← Cockpit
232_053predictionAIAI-scaling

To create a new foundation model, entrepreneurs will need to raise $2 billion before reaching a product.

Predictor: Ben Horowitz · ep#232 "Ben Horowitz: xAI Executive Exodus, Apple's AI Crisis, The Pace of AI | EP #232" · source

Prior probability
55.0%
Current probability
46.1%
evolves via intake + LBP
Conviction
4/5
Signal quality
C
Resolution
pending
Window
2027-06-01 – 2027-06-30
Edges in / out
10 / 5
Tickers exposed
37

Prediction text

To create a new foundation model, entrepreneurs will need to raise $2 billion before reaching a product. | our general rule of thumb on this, by the way, uh is okay, if you're going to create a new foundation model, like, you know, and it could be a world model, it could be a, you know, special science model or whatever it is, in order for you to win, you're going to have to be able to raise $2 billion before you get to a product.

Verbatim quote

From episode "Ben Horowitz: xAI Executive Exodus, Apple's AI Crisis, The Pace of AI | EP #232"
our general rule of thumb on this, by the way, uh is okay, if you're going to create a new foundation model, like, you know, and it could be a world model, it could be a, you know, special science model or whatever it is, in order for you to win, you're going to have to be able to raise $2 billion before you get to a product.

Predictor: Ben Horowitz

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

Evidence about this node from Ben Horowitz 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

4 prob_history rows
0%25%50%75%100%prior 55%2026-04-302026-05-032026-05-10
intake v2milestone miss sweeplbp propagationreference class assignedlegacy v1prior_prob (analyst seed)current = 46.1%

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: 10 fired ✓ · 1 pending
  1. 2025-04-30hitSafe Superintelligence raises $2B at $32B valuation pre-product
    How: Safe Superintelligence Inc. (Ilya Sutskever) closes a >=$2B funding round in 2025 prior to any commercial product
    Source: https://news.crunchbase.com/venture/foundational-ai-startup-funding-doubled-openai-anthropic-xai-q1-2026/conf 99%
    Notes: HIT — SSI raised $2B at $32B valuation led by Greenoaks Capital, no commercial product. Confirms $2B-pre-product threshold.
  2. 2025-07-15hitThinking Machines Lab raises $2B seed round at $10B valuation
    How: Thinking Machines Lab (Mira Murati) closes a Series Seed of >=$2B in 2025, before shipping commercial product
    Source: https://news.crunchbase.com/venture/foundational-ai-startup-funding-doubled-openai-anthropic-xai-q1-2026/conf 99%
    Notes: HIT — Thinking Machines Lab raised $2B seed at $10B valuation, largest seed ever recorded, before product launch. Validates Horowitz thesis directly.
  3. 2026-01-15hitxAI completes >=$20B round at >=$200B valuation, NVIDIA-led
    How: xAI raises Series E of >=$20B at valuation >=$200B led by NVIDIA
    Source: https://techfundingnews.com/xai-nears-a-230b-valuation-with-20b-funding-from-nvidia-and-others-to-challenge-openai-and-anthropic/conf 99%
    Notes: HIT — xAI raised $20B Series E at $230B valuation. Tier-1 entrants now require multi-billion rounds.
  4. 2026-02-15hitAnthropic completes >=$30B round at >=$380B valuation
    How: Anthropic announces Series G or later round of >=$30B led by GIC and Coatue at >=$380B post-money valuation
    Source: https://techfundingnews.com/openai-anthropic-xai-ai-funding-trends-2025/conf 99%
    Notes: HIT — Anthropic Series G $30B led by GIC/Coatue at $380B post-money.
  5. 2026-03-31hitFoundational AI funding in single quarter exceeds full prior-year total
    How: Q1 2026 funding to foundational AI startups exceeds total 2025 foundational AI funding per Crunchbase or PitchBook
    Source: https://news.crunchbase.com/venture/foundational-ai-startup-funding-doubled-openai-anthropic-xai-q1-2026/conf 99%
    Notes: HIT — Q1 2026 foundational AI funding doubled all of 2025 per Crunchbase.
  6. 2026-06-01 → 2027-12-31pendingNo new foundation-model entrant launches a frontier-tier product after raising <$2B
    How: Through end-2027, no entrant raising less than $2B prior to product launch achieves benchmark parity (within 10%) with GPT-5/Claude/Gemini frontier on MMLU-Pro/GPQA
    Source: LMArena, Hugging Face leaderboards, model technical reportsconf 75%
    Notes: Validates the Horowitz $2B-threshold thesis by absence of counter-examples.

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: 46%)

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
LBP2026-05-10T02:00:02Z46.1%-1.1pp
Network propagation: 47.2% → 46.1%
6-iter LBP, residual 0.00584 · damping 0.5, w_intrinsic 0.5 · method lbp_v3 · run e5c18d29
LBP2026-05-03T02:00:01Z47.2%-1.7pp
Network propagation: 48.9% → 47.2%
6-iter LBP, residual 0.00677 · damping 0.5, w_intrinsic 0.5 · method lbp_v3 · run 1a683ac9
LBP2026-04-30T16:39:51Z48.9%-2.6pp
Network propagation: 51.5% → 48.9%
5-iter LBP, residual 0.00825 · damping 0.5, w_intrinsic 0.5 · method lbp_v2 · run 0c8a4ea3
LBP2026-04-30T02:18:57Z51.5%-3.5pp
Network propagation: 55.0% → 51.5%
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%0.0500.550-0.086
prereqSEM_027
Nvidia Data Center revenue +66% YoY, contributing ~90% of $5Joseph Moore
68.3%0.5500.050-0.074
killerTK05
Rate Regime Persistence (10y > 5% through 2028)
30.0%0.0500.550-0.061
prereqSEM_012
Nvidia quadrupled chip production output while only doublingJensen Huang
75.0%0.5500.050-0.039
killerTK03
AI Regulatory Moratorium (EU/US Capability Freeze)
10.0%0.0500.550+0.039

Top outgoing (children)

Predictions THIS node influences

KindNodeTheir probP(c|s=T)P(c|s=F)Δ implied
prereq248_033
Superhuman AI will make BCI-enhanced humans irrelevant compaDave Blundin
36.7%0.6000.050-0.068
prereq244_019
Peter's son won't need a driver's license in 2 yearsPeter Diamandis
48.4%0.9200.050-0.040
prereq242_031
Most large companies' business models will be disrupted in 2Peter Diamandis
36.1%0.6500.050-0.039
prereq230_020
Peter's 14-year-old son Milan will never get a driver's licePeter Diamandis
34.7%0.6500.050-0.025
prereq232_055
We're exiting the industrial age permanently as recursive sePeter Diamandis
35.5%0.7000.050-0.010

Ticker exposure

37 ticker(s) linked

Beneficiaries (24)

MUWULFIRENEQIXALABAPLDASMIYASMLPLABNVDANBISCRWVAAPLAMTAMZNDELLGOOGLIRMLNVGYMETAMSFTORCLSFTBYSTX

Adverse (6)

ACNGENCHGGIBMWNSLRN

Prerequisites (10)

Predictions that must hit first
TypePredTitleDomainLag
prereqSEM_011Nvidia became the world's first $5 trillion company (late 2025), operating a near-monopoly on advanced AI chips.Capital Markets
prereqSEM_027Nvidia Data Center revenue +66% YoY, contributing ~90% of $57B fiscal Q3 revenue; >$4.5T market cap entirely underpinned by AI silicon.Capital Markets
prereqSEM_014Nvidia's Arizona-based TSMC factory successfully fabricated cutting-edge semiconductors on US soil for first time in decades (October 2025).Manufacturing
prereqSEM_029Blackwell RTX PRO 5000 (72GB) engineered with 50% memory boost over previous generation — deliberate architectural concession for larger AI training.Semis/Products
prereqSEM_012Nvidia quadrupled chip production output while only doubling human headcount — achieved by deploying AI coding tools (Cursor, Claude Code) across engineering.AI/Manufacturing
killerTK09Energy Grid Cap (Data Center Power Wall)
killerTK05Rate Regime Persistence (10y > 5% through 2028)
killerTK01AGI Capability Plateau (2026-27 Training Stall)
killerTK02AI Compute Supply Shock (TSMC/Taiwan Disruption)
killerTK03AI Regulatory Moratorium (EU/US Capability Freeze)

Dependents (5)

Predictions enabled by this
TypePredTitleDomainLag
prereq244_019Peter's son won't need a driver's license in 2 yearsAuto/Transport
prereq232_055We're exiting the industrial age permanently as recursive self-improvement unfolds.AI
prereq242_031Most large companies' business models will be disrupted in 2-5 yearsMarkets/Stocks
prereq230_020Peter's 14-year-old son Milan will never get a driver's license.Auto/Transport
prereq248_033Superhuman AI will make BCI-enhanced humans irrelevant compared to AI 2 years from today.AI

Linked documents (1)

Auto-generated by cosine similarity from Polymarket / Manifold / EDGAR / GDELT
SimSourceTitleMarket probPolarityReviewedPublished
0.586manifoldWill I successfully refer someone for Ṁ1,000?6%mentionspending2026-05-19

Raw metadata

From Thesis_Timeline_v1.0_FINAL workbook
{
  "nia": false,
  "qty": "$2 billion",
  "url": "https://www.youtube.com/watch?v=C1GLT9_tag0",
  "mode": "FORECAST",
  "role": "Guest-VC",
  "context": "our general rule of thumb on this, by the way, uh is okay, if you're going to create a new foundation model, like, you know, and it could be a world model, it could be a, you know, special science model or whatever it is, in order for you to win, you're going to have to be able to raise $2 billion before you get to a product. And so, there are like a tiny number of people with that pedigree who can do that.",
  "to_year": 2028,
  "verbatim": "our general rule of thumb on this, by the way, uh is okay, if you're going to create a new foundation model, like, you know, and it could be a world model, it could be a, you know, special science model or whatever it is, in order for you to win, you're going to have to be able to raise $2 billion before you get to a product.",
  "conv_cues": "going to have to",
  "direction": "NUMERIC_TARGET",
  "from_year": 2026,
  "timeframe": "unspecified",
  "conv_level": "HIGH",
  "milestones": [
    {
      "kind": "llm_pre_event",
      "label": "Safe Superintelligence raises $2B at $32B valuation pre-product",
      "notes": "HIT — SSI raised $2B at $32B valuation led by Greenoaks Capital, no commercial product. Confirms $2B-pre-product threshold.",
      "source": "https://news.crunchbase.com/venture/foundational-ai-startup-funding-doubled-openai-anthropic-xai-q1-2026/",
      "status": "hit",
      "weight": 0.4,
      "ordinal": -11,
      "source_id": null,
      "confidence": 0.99,
      "source_url": "https://news.crunchbase.com/venture/foundational-ai-startup-funding-doubled-openai-anthropic-xai-q1-2026/",
      "expected_date": "2025-04-30",
      "observed_date": "2025-04-30",
      "research_origin": "deep_research",
      "measurement_criterion": "Safe Superintelligence Inc. (Ilya Sutskever) closes a >=$2B funding round in 2025 prior to any commercial product"
    },
    {
      "kind": "llm_pre_event",
      "label": "Thinking Machines Lab raises $2B seed round at $10B valuation",
      "notes": "HIT — Thinking Machines Lab raised $2B seed at $10B valuation, largest seed ever recorded, before product launch. Validates Horowitz thesis directly.",
      "source": "https://news.crunchbase.com/venture/foundational-ai-startup-funding-doubled-openai-anthropic-xai-q1-2026/",
      "status": "hit",
      "weight": 0.4,
      "ordinal": -10,
      "source_id": null,
      "confidence": 0.99,
      "source_url": "https://news.crunchbase.com/venture/foundational-ai-startup-funding-doubled-openai-anthropic-xai-q1-2026/",
      "expected_date": "2025-07-31",
      "observed_date": "2025-07-15",
      "research_origin": "deep_research",
      "measurement_criterion": "Thinking Machines Lab (Mira Murati) closes a Series Seed of >=$2B in 2025, before shipping commercial product"
    },
    {
      "kind": "llm_pre_event",
      "label": "xAI completes >=$20B round at >=$200B valuation, NVIDIA-led",
      "notes": "HIT — xAI raised $20B Series E at $230B valuation. Tier-1 entrants now require multi-billion rounds.",
      "source": "https://techfundingnews.com/xai-nears-a-230b-valuation-with-20b-funding-from-nvidia-and-others-to-challenge-openai-and-anthropic/",
      "status": "hit",
      "weight": 0.4,
      "ordinal": -9,
      "source_id": null,
      "confidence": 0.99,
      "source_url": "https://techfundingnews.com/xai-nears-a-230b-valuation-with-20b-funding-from-nvidia-and-others-to-challenge-openai-and-anthropic/",
      "expected_date": "2026-01-31",
      "observed_date": "2026-01-15",
      "research_origin": "deep_research",
      "measurement_criterion": "xAI raises Series E of >=$20B at valuation >=$200B led by NVIDIA"
    },
    {
      "kind": "llm_pre_event",
      "label": "Anthropic completes >=$30B round at >=$380B valuation",
      "notes": "HIT — Anthropic Series G $30B led by GIC/Coatue at $380B post-money.",
      "source"
... (truncated)