus production roadmap",
      "status": "pending",
      "weight": 0.4,
      "ordinal": -5,
      "source_id": null,
      "confidence": 0.45,
      "expected_date": "2029-03-31",
      "research_origin": "training",
      "expected_date_range": {
        "to": "2030-12-31",
        "from": "2027-06-30"
      },
      "measurement_criterion": "Tesla Optimus, Figure, 1X Neo, or peer ships >=100,000 units to non-employee consumers with full autonomous task completion verified by Consumer Reports or peer review"
    },
    {
      "kind": "llm_pre_event",
      "label": "Brain-computer interface receives FDA approval for non-medical (consumer/augmentation) use",
      "source": "Neuralink P1/P2 trial expansions",
      "status": "pending",
      "weight": 0.4,
      "ordinal": -4,
      "source_id": null,
      "confidence": 0.3,
      "expected_date": "2030-07-02",
      "research_origin": "training",
      "expected_date_range": {
        "to": "2032-12-31",
        "from": "2028-01-01"
      },
      "measurement_criterion": "FDA De Novo or P
... (truncated)