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230_039predictionEducationAI-timing

Educational system will have 'AI wilderness camps' where tools are removed; every fourth-grader becomes a Nobel laureate.

Predictor: Alex Wissner-Gross · ep#230 "AI CEOs Come Online: Sam Altman's Replacement Plan, Job Loss & 'Solve Everything' Launches |EP #230" · source

Prior probability
45.0%
Current probability
39.1%
evolves via intake + LBP
Conviction
3/5
Signal quality
C
Resolution
pending
Window
2030-06-01 – 2030-06-30
Edges in / out
8 / 5
Tickers exposed
33

Prediction text

Educational system will have 'AI wilderness camps' where tools are removed; every fourth-grader becomes a Nobel laureate. | We're going to start I I think in in our educational system, at least the better parts of it, having the moral equivalent of a wilderness camp for AI where you all of your AI tools get taken away. You have to do things manually just so that you at least have that skill set and then you get all your AI skills back and every every fourth grader becomes a Nobel laureate.

Verbatim quote

From episode "AI CEOs Come Online: Sam Altman's Replacement Plan, Job Loss & 'Solve Everything' Launches |EP #230"
We're going to start I I think in in our educational system, at least the better parts of it, having the moral equivalent of a wilderness camp for AI where you all of your AI tools get taken away. You have to do things manually just so that you at least have that skill set and then you get all your AI skills back and every every fourth grader becomes a Nobel laureate.

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 45%2026-04-302026-04-302026-05-03
intake v2milestone miss sweeplbp propagationreference class assignedlegacy v1prior_prob (analyst seed)current = 39.1%

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: 5 fired ✓ · 5 pending
  1. 2026-05-01 → 2028-06-30pendingFirst major K-12 system bans AI/phones in classroom statewide with explicit 'wilderness' framing
    How: A US state board of education or large district (>=100K students) issues binding policy banning AI assistants and devices for specific 'cognitive isolation' periods — confirmed via official policy text
    Source: llm_enrichedconf 50%
  2. 2027-01-01 → 2029-12-31pendingFirst peer-reviewed study reports >2-sigma learning gains from AI-aided then AI-removed pedagogy
    How: Peer-reviewed paper in NBER, JHCR, AERJ, or Nature Education reports >2 standard deviation gains for hybrid AI-on/AI-off curriculum vs traditional
    Source: llm_enrichedconf 40%
  3. 2027-06-01 → 2029-12-31pendingAlpha-style 2-hour-learning model adopted by 100+ schools nationally
    How: Cumulative count of schools licensing or adopting Alpha/Timeback or comparable 2-hour AI-tutored core curriculum reaches >=100 institutions per Alpha School / Timeback disclosures
    Source: llm_enrichedconf 45%
  4. 2028-01-01 → 2030-12-31pendingFirst state competitive scholarship awarded to a sub-12-year-old with a published research contribution
    How: A US state or major university announces formal admission or research scholarship for a child under age 12 based on AI-assisted research output published in a peer-reviewed venue
    Source: llm_enrichedconf 25%
  5. 2028-01-01 → 2031-06-30pendingISEF / Regeneron Science Talent Search median age drops >2 years vs 2024 baseline
    How: Median age of top-300 finalists at ISEF or Regeneron Science Talent Search drops >=2 years vs 2024 baseline — published demographics
    Source: llm_enrichedconf 20%
  6. 2036-09-06pendingMoon base will exist in 10 years

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
LBP2026-05-03T02:00:01Z39.1%-1.3pp
Network propagation: 40.4% → 39.1%
6-iter LBP, residual 0.00677 · damping 0.5, w_intrinsic 0.5 · method lbp_v3 · run 1a683ac9
LBP2026-04-30T16:39:51Z40.4%-1.8pp
Network propagation: 42.2% → 40.4%
5-iter LBP, residual 0.00825 · damping 0.5, w_intrinsic 0.5 · method lbp_v2 · run 0c8a4ea3
LBP2026-04-30T02:18:57Z42.2%-2.8pp
Network propagation: 45.0% → 42.2%
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%0.4500.050-0.050
prereq235_038
David Sinclair begins partial epigenetic reprogramming trialPeter Diamandis
74.0%0.4500.050-0.048
prereqSEM_012
Nvidia quadrupled chip production output while only doublingJensen Huang
75.0%0.4500.050-0.044
prereqSEM_008
Training runs costing $10 billion for a single model will coDario Amodei
76.9%0.4500.050-0.037
prereq238_009
Recursive self-improvement is already happening now (no longAlex Wissner-Gross
78.1%0.4500.050-0.032

Top outgoing (children)

Predictions THIS node influences

KindNodeTheir probP(c|s=T)P(c|s=F)Δ implied
prereq246_016
Dragonfly nuclear-powered octicopter arrives at Titan in 203Peter Diamandis
35.6%0.6500.050-0.077
prereq235_030
Ray Kurzweil predicts Longevity Escape Velocity (LEV) by 203Ray Kurzweil
39.2%0.7500.050-0.075
prereq240_036
TEPCO's restarted reactor will support 20% of Japan's electrPeter Diamandis
34.3%0.6500.050-0.064
prereq239_008
Moon base will exist in 10 yearsElon Musk
28.8%0.5500.050-0.047
prereqSEM_034
True artificial general intelligence will be achieved betweeDemis Hassabis
28.7%0.5500.050-0.046

Ticker exposure

33 ticker(s) linked

Beneficiaries (23)

SOUNCRWVSITMNVDAARMGTLBBBAITSMAPLDCEVAAIMSFTMRVLSFTBYORCLQCOMAVGOBABAAMDGOOGLIBMAMZNMETA

Adverse (6)

WNSCHGGCTSHIBMINFYACN

Prerequisites (8)

Predictions that must hit first
TypePredTitleDomainLag
prereq238_009Recursive self-improvement is already happening now (no longer three years out)AI
prereq235_038David Sinclair begins partial epigenetic reprogramming trials with Life Biosciences in March 2026.Biotech/Longevity
prereqSEM_008Training runs costing $10 billion for a single model will commence sometime in 2025.AI
prereqSEM_012Nvidia quadrupled chip production output while only doubling human headcount — achieved by deploying AI coding tools (Cursor, Claude Code) across engineering.AI/Manufacturing
prereqSEM_0422025 will be the definitive year that agentic systems finally hit the mainstream.AI/Agents
killerTK14Superbubble Pop (S&P 500 -40%, Moonshot Capital Evaporates)
killerTK01AGI Capability Plateau (2026-27 Training Stall)
killerTK03AI Regulatory Moratorium (EU/US Capability Freeze)

Dependents (5)

Predictions enabled by this
TypePredTitleDomainLag
prereq235_030Ray Kurzweil predicts Longevity Escape Velocity (LEV) by 2033.Biotech/Longevity
prereq246_016Dragonfly nuclear-powered octicopter arrives at Titan in 2034.Space
prereq240_036TEPCO's restarted reactor will support 20% of Japan's electric needs by 2040Energy
prereqSEM_034True artificial general intelligence will be achieved between 2032 and 2042 — 'first we solve AI, then use AI to solve everything else'.AI/AGI
prereq239_008Moon base will exist in 10 yearsSpace

Linked documents (2)

Auto-generated by cosine similarity from Polymarket / Manifold / EDGAR / GDELT
SimSourceTitleMarket probPolarityReviewedPublished
0.582manifoldWill Michael Levin be awarded the Nobel Prize?32%mentionspending2026-05-27
0.575manifoldWill isaak freeman become a nobel laureate?28%mentionspending2026-05-04

Raw metadata

From Thesis_Timeline_v1.0_FINAL workbook
{
  "nia": false,
  "url": "https://www.youtube.com/watch?v=6P0uTDGDr-I",
  "mode": "PREDICTION",
  "role": "Host",
  "context": "We're going to start I I think in in our educational system... having the moral equivalent of a wilderness camp for AI... every every fourth grader becomes a Nobel laureate.",
  "to_year": 2035,
  "verbatim": "We're going to start I I think in in our educational system, at least the better parts of it, having the moral equivalent of a wilderness camp for AI where you all of your AI tools get taken away. You have to do things manually just so that you at least have that skill set and then you get all your AI skills back and every every fourth grader becomes a Nobel laureate.",
  "conv_cues": "I think; going to start",
  "direction": "HAPPEN",
  "from_year": 2026,
  "timeframe": "near-term future",
  "conv_level": "MEDIUM",
  "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": "prereq",
      "label": "David Sinclair begins partial epigenetic reprogramming trials with Life Biosciences in March 2026.",
      "status": "hit",
      "weight": 0.5,
      "ordinal": -6,
      "source_id": "235_038",
      "expected_date": "2026-04-29",
      "observed_date": "2026-04-29"
    },
    {
      "kind": "llm_pre_event",
      "label": "First major K-12 system bans AI/phones in classroom statewide with explicit 'wilderness' framing",
      "source": "llm_enriched",
      "status": "pending",
      "weight": 0.4,
      "ordinal": -5,
      "source_id": null,
      "confidence": 0.5,
      "expected_date": "2027-05-31",
      "research_origin": "training",
      "expected_date_range": {
        "to": "2028-06-30",
        "from": "2026-05-01"
      },
      "measurement_criterion": "A US state board of education or large district (>=100K students) issues binding policy banning AI assistants and devices for specific 'cognitive isolation' periods — confirmed via official policy text"
    },
    {
      "kind": "llm_pre_event",
      "label": "First peer-reviewed study reports >2-sigma learning gains from AI-aided then AI-removed pedagogy",
      "source": "llm_enriched",
      "status": "pending",
      "weight": 0.4,
      "ordinal": -4,
      "source_id": null,
      "confidence": 0.4,
      "expected_date": "2028-07-01",
      "research_origin": "training",
      "expected_date_range": {
        "to": "2029-12-31",
        "from": "2027-01-01"
      },
      "measurement_criterion": "Peer-reviewed paper in NBER, JHCR, AERJ, or Nature Education reports >2 standard deviation gains for hybrid AI-on/AI-off curriculum vs traditional"
    },
    {
      "kind": "llm_post_event",
      "label": "Alpha-style 2-hour-learning model adopted by 100+ schools nationally",
      "source":
... (truncated)