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231_045predictionAIAI-scaling

Corporations will start downplaying AI capabilities to avoid antitrust backlash.

Predictor: Dave Blundin · ep#231 "Top AI News: Sonnet 4.6, Grok 4.2, Gemini 3 Deep Think, and OpenClaw | EP #231" · source

Prior probability
55.0%
Current probability
40.9%
evolves via intake + LBP
Conviction
3/5
Signal quality
C
Resolution
pending
Window
2026-06-01 – 2026-06-30
Edges in / out
10 / 5
Tickers exposed
37

Prediction text

Corporations will start downplaying AI capabilities to avoid antitrust backlash. | I think what you'll see next is they'll start downplaying the capabilities of their AI. Uh and uh that's a that's a pivot for them because they've been promoting them for quite a while now. Now they're going to start downplaying them.

Verbatim quote

From episode "Top AI News: Sonnet 4.6, Grok 4.2, Gemini 3 Deep Think, and OpenClaw | EP #231"
I think what you'll see next is they'll start downplaying the capabilities of their AI. Uh and uh that's a that's a pivot for them because they've been promoting them for quite a while now. Now they're going to start downplaying them.

Predictor: Dave Blundin

κ + Brier as of 2026-07-04
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

5 prob_history rows
0%25%50%75%100%prior 55%2026-04-302026-05-032026-06-15
intake v2milestone miss sweeplbp propagationreference class assignedlegacy v1prior_prob (analyst seed)current = 40.9%

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: 6 fired ✓ · 1 overdue ⏱
  1. 2025-03-12hitDOJ/FTC opens broader Microsoft antitrust probe covering AI
    How: DOJ or FTC announces formal antitrust investigation into Microsoft AI partnerships (OpenAI/cloud).
    Source: deep_research_enrichedconf 85%
  2. 2026-04-08hitFTC mandates AI Interoperability for largest providers (Microsoft/Alphabet)
    How: FTC issues ruling requiring model portability and AI interoperability for large-cap providers; press release on ftc.gov or major business press.
    Source: deep_research_enrichedconf 85%
    Notes: Already hit — FTC interoperability ruling April 8 2026 directly tightens antitrust pressure that triggers the 'downplay capabilities' pivot.
  3. 2026-04-15 → 2026-07-31overdueBig-Tech earnings-call language pivots from capability hype to caveat
    How: Earnings transcripts of MSFT/GOOGL/META/AMZN/NVDA show declining frequency of superlative AI capability claims (e.g. 'unprecedented', 'AGI', 'superintelligence') versus 2024-25 baseline; rising frequency of 'measured', 'guardrails', 'human-in-the-loop'.
    Source: llm_enrichedconf 55%
  4. 2026-05-01 → 2026-08-31pendingPublic AI-leader statements explicitly downplay near-term capability
    How: Two or more CEOs from {MSFT, GOOGL, META, AMZN, OpenAI, Anthropic} publicly walk back AGI/superintelligence timelines or describe current systems as narrower than prior public claims.
    Source: llm_enrichedconf 50%
  5. 2026-06-01 → 2027-06-30pendingAntitrust enforcement action filed against an AI hyperscaler partnership
    How: DOJ or FTC files formal complaint or consent decree against MSFT/OpenAI, GOOGL/Anthropic, or AMZN/Anthropic.
    Source: llm_enrichedconf 45%

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: 41%)

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
metadata_milestone_miss_sweep2026-06-15T22:11:28Z40.9%-4.5pp
metadata_milestone_miss_sweep bayesian_v2 n=1 inside=0.409 blend=0.409 LLR=-0.183 κ=0.82 no_blend
Raw metadata
{
  "trf": 0.48535735316730527,
  "kappa": 0.8214,
  "base_rate": null,
  "predictor": "Dave Blundin",
  "total_llr": -0.4054651081081644,
  "grace_days": 7,
  "bayesian_v2": true,
  "prior_logit": -0.18367569873006,
  "bayes_factor": "1.2:1 against",
  "blend_reason": "no reference_class linked",
  "inside_prior": 0.45420973759066463,
  "kappa_source": "predictor_table",
  "n_milestones": 1,
  "blend_applied": false,
  "contributions": [
    {
      "llr": -0.4054651081081644,
      "kind": "llm_pre_event",
      "kappa": 0.45177000000000006,
      "label": "Big-Tech earnings-call language pivots from capability hype to caveat",
      "weight": 0.4,
      "strength": "weak",
      "confidence": 0.55,
      "source_url": null,
      "adjusted_llr": -0.18317697189002544,
      "expected_date": "2026-06-07",
      "measurement_criterion": "Earnings transcripts of MSFT/GOOGL/META/AMZN/NVDA show declining frequency of superlative AI capability claims (e.g. 'unprecedented', 'AGI', 'superintelligence') versus 2024-25 baseline; rising frequency of 'measured', 'guardrails', 'human-in-the-loop'."
    }
  ],
  "evidence_kind": "metadata_milestone_miss_sweep",
  "inside_source": "history_v2",
  "inside_weight": 0.6602498527828864,
  "outside_weight": 0.3397501472171136,
  "posterior_prob": 0.40930174565297,
  "posterior_logit": -0.3668526706200854,
  "predictor_brier": 0.0491,
  "inside_posterior": 0.40930174565297,
  "blended_posterior": 0.40930174565297,
  "reference_class_id": null,
  "total_adjusted_llr": -0.18317697189002544,
  "predictor_n_resolved": 9
}
LBP2026-05-10T02:00:02Z45.4%-1.1pp
Network propagation: 46.5% → 45.4%
6-iter LBP, residual 0.00584 · damping 0.5, w_intrinsic 0.5 · method lbp_v3 · run e5c18d29
LBP2026-05-03T02:00:01Z46.5%-2.0pp
Network propagation: 48.5% → 46.5%
6-iter LBP, residual 0.00677 · damping 0.5, w_intrinsic 0.5 · method lbp_v3 · run 1a683ac9
LBP2026-04-30T16:39:51Z48.5%-2.6pp
Network propagation: 51.2% → 48.5%
5-iter LBP, residual 0.00825 · damping 0.5, w_intrinsic 0.5 · method lbp_v2 · run 0c8a4ea3
LBP2026-04-30T02:18:57Z51.2%-3.8pp
Network propagation: 55.0% → 51.2%
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
killerTK03
AI Regulatory Moratorium (EU/US Capability Freeze)
10.0%0.0500.550+0.091
killerTK02
AI Compute Supply Shock (TSMC/Taiwan Disruption)
12.0%0.0500.550+0.081
prereqSEM_014
Nvidia's Arizona-based TSMC factory successfully fabricated Jensen Huang
86.1%0.5500.050+0.067
killerTK01
AGI Capability Plateau (2026-27 Training Stall)
15.0%0.0500.550+0.066
prereqSEM_011
Nvidia became the world's first $5 trillion company (late 20Jensen Huang
85.5%0.5500.050+0.065

Top outgoing (children)

Predictions THIS node influences

KindNodeTheir probP(c|s=T)P(c|s=F)Δ implied
prereq232_055
We're exiting the industrial age permanently as recursive sePeter Diamandis
18.0%0.7000.050+0.146
prereq248_040
Pausing AI will fail and only accelerate race dynamics.Alex Wissner-Gross
53.0%0.9200.050-0.111
prereq247_023
AI will be able to do everything a white collar worker does Dave Blundin
40.8%0.7200.050-0.073
prereq242_031
Most large companies' business models will be disrupted in 2Peter Diamandis
23.5%0.6500.050+0.070
prereq244_019
Peter's son won't need a driver's license in 2 yearsPeter Diamandis
48.4%0.9200.050-0.065

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_012Nvidia quadrupled chip production output while only doubling human headcount — achieved by deploying AI coding tools (Cursor, Claude Code) across engineering.AI/Manufacturing
prereqSEM_015Nvidia agreed to remit 15% of China chip-sale revenue directly to US government in exchange for reversing specific AI chip export bans.Policy/Semis
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
prereq248_040Pausing AI will fail and only accelerate race dynamics.AI
prereq247_023AI will be able to do everything a white collar worker does imminentlyAI
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

Linked documents (3)

Auto-generated by cosine similarity from Polymarket / Manifold / EDGAR / GDELT
SimSourceTitleMarket probPolarityReviewedPublished
0.660gdeltblame game between ai mogulsmentionspending2026-04-30
0.577manifoldWill "Why are adversaries assumed to be incapable o..." make the top fifty posts in LessWrong's 2026 Annual Review?8%mentionspending2026-06-29
0.566polymarketWill Trump Insult Xi this week?1%mentionspending2026-05-11

Raw metadata

From Thesis_Timeline_v1.0_FINAL workbook
{
  "nia": false,
  "url": "https://www.youtube.com/watch?v=HklyjXKYFng",
  "mode": "PREDICTION",
  "role": "Host",
  "context": "I think what you'll see next is they'll start downplaying the capabilities of their AI. Uh and uh that's a that's a pivot for them because they've been promoting them for quite a while now. Now they're going to start downplaying them.",
  "to_year": 2027,
  "verbatim": "I think what you'll see next is they'll start downplaying the capabilities of their AI. Uh and uh that's a that's a pivot for them because they've been promoting them for quite a while now. Now they're going to start downplaying them.",
  "conv_cues": "I think; you'll see",
  "direction": "HAPPEN",
  "from_year": 2026,
  "timeframe": "near future",
  "conv_level": "MEDIUM",
  "milestones": [
    {
      "kind": "llm_pre_event",
      "label": "DOJ/FTC opens broader Microsoft antitrust probe covering AI",
      "source": "deep_research_enriched",
      "status": "hit",
      "weight": 0.4,
      "ordinal": -7,
      "source_id": null,
      "confidence": 0.85,
      "source_url": "https://fortune.com/2025/03/12/trump-ftc-microsoft-antitrust-probe-ai-openai-meta-amazon/",
      "expected_date": "2025-03-12",
      "observed_date": "2025-03-12",
      "hit_emitted_at": "2026-06-08T13:04:02.341521+00:00",
      "research_origin": "deep_research",
      "measurement_criterion": "DOJ or FTC announces formal antitrust investigation into Microsoft AI partnerships (OpenAI/cloud)."
    },
    {
      "kind": "llm_pre_event",
      "label": "FTC mandates AI Interoperability for largest providers (Microsoft/Alphabet)",
      "notes": "Already hit — FTC interoperability ruling April 8 2026 directly tightens antitrust pressure that triggers the 'downplay capabilities' pivot.",
      "source": "deep_research_enriched",
      "status": "hit",
      "weight": 0.4,
      "ordinal": -6,
      "source_id": null,
      "confidence": 0.85,
      "source_url": "https://markets.financialcontent.com/stocks/article/marketminute-2026-4-8-breaking-the-walled-garden-ftc-mandates-ai-interoperability-for-tech-giants",
      "expected_date": "2026-04-08",
      "observed_date": "2026-04-08",
      "hit_emitted_at": "2026-06-08T13:04:02.341521+00:00",
      "research_origin": "deep_research",
      "measurement_criterion": "FTC issues ruling requiring model portability and AI interoperability for large-cap providers; press release on ftc.gov or major business press."
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    {
      "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": -5,
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      "hit_emitted_at": "2026-06-08T13:04:02.341521+00:00"
    },
    {
      "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": -4,
      "source_id": "SEM_027",
      "expected_date": "2026-04-29",
      "observed_date": "2026-04-29",
      "hit_emitted_at": "2026-06-08T13:04:02.341521+00:00"
    },
    {
      "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": -3,
      "source_id": "SEM_014",
      "expected_date": "2026-04-29",
      "observed_date": "2026-04-29",
      "hit_emitted_at": "2026-06-08T13:04:02.341521+00:00"
    },
    {
      "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": -2,
      "source_id": "SEM_012"
... (truncated)