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INF_071predictionAIAGI-2029-singularity

Artificial General Intelligence will be achieved by 2029; humans will begin to merge with AI; computational intelligence will multiply a thousandfold, triggering a technological singularity where growth becomes uncontrollable and irreversible.

Predictor: Ray Kurzweil

Prior probability
45.0%
Current probability
42.4%
evolves via intake + LBP
Conviction
5/5
Signal quality
A
Resolution
pending
Window
2029-01-01 – 2029-10-31
Edges in / out
6 / 0
Tickers exposed
0

Prediction text

Artificial General Intelligence will be achieved by 2029; humans will begin to merge with AI; computational intelligence will multiply a thousandfold, triggering a technological singularity where growth becomes uncontrollable and irreversible. | Frontier model full-expert-level benchmark pass

Key catalyst: Frontier model full-expert-level benchmark pass

Watch events: Frontier model benchmark evaluations; GDPval / ARC-AGI progression; enterprise agentic deployment

Resolution evidence

Status: pending

OpenAI GPT-5/6-class systems, Anthropic Claude Opus 4.7, Google Gemini 3 Deep Think all approach AGI benchmarks. 2029 target plausible; 1000x intelligence multiplier more speculative.

Predictor: Ray Kurzweil

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

Evidence about this node from Ray Kurzweil 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 45%2026-04-302026-04-302026-05-03
intake v2milestone miss sweeplbp propagationreference class assignedlegacy v1prior_prob (analyst seed)current = 42.4%

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. 2026-12-31pendingFrontier model scores >90% on GPQA Diamond expert-knowledge benchmark
    How: Public release (OpenAI, Anthropic, Google DeepMind, xAI) of model scoring >=90% on GPQA Diamond, a PhD-level expert-knowledge benchmark; verified by independent evaluator
    Source: Frontier benchmark progression 2025-2026 / Aschenbrenner trajectoryconf 55%
  2. 2026-04-30 → 2028-12-31pendingFrontier model passes formal Turing-test-equivalent at multi-day human-level conversation
    How: Peer-reviewed study or formal industry test (METR, Apollo Research, UK AISI) demonstrates model indistinguishable from human in extended (>1hr) blind conversational evaluation by domain experts
    Source: Kurzweil Turing-test convincingly criterionconf 40%
  3. 2026-04-30 → 2029-09-05pendingMajor AI lab declares internal AGI achievement
    How: OpenAI, Anthropic, Google DeepMind, or xAI formally declares achievement of AGI per their published charter definition; covered by NYT/WSJ/FT
    Source: Amodei 2-3yr aggressive timeline + Altman imminent claimsconf 45%
  4. 2027-01-01 → 2029-09-05pendingFirst widely-reported brain-computer interface clinical trial achieves AI-augmented cognition
    How: Neuralink, Synchron, Paradromics, or Precision Neuroscience publishes peer-reviewed trial showing AI-mediated cognitive augmentation (not just motor control) in human participants
    Source: Kurzweil human-AI merger criterionconf 35%
  5. 2029-03-03pendingQ1 window check-in (25%)
  6. 2029-03-31pendingScenario fires: AGI mid: Kurzweil 2029 path
  7. 2029-05-04pendingQ2 window check-in (50%)
  8. 2029-07-05pendingQ3 window check-in (75%)
  9. 2029-09-05pendingComputational intelligence multiplied 1000x by 2029
    How: By Aug 2029, public AI compute available to single training run reaches >=1000x 2024 baseline (~10^25 FLOPs to ~10^28 FLOPs); verified by Epoch AI, MLPerf, or similar tracker
    Source: Kurzweil thousandfold compute multiplication quoteconf 50%

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: 42%)

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
LBP2026-05-03T02:00:01Z42.4%+1.1pp
Network propagation: 41.3% → 42.4%
6-iter LBP, residual 0.00677 · damping 0.5, w_intrinsic 0.5 · method lbp_v3 · run 1a683ac9
LBP2026-04-30T16:39:51Z41.3%-1.2pp
Network propagation: 42.6% → 41.3%
5-iter LBP, residual 0.00825 · damping 0.5, w_intrinsic 0.5 · method lbp_v2 · run 0c8a4ea3
LBP2026-04-30T02:18:57Z42.6%-2.4pp
Network propagation: 45.0% → 42.6%
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
killerTK01
AGI Capability Plateau (2026-27 Training Stall)
15.0%0.0500.450-0.034
killerTK03
AI Regulatory Moratorium (EU/US Capability Freeze)
10.0%0.0500.450-0.014

Top outgoing (children)

Predictions THIS node influences

No outgoing edges.

Prerequisites (6)

Predictions that must hit first
TypePredTitleDomainLag
correlateS_ASI_SLOW_2040PLUSASI slow: post-2040 / soft takeoffasi_recursive_self_improvement
correlateS_AGI_MID_2029AGI mid: Kurzweil 2029 pathagi_general_capability
correlateS_AGI_FAST_2027AGI fast: drop-in remote worker by 2027-09agi_general_capability
correlateS_AGI_WINTER_2036PLUSAGI delayed: capability plateau or AI winteragi_general_capability
killerTK01AGI Capability Plateau (2026-27 Training Stall)
killerTK03AI Regulatory Moratorium (EU/US Capability Freeze)

Dependents (0)

Predictions enabled by this
TypePredTitleDomainLag
No dependents

Expected milestones (1)

From Sheet 17 Monitoring Triggers
Expected byDescriptionStatus
2029-12-31[Capability 2029-12] ; FP2 / 1-bit model research milestones [INF_071] Frontier model benchmark evaluations; GDPval / ARC-AGI progression; enterprise agentic deploymentpending

Raw metadata

From Thesis_Timeline_v1.0_FINAL workbook
{
  "nia": false,
  "qty": "1000x intelligence",
  "mode": "FORECAST",
  "role": "Cited-Other",
  "context": "Kurzweil's 1999-era forecast still intact; he is now the CONSERVATIVE anchor against the more aggressive Altman/Musk/Amodei/Aschenbrenner 2026-2027 window. 86% historical accuracy across 147 past predictions makes 2029 the most defensible single-year AGI target.",
  "to_year": 2029,
  "conv_cues": "decades-long consistent forecast; specific year; explicit singularity framing",
  "direction": "HAPPEN",
  "from_year": 2029,
  "timeframe": "by 2029",
  "conv_level": "HIGH",
  "milestones": [
    {
      "kind": "llm_pre_event",
      "label": "Frontier model scores >90% on GPQA Diamond expert-knowledge benchmark",
      "source": "Frontier benchmark progression 2025-2026 / Aschenbrenner trajectory",
      "status": "pending",
      "weight": 0.4,
      "ordinal": -8,
      "source_id": null,
      "confidence": 0.55,
      "source_url": "https://pro.stockalarm.io/blog/situational-awareness-two-years-later",
      "expected_date": "2026-12-31",
      "research_origin": "deep_research",
      "measurement_criterion": "Public release (OpenAI, Anthropic, Google DeepMind, xAI) of model scoring >=90% on GPQA Diamond, a PhD-level expert-knowledge benchmark; verified by independent evaluator"
    },
    {
      "kind": "llm_pre_event",
      "label": "Frontier model passes formal Turing-test-equivalent at multi-day human-level conversation",
      "source": "Kurzweil Turing-test convincingly criterion",
      "status": "pending",
      "weight": 0.4,
      "ordinal": -7,
      "source_id": null,
      "confidence": 0.4,
      "source_url": "https://grokipedia.com/page/2029_in_artificial_intelligence",
      "expected_date": "2027-08-31",
      "research_origin": "deep_research",
      "expected_date_range": {
        "to": "2028-12-31",
        "from": "2026-04-30"
      },
      "measurement_criterion": "Peer-reviewed study or formal industry test (METR, Apollo Research, UK AISI) demonstrates model indistinguishable from human in extended (>1hr) blind conversational evaluation by domain experts"
    },
    {
      "kind": "llm_pre_event",
      "label": "Major AI lab declares internal AGI achievement",
      "source": "Amodei 2-3yr aggressive timeline + Altman imminent claims",
      "status": "pending",
      "weight": 0.4,
      "ordinal": -6,
      "source_id": null,
      "confidence": 0.45,
      "source_url": "https://venturebeat.com/ai/agi-is-coming-faster-than-we-think-we-must-get-ready-now",
      "expected_date": "2028-01-02",
      "research_origin": "deep_research",
      "expected_date_range": {
        "to": "2029-09-05",
        "from": "2026-04-30"
      },
      "measurement_criterion": "OpenAI, Anthropic, Google DeepMind, or xAI formally declares achievement of AGI per their published charter definition; covered by NYT/WSJ/FT"
    },
    {
      "kind": "llm_pre_event",
      "label": "First widely-reported brain-computer interface clinical trial achieves AI-augmented cognition",
      "source": "Kurzweil human-AI merger criterion",
      "status": "pending",
      "weight": 0.4,
      "ordinal": -5,
      "source_id": null,
      "confidence": 0.35,
      "source_url": "https://www.teamday.ai/ai/ray-kurzweil-moonshots-agi-2029-singularity",
      "expected_date": "2028-05-04",
      "research_origin": "deep_research",
      "expected_date_range": {
        "to": "2029-09-05",
        "from": "2027-01-01"
      },
      "measurement_criterion": "Neuralink, Synchron, Paradromics, or Precision Neuroscience publishes peer-reviewed trial showing AI-mediated cognitive augmentation (not just motor control) in human participants"
    },
    {
      "kind": "quartile_checkpoint",
      "label": "Q1 window check-in (25%)",
      "status": "pending",
      "weight": 0.05,
      "ordinal": -4,
      "source_id": null,
      "expected_date": "2029-03-03",
      "observed_date": null
    },
    {
      "kind": "scenario_sig
... (truncated)