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248_016predictionAIAI-scaling

ASI is imminent; access to top AI models will be closed down in a couple of years.

Predictor: Dave Blundin · ep#248 "Sam Altman's Attack, Amazon vs. Starlink, and What Opus 4.7 Actually Means | #248" · source

Prior probability
60.0%
Current probability
48.6%
evolves via intake + LBP
Conviction
4/5
Signal quality
B
Resolution
pending
Window
2028-01-01 – 2028-11-30
Edges in / out
14 / 5
Tickers exposed
37

Prediction text

ASI is imminent; access to top AI models will be closed down in a couple of years. | you've got the combination of ASI imminent models getting closed down and less access a couple years from now. This is the window right here, right now.

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

Verbatim quote

From episode "Sam Altman's Attack, Amazon vs. Starlink, and What Opus 4.7 Actually Means | #248"
you've got the combination of ASI imminent models getting closed down and less access a couple years from now. This is the window right here, right now.

Predictor: Dave Blundin

κ + Brier as of 2026-05-22
κ (discount)
0.821
Brier
0.0491
excellent
Hits / Misses
3 / 2
of 9 resolved
Hit rate
33.3%
Calibration plot (stated vs observed)

Evidence about this node from Dave Blundin 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 60%2026-04-302026-05-032026-05-10
intake v2milestone miss sweeplbp propagationreference class assignedlegacy v1prior_prob (analyst seed)current = 48.6%

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 fired ✓ · 2 pending
  1. 2026-04-23hitOpenAI withholds GPT-5.5 API access at launch requiring vetted-partner safeguards
    How: OpenAI delays public API access for new frontier model citing safety / safeguards review
    Source: CNBC - OpenAI announces GPT-5.5 / OpenAI Help Center on enterprise model limitsconf 95%
    Notes: HIT - GPT-5.5 launched with API access withheld until April 24, 2026; supports the closed-down trajectory.
  2. 2026-05-01hitOpenAI restricts GPT-5.5-Cyber to vetted critical-defender partners only
    How: OpenAI announces gated rollout of cyber-capable model first to vetted critical defenders not via standard API
    Source: The Register - OpenAI locks GPT-5.5-Cyber behind velvet ropeconf 95%
    Notes: HIT - first major frontier-model gating event of 2026 specifically driven by capability tier.
  3. 2026-04-30hitAnthropic gates Claude Mythos behind security-vetted access tier
    How: Anthropic publicly announces restricted access to Mythos based on cybersecurity / weapons-of-misuse criteria
    Source: Transformer News / The Register coverage of restricted-access modelsconf 85%
  4. 2026-09-01 → 2027-12-31pending3 or more frontier labs gate top-tier models behind enterprise / vetted-only access
    How: OpenAI Anthropic Google DeepMind and xAI each restrict their highest-capability tier to enterprise or vetted-customer access only
    Source: Industry tracking of model deployment safety hubsconf 55%
  5. 2027-06-01 → 2028-12-31pendingPublic benchmark / paper claims ASI-equivalent capability on a defined task suite
    How: Top-3 frontier lab publishes a model achieving superhuman performance across a multi-domain benchmark explicitly claimed as ASI-level
    Source: Lab system cards / arXiv / METR evaluationsconf 30%
    Notes: Cascade - operationalizes Blundin's ASI imminent claim.

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
LBP2026-05-10T02:00:02Z48.6%-1.7pp
Network propagation: 50.3% → 48.6%
6-iter LBP, residual 0.00584 · damping 0.5, w_intrinsic 0.5 · method lbp_v3 · run e5c18d29
LBP2026-05-03T02:00:01Z50.3%-3.0pp
Network propagation: 53.4% → 50.3%
6-iter LBP, residual 0.00677 · damping 0.5, w_intrinsic 0.5 · method lbp_v3 · run 1a683ac9
LBP2026-04-30T16:39:51Z53.4%-2.9pp
Network propagation: 56.2% → 53.4%
5-iter LBP, residual 0.00825 · damping 0.5, w_intrinsic 0.5 · method lbp_v2 · run 0c8a4ea3
LBP2026-04-30T02:18:57Z56.2%-3.8pp
Network propagation: 60.0% → 56.2%
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%0.0500.600-0.078
prereqSEM_027
Nvidia Data Center revenue +66% YoY, contributing ~90% of $5Joseph Moore
68.3%0.6000.050-0.066
killerTK03
AI Regulatory Moratorium (EU/US Capability Freeze)
10.0%0.0500.600+0.059
killerTK05
Rate Regime Persistence (10y > 5% through 2028)
30.0%0.0500.600-0.051
killerTK02
AI Compute Supply Shock (TSMC/Taiwan Disruption)
12.0%0.0500.600+0.048

Top outgoing (children)

Predictions THIS node influences

KindNodeTheir probP(c|s=T)P(c|s=F)Δ implied
prereq246_017
Europa Clipper will arrive at Jupiter in 2030, conducting 50Peter Diamandis
37.7%0.6500.050-0.042
prereq247_035
Dario Amodei will solve most/all neurological diseases by enDario Amodei
38.8%0.7000.050-0.029
prereq246_016
Dragonfly nuclear-powered octicopter arrives at Titan in 203Peter Diamandis
35.6%0.6500.050-0.021
prereq230_020
Peter's 14-year-old son Milan will never get a driver's licePeter Diamandis
34.7%0.6500.050-0.012
prereq240_036
TEPCO's restarted reactor will support 20% of Japan's electrPeter Diamandis
34.3%0.6500.050-0.007

Ticker exposure

37 ticker(s) linked

Beneficiaries (24)

MUWULFIRENEQIXALABAPLDASMIYASMLPLABNVDANBISCRWVAAPLAMTAMZNDELLGOOGLIRMLNVGYMETAMSFTORCLSFTBYSTX

Adverse (6)

ACNGENCHGGIBMWNSLRN

Prerequisites (14)

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
correlateS_AGI_FAST_2027AGI fast: drop-in remote worker by 2027-09agi_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
correlateS_AGI_WINTER_2036PLUSAGI delayed: capability plateau or AI winteragi_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 (5)

Predictions enabled by this
TypePredTitleDomainLag
prereq247_035Dario Amodei will solve most/all neurological diseases by end of decadeBiotech/Longevity
prereq230_020Peter's 14-year-old son Milan will never get a driver's license.Auto/Transport
prereq246_017Europa Clipper will arrive at Jupiter in 2030, conducting 50 passes near Europa.Space
prereq246_016Dragonfly nuclear-powered octicopter arrives at Titan in 2034.Space
prereq240_036TEPCO's restarted reactor will support 20% of Japan's electric needs by 2040Energy

Linked documents (10)

Auto-generated by cosine similarity from Polymarket / Manifold / EDGAR / GDELT
SimSourceTitleMarket probPolarityReviewedPublished
0.704polymarketWill OpenAI have the best AI model at the end of May 2026?0%mentionspending2026-04-13
0.701polymarketWill OpenAI have the best AI model at the end of April 2026?0%mentionspending2026-03-20
0.700polymarketWill OpenAI have the best AI model at the end of June 2026?3%mentionspending2025-10-10
0.691polymarketWill Alibaba have the best AI model at the end of May 2026?0%mentionspending2026-04-13
0.690polymarketWill Microsoft have the best AI model at the end of May 2026?0%mentionspending2026-04-13
0.688polymarketWill Microsoft have the best AI model at the end of June 2026?0%mentionspending2025-10-10
0.687polymarketWill Google have the best AI model at the end of May 2026?1%mentionspending2026-04-13
0.687polymarketWill Alibaba have the best AI model at the end of June 2026?0%mentionspending2025-10-10
0.685polymarketWill Meta have the best AI model at the end of May 2026?0%mentionspending2026-04-13
0.684polymarketWill Google have the best AI model at the end of June 2026?12%mentionspending2025-10-10

Raw metadata

From Thesis_Timeline_v1.0_FINAL workbook
{
  "nia": false,
  "url": "https://www.youtube.com/watch?v=LVvleNtllPk",
  "mode": "PREDICTION",
  "role": "Host",
  "context": "you've got the combination of ASI imminent models getting closed down and less access a couple years from now.",
  "to_year": 2028,
  "verbatim": "you've got the combination of ASI imminent models getting closed down and less access a couple years from now. This is the window right here, right now.",
  "conv_cues": "ASI imminent",
  "direction": "DOWN",
  "from_year": 2028,
  "timeframe": "couple of years from 2026-04-18",
  "conv_level": "HIGH",
  "milestones": [
    {
      "kind": "llm_pre_event",
      "label": "OpenAI withholds GPT-5.5 API access at launch requiring vetted-partner safeguards",
      "notes": "HIT - GPT-5.5 launched with API access withheld until April 24, 2026; supports the closed-down trajectory.",
      "source": "CNBC - OpenAI announces GPT-5.5 / OpenAI Help Center on enterprise model limits",
      "status": "hit",
      "weight": 0.4,
      "ordinal": -10,
      "source_id": null,
      "confidence": 0.95,
      "source_url": "https://www.cnbc.com/2026/04/23/openai-announces-latest-artificial-intelligence-model.html",
      "expected_date": "2026-04-23",
      "observed_date": "2026-04-23",
      "research_origin": "deep_research",
      "measurement_criterion": "OpenAI delays public API access for new frontier model citing safety / safeguards review"
    },
    {
      "kind": "prereq",
      "label": "Nvidia became the world's first $5 trillion company (late 2025), operating a near-monopoly on advanced AI chips.",
      "status": "hit",
      "weight": 0.5,
      "ordinal": -9,
      "source_id": "SEM_011",
      "expected_date": "2026-04-29",
      "observed_date": "2026-04-29"
    },
    {
      "kind": "prereq",
      "label": "Nvidia Data Center revenue +66% YoY, contributing ~90% of $57B fiscal Q3 revenue; >$4.5T market cap entirely underpinned by AI silicon.",
      "status": "hit",
      "weight": 0.5,
      "ordinal": -8,
      "source_id": "SEM_027",
      "expected_date": "2026-04-29",
      "observed_date": "2026-04-29"
    },
    {
      "kind": "prereq",
      "label": "Nvidia's Arizona-based TSMC factory successfully fabricated cutting-edge semiconductors on US soil for first time in decades (October 2025).",
      "status": "hit",
      "weight": 0.5,
      "ordinal": -7,
      "source_id": "SEM_014",
      "expected_date": "2026-04-29",
      "observed_date": "2026-04-29"
    },
    {
      "kind": "prereq",
      "label": "Blackwell RTX PRO 5000 (72GB) engineered with 50% memory boost over previous generation — deliberate architectural concession for larger AI ",
      "status": "hit",
      "weight": 0.5,
      "ordinal": -6,
      "source_id": "SEM_029",
      "expected_date": "2026-04-29",
      "observed_date": "2026-04-29"
    },
    {
      "kind": "prereq",
      "label": "Nvidia quadrupled chip production output while only doubling human headcount — achieved by deploying AI coding tools (Cursor, Claude Code) a",
      "status": "hit",
      "weight": 0.5,
      "ordinal": -5,
      "source_id": "SEM_012",
      "expected_date": "2026-04-29",
      "observed_date": "2026-04-29"
    },
    {
      "kind": "llm_pre_event",
      "label": "OpenAI restricts GPT-5.5-Cyber to vetted critical-defender partners only",
      "notes": "HIT - first major frontier-model gating event of 2026 specifically driven by capability tier.",
      "source": "The Register - OpenAI locks GPT-5.5-Cyber behind velvet rope",
      "status": "hit",
      "weight": 0.4,
      "ordinal": -4,
      "source_id": null,
      "confidence": 0.95,
      "source_url": "https://www.theregister.com/2026/05/01/openai_locks_gpt55cyber_behind_velvet/",
      "expected_date": "2026-05-01",
      "observed_date": "2026-05-01",
      "research_origin": "deep_research",
      "measurement_criterion": "OpenAI announces gated rollout of cyber-capable model first to vetted critical defenders not
... (truncated)