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
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
2025-2026 White House AI executive orders, DoD Anthropic/OpenAI contracts, CHIPS Act, and CISPA-adjacent proposals suggest increasing securitization.
Predictor: Leopold Aschenbrenner
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
Major capability discontinuity (e.g. AGI by named target year, 5-year horizon)
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
Milestone chain
- 2024-06-04hitAschenbrenner 'Situational Awareness' published — public 'Project' thesis on recordHow: Public release of Aschenbrenner's 165-page 'Situational Awareness' essay containing 'The Project' chapterSource: https://situational-awareness.ai/the-project/conf 99%Notes: HIT — anchoring document. 'The Project' is the explicit thesis being tracked.
- 2026-06-01 → 2027-06-30pendingFirst Congressional hearing or bill explicitly on USG-frontier-lab consolidationHow: Senate or House committee holds hearing, or member introduces legislation, explicitly addressing USG consolidation/management of AGI-class frontier-lab developmentSource: https://situational-awareness.ai/the-project/conf 60%
- 2026-06-01 → 2027-12-31pendingSingle AI training cluster crosses $100B announced budgetHow: 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' precursorSource: https://situational-awareness.ai/conf 70%Notes: Stargate already announced at $100B+ scope; sustained funded execution is the milestone.
- 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 contractsSource: https://www.dwarkesh.com/p/leopold-aschenbrennerconf 55%
- 2027-05-08pendingQ1 window check-in (25%)
- 2027-09-12pendingQ2 window check-in (50%)
- 2028-01-17pendingQ3 window check-in (75%)
- 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 appropriationSource: 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?
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
Top outgoing (children)
Predictions THIS node influences
No outgoing edges.
Ticker exposure
Adverse (3)
Prerequisites (4)
| Type | Pred | Title | Domain | Lag |
|---|---|---|---|---|
| correlate | S_AGI_MID_2029 | AGI mid: Kurzweil 2029 path | agi_general_capability | — |
| correlate | S_AGI_WINTER_2036PLUS | AGI delayed: capability plateau or AI winter | agi_general_capability | — |
| killer | TK01 | AGI Capability Plateau (2026-27 Training Stall) | — | — |
| killer | TK03 | AI Regulatory Moratorium (EU/US Capability Freeze) | — | — |
Dependents (0)
| Type | Pred | Title | Domain | Lag |
|---|---|---|---|---|
| No dependents | ||||
Expected milestones (1)
| Expected by | Description | Status |
|---|---|---|
| 2027-12-31 | [Geopolitics 2027-12] [CMQ_018] Frontier-lab / DoD contract scope; classified-compute allocations; CHIPS Act successor legislation. | pending |
Linked documents (10)
Raw metadata
{
"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)