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246_031predictionAIAI-scaling

Next OpenClaw moment will turn $30B ARR into $1T ARR with agents.

Predictor: Alex Wissner-Gross · ep#246 "SpaceX Goes Public, Claude's Mythos Release, and the US Data Center Delay | EP #246" · source

Prior probability
45.0%
Current probability
34.7%
evolves via intake + LBP
Conviction
3/5
Signal quality
C
Resolution
pending
Window
2026-04-30 – 2029-03-31
Edges in / out
6 / 0
Tickers exposed
37

Prediction text

Next OpenClaw moment will turn $30B ARR into $1T ARR with agents. | openclaw or whatever the space evolves into is likely to be the next clawed code moment where we get the next unhobling that turns whatever it is 30 billion ARR into a trillion ARR with lots of 247 agents doing really amazing tasks.

Verbatim quote

From episode "SpaceX Goes Public, Claude's Mythos Release, and the US Data Center Delay | EP #246"
openclaw or whatever the space evolves into is likely to be the next clawed code moment where we get the next unhobling that turns whatever it is 30 billion ARR into a trillion ARR with lots of 247 agents doing really amazing tasks.

Predictor: Alex Wissner-Gross

κ + Brier as of 2026-05-22
κ (discount)
0.844
Brier
0.0341
excellent
Hits / Misses
6 / 1
of 11 resolved
Hit rate
54.5%
Calibration plot (stated vs observed)

Evidence about this node from Alex Wissner-Gross 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 45%2026-04-302026-05-032026-05-10
intake v2milestone miss sweeplbp propagationreference class assignedlegacy v1prior_prob (analyst seed)current = 34.7%

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: 3 fired ✓ · 5 pending
  1. 2026-03-17hitBain & Co projects AI market hits $990B by 2027; NVIDIA forecasts $1T AI-chip revenue by FY27 — confirming $1T-class market envelope
    How: GTC 2026 Huang $1T AI-chip revenue forecast + Bain $990B AI market 2027 forecast — sets credible $1T total addressable market by 2027
    Source: deep_research_enrichedconf 85%
  2. 2026-03-31hitEnterprise OpenClaw migration share — >=33% of Q1 enterprise AI customers migrating from managed agents to self-hosted OpenClaw
    How: Armalo AI Q1 2026 data shows 34% of new enterprise customers migrating to OpenClaw self-hosted infrastructure
    Source: deep_research_enrichedconf 70%
  3. 2026-04-15hitAmazon launches OpenClaw-style enterprise agent — major incumbent enters category
    How: Yahoo Finance reports Amazon debut of OpenClaw-style enterprise AI agent in April 2026, confirming category enters mainstream enterprise software war
    Source: deep_research_enrichedconf 90%
  4. 2026-10-21pendingQ1 window check-in (25%)
  5. 2027-04-14pendingQ2 window check-in (50%)
  6. 2026-12-01 → 2027-09-30pendingAgentic AI ARR milestone — combined ecosystem (frontier labs + cloud agents + OpenClaw deployments) crosses $200B ARR
    How: Public ARR or revenue disclosures (Anthropic + OpenAI + AWS + Microsoft + Google + smaller agent labs) sum to >=$200B annual run rate, on path to $1T
    Source: deep_research_enrichedconf 45%
  7. 2027-10-05pendingQ3 window check-in (75%)
  8. 2027-09-01 → 2028-03-31pendingGartner / IDC / Bain reach $1T agentic-AI market consensus year-end 2027
    How: Two-of-three top analyst houses estimate cumulative agentic-AI ARR at >=$1T as of EOY 2027 / start 2028
    Source: deep_research_enrichedconf 40%

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: 35%)

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
LBP2026-05-10T02:00:02Z34.7%-1.4pp
Network propagation: 36.1% → 34.7%
6-iter LBP, residual 0.00584 · damping 0.5, w_intrinsic 0.5 · method lbp_v3 · run e5c18d29
LBP2026-05-03T02:00:01Z36.1%-2.8pp
Network propagation: 38.9% → 36.1%
6-iter LBP, residual 0.00677 · damping 0.5, w_intrinsic 0.5 · method lbp_v3 · run 1a683ac9
LBP2026-04-30T16:39:51Z38.9%-2.1pp
Network propagation: 40.9% → 38.9%
5-iter LBP, residual 0.00825 · damping 0.5, w_intrinsic 0.5 · method lbp_v2 · run 0c8a4ea3
LBP2026-04-30T02:18:57Z40.9%-4.1pp
Network propagation: 45.0% → 40.9%
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
prereqS_AGI_MID_2029
AGI mid: Kurzweil 2029 path
35.0%0.4500.050-0.157
killerTK03
AI Regulatory Moratorium (EU/US Capability Freeze)
10.0%0.0500.450+0.063
killerTK02
AI Compute Supply Shock (TSMC/Taiwan Disruption)
12.0%0.0500.450+0.055
killerTK01
AGI Capability Plateau (2026-27 Training Stall)
15.0%0.0500.450+0.043
killerTK09
Energy Grid Cap (Data Center Power Wall)
35.0%0.0500.450-0.037

Top outgoing (children)

Predictions THIS node influences

No outgoing edges.

Ticker exposure

37 ticker(s) linked

Beneficiaries (24)

MUWULFIRENEQIXALABAPLDASMIYASMLPLABNVDANBISCRWVAAPLAMTAMZNDELLGOOGLIRMLNVGYMETAMSFTORCLSFTBYSTX

Adverse (6)

ACNGENCHGGIBMWNSLRN

Prerequisites (6)

Predictions that must hit first
TypePredTitleDomainLag
prereqS_AGI_MID_2029AGI mid: Kurzweil 2029 pathagi_general_capability
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 (0)

Predictions enabled by this
TypePredTitleDomainLag
No dependents

Linked documents (10)

Auto-generated by cosine similarity from Polymarket / Manifold / EDGAR / GDELT
SimSourceTitleMarket probPolarityReviewedPublished
0.606manifoldWill someone send me 1000 or more mana before this market closes?20%mentionspending2026-06-02
0.588manifoldFREE 1K MANA80%mentionspending2026-05-04
0.585manifoldFree Lottery (Oh-My-God particle)20%mentionspending2026-05-04
0.577manifoldFree Lottery (Tully–Fisher Relation)5%mentionspending2026-06-04
0.576manifoldWill I get any money again from manifold this year?63%mentionspending2026-05-18
0.575manifoldFree Lottery (Blazar)78%mentionspending2026-06-01
0.570manifoldFree Lottery (Monster black hole)84%mentionspending2026-04-29
0.567manifoldAustralia's 2026-27 Budget - Propsmentionspending2026-05-11
0.566manifoldResolves to Square root of a random number between 1-10,00068%mentionspending2026-05-30
0.566manifoldResolves to Square root of a random number between 1-10,00067%mentionspending2026-06-04

Raw metadata

From Thesis_Timeline_v1.0_FINAL workbook
{
  "nia": false,
  "qty": "$1T ARR",
  "url": "https://www.youtube.com/watch?v=cFI-SqnvQK8",
  "mode": "PREDICTION",
  "role": "Host",
  "context": "openclaw or whatever the space evolves into is likely to be the next clawed code moment where we get the next unhobling that turns whatever it is 30 billion ARR into a trillion ARR",
  "verbatim": "openclaw or whatever the space evolves into is likely to be the next clawed code moment where we get the next unhobling that turns whatever it is 30 billion ARR into a trillion ARR with lots of 247 agents doing really amazing tasks.",
  "conv_cues": "likely",
  "direction": "NUMERIC_TARGET",
  "timeframe": "Indeterminate (near-term)",
  "conv_level": "MEDIUM",
  "milestones": [
    {
      "kind": "llm_pre_event",
      "label": "Bain & Co projects AI market hits $990B by 2027; NVIDIA forecasts $1T AI-chip revenue by FY27 — confirming $1T-class market envelope",
      "source": "deep_research_enriched",
      "status": "hit",
      "weight": 0.4,
      "ordinal": -8,
      "source_id": null,
      "confidence": 0.85,
      "source_url": "https://www.morningstar.com/stocks/nvidia-raising-fair-value-agentic-ai-drives-1-trillion-forecast-gtc",
      "expected_date": "2026-03-17",
      "observed_date": "2026-03-17",
      "research_origin": "deep_research",
      "measurement_criterion": "GTC 2026 Huang $1T AI-chip revenue forecast + Bain $990B AI market 2027 forecast — sets credible $1T total addressable market by 2027"
    },
    {
      "kind": "llm_pre_event",
      "label": "Enterprise OpenClaw migration share — >=33% of Q1 enterprise AI customers migrating from managed agents to self-hosted OpenClaw",
      "source": "deep_research_enriched",
      "status": "hit",
      "weight": 0.4,
      "ordinal": -7,
      "source_id": null,
      "confidence": 0.7,
      "source_url": "https://www.spotech.online/en/openclaw-in-the-enterprise-2026-how-far-from-lab-to-production/",
      "expected_date": "2026-03-31",
      "observed_date": "2026-03-31",
      "research_origin": "deep_research",
      "measurement_criterion": "Armalo AI Q1 2026 data shows 34% of new enterprise customers migrating to OpenClaw self-hosted infrastructure"
    },
    {
      "kind": "llm_pre_event",
      "label": "Amazon launches OpenClaw-style enterprise agent — major incumbent enters category",
      "source": "deep_research_enriched",
      "status": "hit",
      "weight": 0.4,
      "ordinal": -6,
      "source_id": null,
      "confidence": 0.9,
      "source_url": "https://finance.yahoo.com/sectors/technology/article/amazon-debuts-openclaw-style-ai-agent-makes-push-into-enterprise-software-market-160000492.html",
      "expected_date": "2026-04-15",
      "observed_date": "2026-04-15",
      "research_origin": "deep_research",
      "expected_date_range": {
        "to": "2026-04-30",
        "from": "2026-04-01"
      },
      "measurement_criterion": "Yahoo Finance reports Amazon debut of OpenClaw-style enterprise AI agent in April 2026, confirming category enters mainstream enterprise software war"
    },
    {
      "kind": "quartile_checkpoint",
      "label": "Q1 window check-in (25%)",
      "status": "pending",
      "weight": 0.05,
      "ordinal": -5,
      "source_id": null,
      "expected_date": "2026-10-21",
      "observed_date": null
    },
    {
      "kind": "quartile_checkpoint",
      "label": "Q2 window check-in (50%)",
      "status": "pending",
      "weight": 0.05,
      "ordinal": -4,
      "source_id": null,
      "expected_date": "2027-04-14",
      "observed_date": null
    },
    {
      "kind": "llm_pre_event",
      "label": "Agentic AI ARR milestone — combined ecosystem (frontier labs + cloud agents + OpenClaw deployments) crosses $200B ARR",
      "source": "deep_research_enriched",
      "status": "pending",
      "weight": 0.4,
      "ordinal": -3,
      "source_id": null,
      "confidence": 0.45,
      "source_url": "https://onereach.ai/blog/agentic-ai-adoption-rates-roi-
... (truncated)