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ROB_019predictionMacro/EconomyElectro-Industrial-Stack

The rise of the 'Electro-Industrial Stack' — AI moving out of the browser and into the physical economy, turning traditional hardware engineering into deeply integrated software-driven systems; relies on robot learning, autonomous science, and new inte...

Predictor: Marc Andreessen

Prior probability
70.0%
Current probability
59.7%
evolves via intake + LBP
Conviction
5/5
Signal quality
B
Resolution
in_progress
Window
2026-01-01 – 2030-12-31
Edges in / out
5 / 0
Tickers exposed
4

Prediction text

The rise of the 'Electro-Industrial Stack' — AI moving out of the browser and into the physical economy, turning traditional hardware engineering into deeply integrated software-driven systems; relies on robot learning, autonomous science, and new interfaces to completely redefine how physical goods are produced globally. | First a16z American Dynamism portfolio IPO

Key catalyst: First a16z American Dynamism portfolio IPO

Watch events: American Dynamism portfolio revenue; Electro-Industrial verticals funding

Resolution evidence

Status: in_progress

a16z American Dynamism fund deployments 2025-2026; Anduril, Hadrian, Applied Intuition, Saronic, Freeform, Instant aligning with framework.

Predictor: Marc Andreessen

κ + Brier as of 2026-05-22
κ (discount)
0.500
Brier
Hits / Misses
0 / 0
Hit rate

Evidence about this node from Marc Andreessen 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 70%2026-04-302026-04-302026-05-03
intake v2milestone miss sweeplbp propagationreference class assignedlegacy v1prior_prob (analyst seed)current = 59.7%

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. 2026-07-31pendingAnduril manufacturing at Arsenal-1 Ohio facility hits initial production milestone
    How: Anduril press release confirms Arsenal-1 Columbus OH 5M sqft factory begins serial autonomous-weapons production per stated July 2026 Luckey timeline
    Source: https://www.fool.com/investing/how-to-invest/stocks/how-to-invest-in-anduril-stock/conf 70%
  2. 2026-12-06pendingQ1 window check-in (25%)
  3. 2026-09-01 → 2027-06-30pendingAnduril S-1 filed (first a16z American Dynamism portfolio IPO candidate)
    How: Anduril publicly files Form S-1 with SEC, or confidential filing is reported by Reuters/Bloomberg
    Source: https://forgeglobal.com/anduril_ipo/conf 60%
  4. 2026-06-01 → 2027-12-31pendinga16z American Dynamism Fund III closes >=$1.5B (validates LP demand for thesis)
    How: a16z public announcement or SEC Form D filing confirms a third American Dynamism fund closes >=$1.5B
    Source: https://byteiota.com/a16z-raises-15b-captures-18-of-us-vc-market-in-2026/conf 55%
  5. 2026-09-01 → 2027-12-31pendingHadrian or other a16z American Dynamism portfolio company files S-1 ahead of Anduril
    How: Any a16z American Dynamism portfolio company (Hadrian, Saronic, Castelion, Mach, Apex, etc.) files S-1 publicly or confidentially per Renaissance Capital tracker
    Source: https://a16z.com/american-dynamism-50-2025/conf 50%
  6. 2026-12-01 → 2027-12-31pendingFirst a16z American Dynamism portfolio company prices IPO and begins trading
    How: Any a16z American Dynamism portfolio company completes IPO pricing and starts trading on NYSE/NASDAQ
    Source: https://www.washingtontechnology.com/companies/2026/01/andreesen-horowitz-hadrian-and-valinor-detail-their-newest-capital-raises/410613/conf 50%
  7. 2027-11-11pendingQ2 window check-in (50%)
  8. 2028-10-16pendingQ3 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: 60%)

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
LBP2026-05-03T02:00:01Z59.7%-1.6pp
Network propagation: 61.4% → 59.7%
6-iter LBP, residual 0.00677 · damping 0.5, w_intrinsic 0.5 · method lbp_v3 · run 1a683ac9
LBP2026-04-30T16:39:51Z61.4%-3.1pp
Network propagation: 64.4% → 61.4%
5-iter LBP, residual 0.00825 · damping 0.5, w_intrinsic 0.5 · method lbp_v2 · run 0c8a4ea3
LBP2026-04-30T02:18:57Z64.4%-5.6pp
Network propagation: 70.0% → 64.4%
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
killerTK05
Rate Regime Persistence (10y > 5% through 2028)
30.0%0.0500.700-0.092
killerTK04
Macro Recession 2026-27 (Structural Deleveraging)
25.0%0.0500.700-0.060
killerTK06
China-Taiwan Military Conflict
8.0%0.0500.700+0.051
killerTK02
AI Compute Supply Shock (TSMC/Taiwan Disruption)
12.0%0.0500.700+0.025
killerTK07
Labor Political Backlash (UBI Mandate / AI Tax)
18.0%0.0500.700-0.014

Top outgoing (children)

Predictions THIS node influences

No outgoing edges.

Ticker exposure

4 ticker(s) linked

Adverse (4)

ALLPGRTRVUBER

Prerequisites (5)

Predictions that must hit first
TypePredTitleDomainLag
killerTK05Rate Regime Persistence (10y > 5% through 2028)
killerTK04Macro Recession 2026-27 (Structural Deleveraging)
killerTK07Labor Political Backlash (UBI Mandate / AI Tax)
killerTK02AI Compute Supply Shock (TSMC/Taiwan Disruption)
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_importa16z American Dynamism fund deployments 2025-2026; Anduril, Hadrian, Applied Intuition, Saronic, Freeform, Instant aligning with framework.

Raw metadata

From Thesis_Timeline_v1.0_FINAL workbook
{
  "nia": false,
  "mode": "FORECAST",
  "role": "Cited-VC",
  "context": "Andreessen's 2026 thesis extends AI_014 (Agent-Native Infrastructure) into physical economy. Couples with ROB_020 (Factory-as-Product), ROB_021 (Schmidt US-China physical race).",
  "to_year": 2030,
  "conv_cues": "coined framework; a16z thematic",
  "direction": "HAPPEN",
  "from_year": 2026,
  "timeframe": "2026-2030",
  "conv_level": "HIGH",
  "milestones": [
    {
      "kind": "llm_pre_event",
      "label": "Anduril manufacturing at Arsenal-1 Ohio facility hits initial production milestone",
      "source": "https://www.fool.com/investing/how-to-invest/stocks/how-to-invest-in-anduril-stock/",
      "status": "pending",
      "weight": 0.4,
      "ordinal": -8,
      "source_id": null,
      "confidence": 0.7,
      "expected_date": "2026-07-31",
      "research_origin": "training",
      "measurement_criterion": "Anduril press release confirms Arsenal-1 Columbus OH 5M sqft factory begins serial autonomous-weapons production per stated July 2026 Luckey timeline"
    },
    {
      "kind": "quartile_checkpoint",
      "label": "Q1 window check-in (25%)",
      "status": "pending",
      "weight": 0.05,
      "ordinal": -7,
      "source_id": null,
      "expected_date": "2026-12-06",
      "observed_date": null
    },
    {
      "kind": "llm_pre_event",
      "label": "Anduril S-1 filed (first a16z American Dynamism portfolio IPO candidate)",
      "source": "https://forgeglobal.com/anduril_ipo/",
      "status": "pending",
      "weight": 0.4,
      "ordinal": -6,
      "source_id": null,
      "confidence": 0.6,
      "expected_date": "2027-01-30",
      "research_origin": "training",
      "expected_date_range": {
        "to": "2027-06-30",
        "from": "2026-09-01"
      },
      "measurement_criterion": "Anduril publicly files Form S-1 with SEC, or confidential filing is reported by Reuters/Bloomberg"
    },
    {
      "kind": "llm_pre_event",
      "label": "a16z American Dynamism Fund III closes >=$1.5B (validates LP demand for thesis)",
      "source": "https://byteiota.com/a16z-raises-15b-captures-18-of-us-vc-market-in-2026/",
      "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": "a16z public announcement or SEC Form D filing confirms a third American Dynamism fund closes >=$1.5B"
    },
    {
      "kind": "llm_pre_event",
      "label": "Hadrian or other a16z American Dynamism portfolio company files S-1 ahead of Anduril",
      "source": "https://a16z.com/american-dynamism-50-2025/",
      "status": "pending",
      "weight": 0.4,
      "ordinal": -4,
      "source_id": null,
      "confidence": 0.5,
      "expected_date": "2027-05-02",
      "research_origin": "training",
      "expected_date_range": {
        "to": "2027-12-31",
        "from": "2026-09-01"
      },
      "measurement_criterion": "Any a16z American Dynamism portfolio company (Hadrian, Saronic, Castelion, Mach, Apex, etc.) files S-1 publicly or confidentially per Renaissance Capital tracker"
    },
    {
      "kind": "llm_post_event",
      "label": "First a16z American Dynamism portfolio company prices IPO and begins trading",
      "source": "https://www.washingtontechnology.com/companies/2026/01/andreesen-horowitz-hadrian-and-valinor-detail-their-newest-capital-raises/410613/",
      "status": "pending",
      "weight": 0.4,
      "ordinal": -3,
      "source_id": null,
      "confidence": 0.5,
      "expected_date": "2027-06-16",
      "research_origin": "training",
      "expected_date_range": {
        "to": "2027-12-31",
        "from": "2026-12-01"
      },
      "measurement_criterion": "Any a16z American Dynamism portfolio company completes IPO pricing and starts trading on NYSE/NASDAQ"
  
... (truncated)