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CMQ_018predictionGeopoliticsAGI-governance

By 2027-2028, the strategic value of superintelligence + impossible trillion-dollar infrastructure cost will trigger government consolidation of AGI development — 'The Project'.

Predictor: Leopold Aschenbrenner

Prior probability
40.0%
Current probability
35.1%
evolves via intake + LBP
Conviction
4/5
Signal quality
A
Resolution
pending
Window
2027-01-01 – 2028-11-30
Edges in / out
4 / 0
Tickers exposed
3

Prediction text

By 2027-2028, the strategic value of superintelligence + impossible trillion-dollar infrastructure cost will trigger government consolidation of AGI development — 'The Project'. | Major frontier-lab / USG consolidation announcement

Key catalyst: Major frontier-lab / USG consolidation announcement

Watch events: Frontier-lab / DoD contract scope; classified-compute allocations; CHIPS Act successor legislation.

Resolution evidence

Status: pending

2025-2026 White House AI executive orders, DoD Anthropic/OpenAI contracts, CHIPS Act, and CISPA-adjacent proposals suggest increasing securitization.

Predictor: Leopold Aschenbrenner

κ + Brier as of 2026-05-22
κ (discount)
0.688
Brier
0.0417
excellent
Hits / Misses
2 / 0
of 3 resolved
Hit rate
66.7%
Calibration plot (stated vs observed)

Evidence about this node from Leopold Aschenbrenner 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: agi_breakthrough_5y

Linked via embedding similarity 0.645

Major capability discontinuity (e.g. AGI by named target year, 5-year horizon)

Base rate
20.0%
1/5 historical
Inside weight
Outside weight
no pull
inside 35.1% → blend 35.1% 0.0pp)

Tetlock-style outside view: at TRF=1 (just predicted), outside view dominates (w_in=0.3). At TRF=0 (deadline), inside view dominates (w_in=1.0). The blend regularizes overconfident inside views toward the historical base rate.

Probability over time

6 prob_history rows
0%25%50%75%100%prior 40%2026-04-302026-04-302026-05-10
intake v2milestone miss sweeplbp propagationreference class assignedlegacy v1prior_prob (analyst seed)current = 35.1%

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: 1 fired ✓ · 7 pending
  1. 2024-06-04hitAschenbrenner 'Situational Awareness' published — public 'Project' thesis on record
    How: Public release of Aschenbrenner's 165-page 'Situational Awareness' essay containing 'The Project' chapter
    Source: https://situational-awareness.ai/the-project/conf 99%
    Notes: HIT — anchoring document. 'The Project' is the explicit thesis being tracked.
  2. 2026-06-01 → 2027-06-30pendingFirst Congressional hearing or bill explicitly on USG-frontier-lab consolidation
    How: Senate or House committee holds hearing, or member introduces legislation, explicitly addressing USG consolidation/management of AGI-class frontier-lab development
    Source: https://situational-awareness.ai/the-project/conf 60%
  3. 2026-06-01 → 2027-12-31pendingSingle AI training cluster crosses $100B announced budget
    How: Public announcement of single AI training cluster project (Stargate-class) with budget >=$100B, not just rumored — i.e., aligns with Aschenbrenner's 'trillion-dollar cluster' precursor
    Source: https://situational-awareness.ai/conf 70%
    Notes: Stargate already announced at $100B+ scope; sustained funded execution is the milestone.
  4. 2026-09-01 → 2027-12-31pendingDoD / NSC / DoE major AI compute partnership announcement (security-state involvement)
    How: Public USG-frontier-lab partnership exceeding $10B and explicitly framed as national-security AI development, beyond standard procurement contracts
    Source: https://www.dwarkesh.com/p/leopold-aschenbrennerconf 55%
  5. 2027-05-08pendingQ1 window check-in (25%)
  6. 2027-09-12pendingQ2 window check-in (50%)
  7. 2028-01-17pendingQ3 window check-in (75%)
  8. 2027-06-01 → 2028-11-30pendingFormal 'AGI Project' / consortium structure announced (Manhattan-tier)
    How: USG announces or executes formal coordinated frontier-AI program with explicit national-security framing, multi-lab participation, and Congressional appropriation
    Source: https://situational-awareness.ai/the-project/conf 40%
    Notes: Cascade — this IS the prediction event; below-50% confidence reflects high political uncertainty.

No downstream cascades — this prediction is a leaf in the dependency graph.

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: 35%)

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
LBP2026-05-10T02:00:02Z35.1%+1.8pp
Network propagation: 33.3% → 35.1%
6-iter LBP, residual 0.00584 · damping 0.5, w_intrinsic 0.5 · method lbp_v3 · run e5c18d29
LBP2026-05-03T02:00:01Z33.3%+3.4pp
Network propagation: 29.9% → 33.3%
6-iter LBP, residual 0.00677 · damping 0.5, w_intrinsic 0.5 · method lbp_v3 · run 1a683ac9
LBP2026-04-30T16:39:51Z29.9%+4.8pp
Network propagation: 25.1% → 29.9%
5-iter LBP, residual 0.00825 · damping 0.5, w_intrinsic 0.5 · method lbp_v2 · run 0c8a4ea3
legacy v12026-04-30T16:13:50Z25.1%-4.8pp
reference_class_assigned bayesian_v2 inside=0.400 blend=0.251 w_in=0.30 agi_breakthrough_5y
LBP2026-04-30T02:18:57Z29.9%+4.8pp
Network propagation: 25.1% → 29.9%
5-iter LBP, residual 0.00825 · damping 0.5, w_intrinsic 0.5 · method lbp_v1 · run 592311ef
legacy v12026-04-30T01:56:50Z25.1%-14.9pp
reference_class_assigned bayesian_v2 inside=0.400 blend=0.251 w_in=0.30 agi_breakthrough_5y

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
killerTK03
AI Regulatory Moratorium (EU/US Capability Freeze)
10.0%0.0500.400+0.014
killerTK01
AGI Capability Plateau (2026-27 Training Stall)
15.0%0.0500.400-0.004

Top outgoing (children)

Predictions THIS node influences

No outgoing edges.

Ticker exposure

3 ticker(s) linked

Adverse (3)

ACNCHGGIBM

Prerequisites (4)

Predictions that must hit first
TypePredTitleDomainLag
correlateS_AGI_MID_2029AGI mid: Kurzweil 2029 pathagi_general_capability
correlateS_AGI_WINTER_2036PLUSAGI delayed: capability plateau or AI winteragi_general_capability
killerTK01AGI Capability Plateau (2026-27 Training Stall)
killerTK03AI Regulatory Moratorium (EU/US Capability Freeze)

Dependents (0)

Predictions enabled by this
TypePredTitleDomainLag
No dependents

Expected milestones (1)

From Sheet 17 Monitoring Triggers
Expected byDescriptionStatus
2027-12-31[Geopolitics 2027-12] [CMQ_018] Frontier-lab / DoD contract scope; classified-compute allocations; CHIPS Act successor legislation.pending

Linked documents (10)

Auto-generated by cosine similarity from Polymarket / Manifold / EDGAR / GDELT

Raw metadata

From Thesis_Timeline_v1.0_FINAL workbook
{
  "nia": false,
  "qty": "government AGI project",
  "mode": "FORECAST",
  "role": "Cited-Researcher",
  "caveats": "Depends on AGI materializing; depends on US political appetite for nationalization-lite interventions.",
  "context": "Premise: 'no startup can handle superintelligence' — national security apparatus absorbs frontier labs into sovereign program analogous to Manhattan Project.",
  "to_year": 2028,
  "conv_cues": "explicit timeline; Project framing",
  "direction": "HAPPEN",
  "from_year": 2027,
  "timeframe": "2027-2028",
  "conv_level": "HIGH",
  "milestones": [
    {
      "kind": "llm_pre_event",
      "label": "Aschenbrenner 'Situational Awareness' published — public 'Project' thesis on record",
      "notes": "HIT — anchoring document. 'The Project' is the explicit thesis being tracked.",
      "source": "https://situational-awareness.ai/the-project/",
      "status": "hit",
      "weight": 0.4,
      "ordinal": -8,
      "source_id": null,
      "confidence": 0.99,
      "source_url": "https://situational-awareness.ai/the-project/",
      "expected_date": "2024-06-04",
      "observed_date": "2024-06-04",
      "research_origin": "deep_research",
      "measurement_criterion": "Public release of Aschenbrenner's 165-page 'Situational Awareness' essay containing 'The Project' chapter"
    },
    {
      "kind": "llm_pre_event",
      "label": "First Congressional hearing or bill explicitly on USG-frontier-lab consolidation",
      "source": "https://situational-awareness.ai/the-project/",
      "status": "pending",
      "weight": 0.4,
      "ordinal": -7,
      "source_id": null,
      "confidence": 0.6,
      "source_url": "https://situational-awareness.ai/the-project/",
      "expected_date": "2026-12-15",
      "research_origin": "deep_research",
      "expected_date_range": {
        "to": "2027-06-30",
        "from": "2026-06-01"
      },
      "measurement_criterion": "Senate or House committee holds hearing, or member introduces legislation, explicitly addressing USG consolidation/management of AGI-class frontier-lab development"
    },
    {
      "kind": "llm_pre_event",
      "label": "Single AI training cluster crosses $100B announced budget",
      "notes": "Stargate already announced at $100B+ scope; sustained funded execution is the milestone.",
      "source": "https://situational-awareness.ai/",
      "status": "pending",
      "weight": 0.4,
      "ordinal": -6,
      "source_id": null,
      "confidence": 0.7,
      "source_url": "https://situational-awareness.ai/",
      "expected_date": "2027-03-17",
      "research_origin": "deep_research",
      "expected_date_range": {
        "to": "2027-12-31",
        "from": "2026-06-01"
      },
      "measurement_criterion": "Public announcement of single AI training cluster project (Stargate-class) with budget >=$100B, not just rumored — i.e., aligns with Aschenbrenner's 'trillion-dollar cluster' precursor"
    },
    {
      "kind": "llm_pre_event",
      "label": "DoD / NSC / DoE major AI compute partnership announcement (security-state involvement)",
      "source": "https://www.dwarkesh.com/p/leopold-aschenbrenner",
      "status": "pending",
      "weight": 0.4,
      "ordinal": -5,
      "source_id": null,
      "confidence": 0.55,
      "source_url": "https://www.dwarkesh.com/p/leopold-aschenbrenner",
      "expected_date": "2027-05-02",
      "research_origin": "deep_research",
      "expected_date_range": {
        "to": "2027-12-31",
        "from": "2026-09-01"
      },
      "measurement_criterion": "Public USG-frontier-lab partnership exceeding $10B and explicitly framed as national-security AI development, beyond standard procurement contracts"
    },
    {
      "kind": "quartile_checkpoint",
      "label": "Q1 window check-in (25%)",
      "status": "pending",
      "weight": 0.05,
      "ordinal": -4,
      "source_id": null,
      "expected_date": "2027-05-08",
      "observed_date": null
    },
    {
      "kind": "quartile
... (truncated)