← Cockpit
INF_002predictionGeopoliticsAGI-national-security

By 2027-2028, the US national-security apparatus will effectively appropriate frontier AI data centers — 'The Project' — to secure algorithmic weights and physical infrastructure against state-actor espionage.

Predictor: Leopold Aschenbrenner

Prior probability
35.0%
Current probability
30.4%
evolves via intake + LBP
Conviction
5/5
Signal quality
A
Resolution
pending
Window
2027-01-01 – 2028-11-30
Edges in / out
4 / 0
Tickers exposed
0

Prediction text

By 2027-2028, the US national-security apparatus will effectively appropriate frontier AI data centers — 'The Project' — to secure algorithmic weights and physical infrastructure against state-actor espionage. | Frontier-lab national-security rules; classified compute contracts

Key catalyst: Frontier-lab national-security rules; classified compute contracts

Watch events: DoD/IC formal AGI-era DC security rules; export-control expansion to weights; cleared-personnel requirements at frontier labs

Resolution evidence

Status: pending

Trump administration 2025 AI Action Plan + Stargate backing shows growing federal entanglement; BIS export controls expanding. No explicit nationalization yet.

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

Not linked

This node isn't linked to a reference class. The Bayesian update applies without outside-view blending.

Probability over time

2 prob_history rows
0%25%50%75%100%prior 35%2026-04-302026-04-30
intake v2milestone miss sweeplbp propagationreference class assignedlegacy v1prior_prob (analyst seed)current = 30.4%

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. 2026-05-31hitPentagon signs classified AI compute agreements with 7 frontier-AI companies
    How: DoD publicly announces classified AI network agreements with >=5 frontier-AI vendors (OpenAI/Anthropic/xAI/Google/etc.)
    Source: https://www.nextgov.com/artificial-intelligence/2026/05/pentagon-makes-agreements-7-companies-add-ai-classified-networks/413264/conf 95%
    Notes: HIT — Pentagon announced agreements with 7 companies to add AI to classified networks per Nextgov May 2026 reporting. Major waypoint on Aschenbrenner's 'Project' thesis.
  2. 2027-05-03pendingQ1 window check-in (25%)
  3. 2027-01-01 → 2027-12-31pendingNNSA classified AI systems operational at frontier-lab data centers
    How: NNSA confirms operational classified compute systems for AI workloads at named DoE/national-lab data centers
    Source: https://blogs.nvidia.com/blog/sc25-new-science-systems-worldwide/conf 65%
  4. 2026-09-01 → 2028-06-30pendingTrillion-dollar AI compute cluster announced with USG anchor commitment
    How: Public announcement of single AI compute cluster >=$500B with explicit USG (DoD/DoE/IC) anchor commitment, multi-year offtake, or co-investment
    Source: https://www.dwarkesh.com/p/leopold-aschenbrennerconf 45%
  5. 2026-06-01 → 2028-11-30pendingFrontier lab discloses state-actor weight-exfiltration attempt
    How: >=1 frontier AI lab (OpenAI/Anthropic/Google DeepMind/xAI) publicly confirms attributed state-actor attempt to exfiltrate model weights or training infrastructure
    Source: https://situational-awareness.ai/conf 50%
    Notes: Catalyst that would accelerate the appropriation thesis.
  6. 2027-09-03pendingQ2 window check-in (50%)
  7. 2027-01-01 → 2028-11-30pendingFrontier-lab security clearance regime formalized for AI weights/personnel
    How: Federal regulation or executive order codifies clearance/SCIF requirements for frontier AI weights and personnel handling them
    Source: https://federalnewsnetwork.com/commentary/2026/04/the-future-of-federal-ai-building-sovereign-infrastructure-from-the-ground-up/conf 50%
  8. 2028-01-04pendingQ3 window check-in (75%)

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: 30%)

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
LBP2026-04-30T16:39:51Z30.4%-1.5pp
Network propagation: 32.0% → 30.4%
5-iter LBP, residual 0.00825 · damping 0.5, w_intrinsic 0.5 · method lbp_v2 · run 0c8a4ea3
LBP2026-04-30T02:18:57Z32.0%-3.0pp
Network propagation: 35.0% → 32.0%
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
killerTK09
Energy Grid Cap (Data Center Power Wall)
35.0%0.0500.350-0.059
killerTK03
AI Regulatory Moratorium (EU/US Capability Freeze)
10.0%0.0500.350+0.015
killerTK01
AGI Capability Plateau (2026-27 Training Stall)
15.0%0.0500.350+0.001

Top outgoing (children)

Predictions THIS node influences

No outgoing edges.

Prerequisites (4)

Predictions that must hit first
TypePredTitleDomainLag
correlateS_COMPUTE_100GW_2030Compute: 100GW national-scale by Dec 2030compute_scale
killerTK09Energy Grid Cap (Data Center Power Wall)
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
2028-12-31[Geopolitics 2028-12] efore the next US presidential election [INF_002] DoD/IC formal AGI-era DC security rules; export-control expansion to weights; cleared-personnel requpending

Linked documents (4)

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

Raw metadata

From Thesis_Timeline_v1.0_FINAL workbook
{
  "nia": false,
  "mode": "FORECAST",
  "role": "Cited-VC/Researcher",
  "context": "Aschenbrenner argues that once AGI-scale clusters become unaffordable for any single firm AND strategically decisive, the US government will take operational or security control of hyperscaler frontier DCs.",
  "to_year": 2028,
  "conv_cues": "inevitable; explicit timeline; national security framing",
  "direction": "HAPPEN",
  "from_year": 2027,
  "timeframe": "2027-2028",
  "conv_level": "HIGH",
  "milestones": [
    {
      "kind": "llm_pre_event",
      "label": "Pentagon signs classified AI compute agreements with 7 frontier-AI companies",
      "notes": "HIT — Pentagon announced agreements with 7 companies to add AI to classified networks per Nextgov May 2026 reporting. Major waypoint on Aschenbrenner's 'Project' thesis.",
      "source": "https://www.nextgov.com/artificial-intelligence/2026/05/pentagon-makes-agreements-7-companies-add-ai-classified-networks/413264/",
      "status": "hit",
      "weight": 0.4,
      "ordinal": -8,
      "source_id": null,
      "confidence": 0.95,
      "source_url": "https://www.nextgov.com/artificial-intelligence/2026/05/pentagon-makes-agreements-7-companies-add-ai-classified-networks/413264/",
      "expected_date": "2026-05-31",
      "observed_date": "2026-05-31",
      "research_origin": "deep_research",
      "measurement_criterion": "DoD publicly announces classified AI network agreements with >=5 frontier-AI vendors (OpenAI/Anthropic/xAI/Google/etc.)"
    },
    {
      "kind": "quartile_checkpoint",
      "label": "Q1 window check-in (25%)",
      "status": "pending",
      "weight": 0.05,
      "ordinal": -7,
      "source_id": null,
      "expected_date": "2027-05-03",
      "observed_date": null
    },
    {
      "kind": "llm_pre_event",
      "label": "NNSA classified AI systems operational at frontier-lab data centers",
      "source": "https://blogs.nvidia.com/blog/sc25-new-science-systems-worldwide/",
      "status": "pending",
      "weight": 0.4,
      "ordinal": -6,
      "source_id": null,
      "confidence": 0.65,
      "source_url": "https://blogs.nvidia.com/blog/sc25-new-science-systems-worldwide/",
      "expected_date": "2027-07-02",
      "research_origin": "deep_research",
      "expected_date_range": {
        "to": "2027-12-31",
        "from": "2027-01-01"
      },
      "measurement_criterion": "NNSA confirms operational classified compute systems for AI workloads at named DoE/national-lab data centers"
    },
    {
      "kind": "llm_pre_event",
      "label": "Trillion-dollar AI compute cluster announced with USG anchor commitment",
      "source": "https://www.dwarkesh.com/p/leopold-aschenbrenner",
      "status": "pending",
      "weight": 0.4,
      "ordinal": -5,
      "source_id": null,
      "confidence": 0.45,
      "source_url": "https://www.dwarkesh.com/p/leopold-aschenbrenner",
      "expected_date": "2027-08-01",
      "research_origin": "deep_research",
      "expected_date_range": {
        "to": "2028-06-30",
        "from": "2026-09-01"
      },
      "measurement_criterion": "Public announcement of single AI compute cluster >=$500B with explicit USG (DoD/DoE/IC) anchor commitment, multi-year offtake, or co-investment"
    },
    {
      "kind": "llm_post_event",
      "label": "Frontier lab discloses state-actor weight-exfiltration attempt",
      "notes": "Catalyst that would accelerate the appropriation thesis.",
      "source": "https://situational-awareness.ai/",
      "status": "pending",
      "weight": 0.4,
      "ordinal": -4,
      "source_id": null,
      "confidence": 0.5,
      "source_url": "https://situational-awareness.ai/",
      "expected_date": "2027-08-31",
      "research_origin": "deep_research",
      "expected_date_range": {
        "to": "2028-11-30",
        "from": "2026-06-01"
      },
      "measurement_criterion": ">=1 frontier AI lab (OpenAI/Anthropic/Google DeepMind/xAI) publicly confirms attributed state-actor attempt t
... (truncated)