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234_005predictionAIAGI

Demis Hassabis predicts AGI will have 10x industrial revolution impact at 10x speed, unfolding over a decade

Predictor: Demis Hassabis · ep#234 "Anthropic vs. The Pentagon, Claude Outpaces ChatGPT, and Consulting Gets Replaced" · source

Prior probability
65.0%
Current probability
48.8%
evolves via intake + LBP
Conviction
3/5
Signal quality
C
Resolution
pending
Window
2026-01-01 – 2036-10-31
Edges in / out
7 / 1
Tickers exposed
21

Prediction text

Demis Hassabis predicts AGI will have 10x industrial revolution impact at 10x speed, unfolding over a decade | I think it's going to be something like 10 times the impact of the industrial revolution but happening at 10 times the speed probably unfolding in a matter of a decade rather than a century.

Watch events: ARC-AGI-2 scores; Frontier Math Tier 4 benchmark; SWE-bench Verified; Humanity's Last Exam

Verbatim quote

From episode "Anthropic vs. The Pentagon, Claude Outpaces ChatGPT, and Consulting Gets Replaced"
I think it's going to be something like 10 times the impact of the industrial revolution but happening at 10 times the speed probably unfolding in a matter of a decade rather than a century.

Resolution evidence

Status: pending

Demis Hassabis 'AGI=10x industrial revolution at 10x speed' call; 2026 Hassabis statements continue to be conservative relative to Amodei/Altman. Consistent with his 2016-2024 track record.

Predictor: Demis Hassabis

κ + Brier as of 2026-05-22
κ (discount)
0.583
Brier
0.0064
excellent
Hits / Misses
1 / 0
of 1 resolved
Hit rate
100.0%
Calibration plot (stated vs observed)

Evidence about this node from Demis Hassabis 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: agi_breakthrough_5y

Linked via embedding similarity 0.598

Major capability discontinuity (e.g. AGI by named target year, 5-year horizon)

Base rate
20.0%
1/5 historical
Inside weight
Outside weight
no pull
inside 48.8% → blend 48.8% 0.0pp)

Tetlock-style outside view: at TRF=1 (just predicted), outside view dominates (w_in=0.3). At TRF=0 (deadline), inside view dominates (w_in=1.0). The blend regularizes overconfident inside views toward the historical base rate.

Probability over time

6 prob_history rows
0%25%50%75%100%prior 65%2026-04-302026-04-302026-05-10
intake v2milestone miss sweeplbp propagationreference class assignedlegacy v1prior_prob (analyst seed)current = 48.8%

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. 2026-02-01hitHassabis at India AI Impact Summit 2026: AGI = 10x industrial revolution at 10x speed
    How: Hassabis publicly delivers 10x industrial revolution thesis at major policy summit
    Source: deep_research_enrichedconf 92%
  2. 2026-04-29hitHassabis on Lex Fridman Podcast: 50% probability of AGI by 2030 with 1-2 missing breakthroughs
    How: Hassabis publicly states 50/50 AGI by 2030 timeline with explicit gaps (continual learning, robust memory, introspection)
    Source: deep_research_enrichedconf 95%
  3. 2026-09-01 → 2028-06-30pendingFirst public demonstration of continual-learning AI agent solving novel cross-domain tasks (Hassabis gap #1)
    How: Frontier lab demonstrates AI system that learns new tasks without retraining, persisting knowledge across sessions
    Source: deep_research_enrichedconf 55%
  4. 2029-03-31pendingScenario fires: AGI mid: Kurzweil 2029 path
  5. 2029-06-01 → 2032-12-17pendingAGI declared by major frontier lab (DeepMind, OpenAI, or Anthropic) per Hassabis high-bar definition
    How: Public claim by frontier lab of AGI achievement validated by independent benchmark coverage of cross-domain reasoning
    Source: deep_research_enrichedconf 45%
  6. 2030-01-01 → 2034-12-31pendingFirst sustained 5%+ annual US productivity growth (industrial-revolution-scale macro signal)
    How: BLS reports ≥5% annual labor productivity growth for 2+ consecutive years — proxy for IR-scale impact
    Source: deep_research_enrichedconf 30%
  7. 2035-01-01 → 2042-12-31pendingDecade post-AGI: Cumulative GDP impact of 10x prior industrial revolution baseline reached
    How: Aggregate cumulative US/global GDP gain attributable to AGI exceeds inflation-adjusted IR (~$50T by 2050)
    Source: deep_research_enrichedconf 20%

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: 49%)

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
LBP2026-05-10T02:00:02Z48.8%+1.5pp
Network propagation: 47.3% → 48.8%
6-iter LBP, residual 0.00584 · damping 0.5, w_intrinsic 0.5 · method lbp_v3 · run e5c18d29
LBP2026-05-03T02:00:01Z47.3%+3.2pp
Network propagation: 44.1% → 47.3%
6-iter LBP, residual 0.00677 · damping 0.5, w_intrinsic 0.5 · method lbp_v3 · run 1a683ac9
LBP2026-04-30T16:39:51Z44.1%+11.9pp
Network propagation: 32.2% → 44.1%
5-iter LBP, residual 0.00825 · damping 0.5, w_intrinsic 0.5 · method lbp_v2 · run 0c8a4ea3
legacy v12026-04-30T16:13:50Z32.2%-11.9pp
reference_class_assigned bayesian_v2 inside=0.650 blend=0.322 w_in=0.32 agi_breakthrough_5y
LBP2026-04-30T02:18:57Z44.2%+11.9pp
Network propagation: 32.2% → 44.2%
5-iter LBP, residual 0.00825 · damping 0.5, w_intrinsic 0.5 · method lbp_v1 · run 592311ef
legacy v12026-04-30T01:56:50Z32.2%-32.8pp
reference_class_assigned bayesian_v2 inside=0.650 blend=0.322 w_in=0.32 agi_breakthrough_5y

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
killerTK03
AI Regulatory Moratorium (EU/US Capability Freeze)
10.0%0.0500.650+0.102
killerTK01
AGI Capability Plateau (2026-27 Training Stall)
15.0%0.0500.650+0.072
prereq238_009
Recursive self-improvement is already happening now (no longAlex Wissner-Gross
78.1%0.6500.050+0.025

Top outgoing (children)

Predictions THIS node influences

KindNodeTheir probP(c|s=T)P(c|s=F)Δ implied
prereq232_047
Mass drivers on the moon will shoot AI satellites into deep Elon Musk
30.0%0.5500.050-0.002

Ticker exposure

21 ticker(s) linked

Beneficiaries (14)

SOUNNVDAGTLBAIBBAITCEHYAMZNBABAGOOGLIBMMETAMSFTORCLSHOP

Adverse (7)

ACNCTSHFRSHCHGGIBMINFYPEGA

Prerequisites (7)

Predictions that must hit first
TypePredTitleDomainLag
prereq238_009Recursive self-improvement is already happening now (no longer three years out)AI
correlateS_ASI_SLOW_2040PLUSASI slow: post-2040 / soft takeoffasi_recursive_self_improvement
correlateS_AGI_MID_2029AGI mid: Kurzweil 2029 pathagi_general_capability
correlateS_ASI_MID_2034ASI mid: Schmidt 'ASI in 6 years'asi_recursive_self_improvement
correlateS_AGI_SLOW_2031AGI slow: Schmidt/Hassabis 5-10 year pathagi_general_capability
killerTK01AGI Capability Plateau (2026-27 Training Stall)
killerTK03AI Regulatory Moratorium (EU/US Capability Freeze)

Dependents (1)

Predictions enabled by this
TypePredTitleDomainLag
prereq232_047Mass drivers on the moon will shoot AI satellites into deep space; self-sustaining lunar city will follow.Space

Raw metadata

From Thesis_Timeline_v1.0_FINAL workbook
{
  "nia": false,
  "qty": "10x industrial revolution impact at 10x speed",
  "url": "https://www.youtube.com/watch?v=dmtvGKuRE64",
  "mode": "CITED_PREDICTION",
  "role": "Cited-Executive",
  "caveats": "probably",
  "context": "So if I was to try and quantify what's coming down the line with the advent of AGI, I think it's going to be the most moment one of the most momentous uh periods in human history. Probably something more like the advent of fire or electricity. One way maybe we can quantify that is it's I think it's going to be something like 10 times the impact of the industrial revolution but happening at 10 times the speed probably unfolding in a matter of a decade rather than a century.",
  "to_year": 2036,
  "cited_by": "Peter Diamandis",
  "verbatim": "I think it's going to be something like 10 times the impact of the industrial revolution but happening at 10 times the speed probably unfolding in a matter of a decade rather than a century.",
  "conv_cues": "I think",
  "direction": "HAPPEN",
  "from_year": 2026,
  "timeframe": "Next decade (~2026-2036)",
  "conv_level": "MEDIUM",
  "milestones": [
    {
      "kind": "llm_pre_event",
      "label": "Hassabis at India AI Impact Summit 2026: AGI = 10x industrial revolution at 10x speed",
      "source": "deep_research_enriched",
      "status": "hit",
      "weight": 0.4,
      "ordinal": -8,
      "source_id": null,
      "confidence": 0.92,
      "source_url": "https://finance.yahoo.com/news/demis-hassabis-predicts-agi-10x-143113425.html",
      "expected_date": "2026-02-01",
      "observed_date": "2026-02-01",
      "research_origin": "deep_research",
      "measurement_criterion": "Hassabis publicly delivers 10x industrial revolution thesis at major policy summit"
    },
    {
      "kind": "prereq",
      "label": "Recursive self-improvement is already happening now (no longer three years out)",
      "status": "hit",
      "weight": 0.5,
      "ordinal": -7,
      "source_id": "238_009",
      "expected_date": "2026-04-29",
      "observed_date": "2026-04-29"
    },
    {
      "kind": "llm_pre_event",
      "label": "Hassabis on Lex Fridman Podcast: 50% probability of AGI by 2030 with 1-2 missing breakthroughs",
      "source": "deep_research_enriched",
      "status": "hit",
      "weight": 0.4,
      "ordinal": -6,
      "source_id": null,
      "confidence": 0.95,
      "source_url": "https://finance.biggo.com/news/cfe7765782e4b9eb",
      "expected_date": "2026-04-29",
      "observed_date": "2026-04-29",
      "research_origin": "deep_research",
      "measurement_criterion": "Hassabis publicly states 50/50 AGI by 2030 timeline with explicit gaps (continual learning, robust memory, introspection)"
    },
    {
      "kind": "llm_pre_event",
      "label": "First public demonstration of continual-learning AI agent solving novel cross-domain tasks (Hassabis gap #1)",
      "source": "deep_research_enriched",
      "status": "pending",
      "weight": 0.4,
      "ordinal": -5,
      "source_id": null,
      "confidence": 0.55,
      "source_url": "https://forum.effectivealtruism.org/posts/YvFjpAKkJNErkiFTN/google-deepmind-ceo-demis-hassabis-on-what-s-still-needed",
      "expected_date": "2027-08-01",
      "research_origin": "deep_research",
      "expected_date_range": {
        "to": "2028-06-30",
        "from": "2026-09-01"
      },
      "measurement_criterion": "Frontier lab demonstrates AI system that learns new tasks without retraining, persisting knowledge across sessions"
    },
    {
      "kind": "scenario_signal",
      "label": "Scenario fires: AGI mid: Kurzweil 2029 path",
      "status": "pending",
      "weight": 0.7,
      "ordinal": -4,
      "source_id": "S_AGI_MID_2029",
      "expected_date": "2029-03-31",
      "observed_date": null
    },
    {
      "kind": "llm_pre_event",
      "label": "AGI declared by major frontier lab (DeepMind, OpenAI, or Anthropic) per Hassabis high-bar definition",
      "source": "deep_research_enriched
... (truncated)