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AUT_015predictionDefensecheap-satellites-loitering-munitions

Complete obsolescence of traditional military procurement — national security pivots away from small numbers of exquisite expensive surveillance platforms (high-altitude drones, fighter jets) toward highly distributed autonomous systems of thousands of...

Predictor: Eric Schmidt

Prior probability
80.0%
Current probability
70.0%
evolves via intake + LBP
Conviction
5/5
Signal quality
A
Resolution
in_progress
Window
2026-01-01 – 2031-11-30
Edges in / out
4 / 0
Tickers exposed
13

Prediction text

Complete obsolescence of traditional military procurement — national security pivots away from small numbers of exquisite expensive surveillance platforms (high-altitude drones, fighter jets) toward highly distributed autonomous systems of thousands of 'cheap satellites' and loitering munitions; warfare dictated by software innovation cycles rather than hardware manufacturing. | Next major Replicator-style procurement announcement

Key catalyst: Next major Replicator-style procurement announcement

Watch events: DoD Replicator tranche deliveries; Replicator 2.0 announcement

Resolution evidence

Status: in_progress

DoD Replicator program explicitly targets thousands of autonomous attritable systems; Anduril Lattice, Shield AI, Saronic, AeroVironment Switchblade validate. Ukraine conflict empirically proves thesis.

Predictor: Eric Schmidt

κ + Brier as of 2026-05-22
κ (discount)
0.688
Brier
0.0064
excellent
Hits / Misses
3 / 0
of 3 resolved
Hit rate
100.0%
Calibration plot (stated vs observed)

Evidence about this node from Eric Schmidt 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 80%2026-04-302026-04-302026-05-03
intake v2milestone miss sweeplbp propagationreference class assignedlegacy v1prior_prob (analyst seed)current = 70.0%

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: 8 pending
  1. 2026-06-01 → 2026-12-31pendingDoD industry survey on 300,000+ small UAS production capacity returns
    How: War Department publishes results / contract awards from the RFI seeking ability to produce 300K+ sUAS tied to 'Unleashing American Drone Dominance' EO
    Source: https://www.govconwire.com/articles/drones-unmanned-systems-war-dept-initiatives-dawgconf 75%
  2. 2026-09-30 → 2027-03-31pendingDAWG fiscal 2027 budget appropriation enacted at >$10B
    How: Congressional FY27 NDAA / appropriations bill funds DAWG (formerly Replicator) at $10B+ (vs $225.9M in FY26; admin requested $54.6B)
    Source: https://breakingdefense.com/2025/12/its-alive-biden-era-replicator-drone-initiative-lives-on-as-dawg-looking-at-bigger-uass/conf 70%
  3. 2027-02-21pendingQ1 window check-in (25%)
  4. 2026-06-01 → 2027-12-31pendingReplicator-2 first combatant-command operational fielding (>1,000 units in theater)
    How: INDOPACOM or other COCOM acknowledges fielding >=1,000 Replicator-2 systems for operational use (not exercise) — public DoD release or Defensescoop confirmation
    Source: https://defensescoop.com/2025/09/03/dod-replicator-drone-tech-transition-fielding-questions-linger/conf 55%
  5. 2026-06-01 → 2028-12-31pendingCascade: NATO ally announces national-scale 'cheap mass' drone procurement program
    How: UK, Germany, France, Poland, or Japan announces multi-billion-dollar procurement of distributed autonomous attritable systems modeled on US Replicator/DAWG approach
    Source: Internal estimate based on Ukraine war drone-attrition lessons and 2025-26 European rearmament trajectoryconf 70%
  6. 2028-04-12pendingQ2 window check-in (50%)
  7. 2027-01-01 → 2029-12-31pendingCancellation or substantial restructuring of a legacy exquisite platform program
    How: Public DoD announcement cancelling/restructuring a Schmidt-class 'exquisite' surveillance platform (e.g., Global Hawk follow-on, MQ-9 Reaper succession, optionally manned NGAD reduction) explicitly citing distributed autonomous alternatives
    Source: https://www.diu.mil/replicatorconf 55%
  8. 2029-06-02pendingQ3 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: 70%)

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
LBP2026-05-03T02:00:01Z70.0%-1.7pp
Network propagation: 71.7% → 70.0%
6-iter LBP, residual 0.00677 · damping 0.5, w_intrinsic 0.5 · method lbp_v3 · run 1a683ac9
LBP2026-04-30T16:39:51Z71.7%-3.0pp
Network propagation: 74.8% → 71.7%
5-iter LBP, residual 0.00825 · damping 0.5, w_intrinsic 0.5 · method lbp_v2 · run 0c8a4ea3
LBP2026-04-30T02:18:57Z74.8%-5.2pp
Network propagation: 80.0% → 74.8%
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
killerTK09
Energy Grid Cap (Data Center Power Wall)
35.0%0.0500.800-0.163
killerTK06
China-Taiwan Military Conflict
8.0%0.0500.800+0.040
killerTK11
Autonomous Regulatory Block (Level 4 Halt)
10.0%0.0500.800+0.025
killerTK02
AI Compute Supply Shock (TSMC/Taiwan Disruption)
12.0%0.0500.800+0.010

Top outgoing (children)

Predictions THIS node influences

No outgoing edges.

Ticker exposure

13 ticker(s) linked

Beneficiaries (9)

SKYTMRCYTSEMBAESYSTMIFNNYTDGTXNMCHP

Adverse (4)

UBERPGRTRVALL

Prerequisites (4)

Predictions that must hit first
TypePredTitleDomainLag
killerTK09Energy Grid Cap (Data Center Power Wall)
killerTK02AI Compute Supply Shock (TSMC/Taiwan Disruption)
killerTK11Autonomous Regulatory Block (Level 4 Halt)
killerTK06China-Taiwan Military Conflict

Dependents (0)

Predictions enabled by this
TypePredTitleDomainLag
No dependents

Validations (1)

Resolution events
Observed atStatusByNotes
2026-04-29partialthesis_timeline_v1.0_importDoD Replicator program explicitly targets thousands of autonomous attritable systems; Anduril Lattice, Shield AI, Saronic, AeroVironment Switchblade validate. Ukraine conflict empirically proves thesis.

Raw metadata

From Thesis_Timeline_v1.0_FINAL workbook
{
  "nia": false,
  "qty": "thousands of cheap satellites",
  "mode": "FORECAST",
  "role": "Cited-Other",
  "context": "Distinct from ROB_022 (Schmidt Physical AI national security), 241_016 (92GW energy), SPC_021 (Relativity rockets). Specific military-procurement-disruption framing.",
  "to_year": 2031,
  "conv_cues": "specific procurement-paradigm-shift framing",
  "direction": "HAPPEN",
  "from_year": 2026,
  "timeframe": "2026-2031",
  "conv_level": "HIGH",
  "milestones": [
    {
      "kind": "llm_pre_event",
      "label": "DoD industry survey on 300,000+ small UAS production capacity returns",
      "source": "https://www.govconwire.com/articles/drones-unmanned-systems-war-dept-initiatives-dawg",
      "status": "pending",
      "weight": 0.4,
      "ordinal": -8,
      "source_id": null,
      "confidence": 0.75,
      "expected_date": "2026-09-15",
      "research_origin": "training",
      "expected_date_range": {
        "to": "2026-12-31",
        "from": "2026-06-01"
      },
      "measurement_criterion": "War Department publishes results / contract awards from the RFI seeking ability to produce 300K+ sUAS tied to 'Unleashing American Drone Dominance' EO"
    },
    {
      "kind": "llm_pre_event",
      "label": "DAWG fiscal 2027 budget appropriation enacted at >$10B",
      "source": "https://breakingdefense.com/2025/12/its-alive-biden-era-replicator-drone-initiative-lives-on-as-dawg-looking-at-bigger-uass/",
      "status": "pending",
      "weight": 0.4,
      "ordinal": -7,
      "source_id": null,
      "confidence": 0.7,
      "source_url": "https://defensescoop.com/2026/04/21/dod-plans-largest-ever-investment-drones-anti-drone-weapons/",
      "expected_date": "2026-12-30",
      "research_origin": "training",
      "expected_date_range": {
        "to": "2027-03-31",
        "from": "2026-09-30"
      },
      "measurement_criterion": "Congressional FY27 NDAA / appropriations bill funds DAWG (formerly Replicator) at $10B+ (vs $225.9M in FY26; admin requested $54.6B)"
    },
    {
      "kind": "quartile_checkpoint",
      "label": "Q1 window check-in (25%)",
      "status": "pending",
      "weight": 0.05,
      "ordinal": -6,
      "source_id": null,
      "expected_date": "2027-02-21",
      "observed_date": null
    },
    {
      "kind": "llm_pre_event",
      "label": "Replicator-2 first combatant-command operational fielding (>1,000 units in theater)",
      "source": "https://defensescoop.com/2025/09/03/dod-replicator-drone-tech-transition-fielding-questions-linger/",
      "status": "pending",
      "weight": 0.4,
      "ordinal": -5,
      "source_id": null,
      "confidence": 0.55,
      "expected_date": "2027-03-17",
      "research_origin": "training",
      "expected_date_range": {
        "to": "2027-12-31",
        "from": "2026-06-01"
      },
      "measurement_criterion": "INDOPACOM or other COCOM acknowledges fielding >=1,000 Replicator-2 systems for operational use (not exercise) — public DoD release or Defensescoop confirmation"
    },
    {
      "kind": "llm_post_event",
      "label": "Cascade: NATO ally announces national-scale 'cheap mass' drone procurement program",
      "source": "Internal estimate based on Ukraine war drone-attrition lessons and 2025-26 European rearmament trajectory",
      "status": "pending",
      "weight": 0.4,
      "ordinal": -4,
      "source_id": null,
      "confidence": 0.7,
      "expected_date": "2027-09-16",
      "research_origin": "training",
      "expected_date_range": {
        "to": "2028-12-31",
        "from": "2026-06-01"
      },
      "measurement_criterion": "UK, Germany, France, Poland, or Japan announces multi-billion-dollar procurement of distributed autonomous attritable systems modeled on US Replicator/DAWG approach"
    },
    {
      "kind": "quartile_checkpoint",
      "label": "Q2 window check-in (50%)",
      "status": "pending",
      "weight": 0.05,
      "ordinal": -3,
      "source_id": null,
      "expected_date":
... (truncated)