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231_029predictionOtherAI-scaling

Millisecond real-time dispute resolution will replace current court systems.

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
60.0%
Current probability
48.5%
evolves via intake + LBP
Conviction
4/5
Signal quality
B
Resolution
pending
Window
2028-06-01 – 2028-06-30
Edges in / out
13 / 5
Tickers exposed
37

Prediction text

Millisecond real-time dispute resolution will replace current court systems. | it's going to be a real time you know millisecond dispute resolution because you have you know contracts and agreements happening in milliseconds.

Verbatim quote

From episode "Top AI News: Sonnet 4.6, Grok 4.2, Gemini 3 Deep Think, and OpenClaw | EP #231"
it's going to be a real time you know millisecond dispute resolution because you have you know contracts and agreements happening in milliseconds.

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 = 48.5%

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: 7 fired ✓ · 3 pending
  1. 2025-12-31hitAI-powered digital arbitration framework with smart contracts published in peer-reviewed journal
    How: Peer-reviewed paper proposes end-to-end AI arbitration framework integrating smart contracts, blockchain evidence authentication, and explainable AI
    Source: https://www.nature.com/articles/s41598-025-21313-x — Scientific Reports 2025 AI digital arbitration frameworkconf 95%
  2. 2026-01-31hitNorthwestern survey: >60% of US federal judges using AI tools by 2025-2026
    How: Published academic survey showing >60% of US federal judges use AI tools for research, drafting, or case management
    Source: Northwestern Pritzker School of Law judicial AI survey 2025-2026conf 85%
    Notes: HIT — judicial AI uptake by judges themselves crosses 60%, validating the trajectory toward AI-led adjudication.
  3. 2026-01-01 → 2027-12-31pendingSmart contract dispute resolved on-chain in <1 second using AI arbiter
    How: Public benchmark or live deployment shows automated AI arbiter rendering binding resolution on programmatic dispute in <1 second wall-clock time
    Source: Kleros / Aragon Court / Mattereum public benchmarksconf 50%
    Notes: Sub-second resolution is the closest quantitative analog to Blundin's 'millisecond' framing.
  4. 2026-06-01 → 2027-12-31pendingKleros / on-chain arbitration platform processes >100K disputes in a calendar year
    How: Public on-chain arbitration platform (Kleros, Mattereum, etc.) discloses >100,000 disputes resolved automatically with smart-contract-enforced awards in single year
    Source: Kleros, Mattereum, CodeLegit dashboards / Mayer Brown reportingconf 55%
  5. 2027-01-01 → 2028-06-30pendingFirst US state authorizes AI-only adjudication for small-claims under $25K
    How: US state legislature or supreme court authorizes binding AI-only adjudication of civil disputes below dollar threshold, without human judge sign-off
    Source: State legislatures, ABA Journal coverageconf 30%
    Notes: Cascade — even with rapid AI uptake, legal infrastructure historically lags 5-10 years behind tech.

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
LBP2026-05-10T02:00:02Z48.5%-1.4pp
Network propagation: 50.0% → 48.5%
6-iter LBP, residual 0.00584 · damping 0.5, w_intrinsic 0.5 · method lbp_v3 · run e5c18d29
LBP2026-05-03T02:00:01Z50.0%-2.2pp
Network propagation: 52.1% → 50.0%
6-iter LBP, residual 0.00677 · damping 0.5, w_intrinsic 0.5 · method lbp_v3 · run 1a683ac9
LBP2026-04-30T16:39:51Z52.1%-3.1pp
Network propagation: 55.2% → 52.1%
5-iter LBP, residual 0.00825 · damping 0.5, w_intrinsic 0.5 · method lbp_v2 · run 0c8a4ea3
LBP2026-04-30T02:18:57Z55.2%-4.8pp
Network propagation: 60.0% → 55.2%
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
prereq231_039
Elon will build out his own chip fabs due to his attack-consPeter Diamandis
47.2%0.6000.050-0.180
prereqSEM_023
No AI bubble — semiconductor positive trend will remain robuJoseph Moore
62.6%0.6000.050-0.113
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%0.6000.050-0.065
killerTK03
AI Regulatory Moratorium (EU/US Capability Freeze)
10.0%0.0500.600+0.060

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%0.6500.050-0.011
prereq232_055
We're exiting the industrial age permanently as recursive sePeter Diamandis
35.5%0.7000.050+0.005

Ticker exposure

37 ticker(s) linked

Beneficiaries (24)

MUWULFIRENEQIXALABAPLDASMIYASMLPLABNVDANBISCRWVAAPLAMTAMZNDELLGOOGLIRMLNVGYMETAMSFTORCLSFTBYSTX

Adverse (6)

ACNGENCHGGIBMWNSLRN

Prerequisites (13)

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
prereqSEM_026Nvidia's next 'Rubin' product cycle is the most critical factor for semi industry in coming year — further integrates logic + HBM.Semis/Products
prereqSEM_023No AI bubble — semiconductor positive trend will remain robust through 2026 with 'crystal clear' growth visibility into 2027.Semis/Markets
prereq231_039Elon will build out his own chip fabs due to his attack-constraints approach.AI
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
prereq232_055We're exiting the industrial age permanently as recursive self-improvement unfolds.AI
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

Expected milestones (1)

From Sheet 17 Monitoring Triggers
Expected byDescriptionStatus
2028-06-30[Governance 2028-06] [231_029] Millisecond real-time dispute resolution will replace current court systems.pending

Linked documents (2)

Auto-generated by cosine similarity from Polymarket / Manifold / EDGAR / GDELT
SimSourceTitleMarket probPolarityReviewedPublished
0.589manifoldHow many minutes will CLASH (HS) be delayed by?mentionspending2026-05-12
0.550manifoldWhich of the following major Supreme Court cases will be resolved before June?mentionspending2026-05-16

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 don't know if molt court will be the the design or not but it it's going to be a real time you know millisecond dispute resolution because you have you know contracts and agreements happening in milliseconds.",
  "to_year": 2030,
  "verbatim": "it's going to be a real time you know millisecond dispute resolution because you have you know contracts and agreements happening in milliseconds.",
  "conv_cues": "going to be",
  "direction": "HAPPEN",
  "from_year": 2026,
  "timeframe": "future",
  "conv_level": "HIGH",
  "milestones": [
    {
      "kind": "llm_pre_event",
      "label": "AI-powered digital arbitration framework with smart contracts published in peer-reviewed journal",
      "source": "https://www.nature.com/articles/s41598-025-21313-x — Scientific Reports 2025 AI digital arbitration framework",
      "status": "hit",
      "weight": 0.4,
      "ordinal": -10,
      "source_id": null,
      "confidence": 0.95,
      "source_url": "https://www.nature.com/articles/s41598-025-21313-x",
      "expected_date": "2025-12-31",
      "observed_date": "2025-12-31",
      "research_origin": "deep_research",
      "measurement_criterion": "Peer-reviewed paper proposes end-to-end AI arbitration framework integrating smart contracts, blockchain evidence authentication, and explainable AI"
    },
    {
      "kind": "llm_pre_event",
      "label": "Northwestern survey: >60% of US federal judges using AI tools by 2025-2026",
      "notes": "HIT — judicial AI uptake by judges themselves crosses 60%, validating the trajectory toward AI-led adjudication.",
      "source": "Northwestern Pritzker School of Law judicial AI survey 2025-2026",
      "status": "hit",
      "weight": 0.4,
      "ordinal": -9,
      "source_id": null,
      "confidence": 0.85,
      "source_url": "https://aicounsel.substack.com/p/futurelaw-smart-courts-all-digital",
      "expected_date": "2026-01-31",
      "observed_date": "2026-01-31",
      "research_origin": "deep_research",
      "measurement_criterion": "Published academic survey showing >60% of US federal judges use AI tools for research, drafting, or case management"
    },
    {
      "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": -8,
      "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": -7,
      "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": -6,
      "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": -5,
      "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": -4,
      "source_id": "SEM_012",
      "expected_date": 
... (truncated)