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240_054predictionAIAGI

ASI will reinvent patent and copyright practices

Predictor: Peter Diamandis · ep#240 "NVIDIA's $1 Trillion Prediction, Anthropic Beats OpenAI, Tesla vs. TSMC & The CS Job Collapse" · source

Prior probability
70.0%
Current probability
57.1%
evolves via intake + LBP
Conviction
5/5
Signal quality
B
Resolution
pending
Window
2026-04-30 – 2040-10-31
Edges in / out
3 / 0
Tickers exposed
21

Prediction text

ASI will reinvent patent and copyright practices | ASI is going to definitely reinvent patent and copyright practices.

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

Verbatim quote

From episode "NVIDIA's $1 Trillion Prediction, Anthropic Beats OpenAI, Tesla vs. TSMC & The CS Job Collapse"
ASI is going to definitely reinvent patent and copyright practices.

Predictor: Peter Diamandis

κ + Brier as of 2026-05-22
κ (discount)
0.875
Brier
0.0367
excellent
Hits / Misses
10 / 0
of 15 resolved
Hit rate
66.7%
Calibration plot (stated vs observed)

Evidence about this node from Peter Diamandis 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 70%2026-04-302026-05-032026-05-17
intake v2milestone miss sweeplbp propagationreference class assignedlegacy v1prior_prob (analyst seed)current = 57.1%

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: 9 pending
  1. 2026-06-01 → 2029-12-31pendingUSPTO updates inventorship guidance to expand 'significant contribution' threshold for AI-assisted inventions
    How: USPTO publishes Federal Register notice updating the November 2025 guidance to broaden allowable AI involvement in patent inventorship; tracks current PTAB liberalization trend on Section 101 AI-related claims
    Source: USPTO 'Revised inventorship guidance for AI-assisted inventions' (2025); Alloy Patent Law 2026 updateconf 55%
  2. 2026-06-01 → 2029-12-31pendingMajor copyright-infringement settlement / verdict against frontier AI lab establishes new training-data licensing precedent
    How: Settlement >=$1B or jury verdict against OpenAI/Anthropic/Meta/Google in NYT, Authors Guild, music-publishers, or analogous training-data lawsuit; alters de-facto economics of training-data acquisition and forces statutory clarification
    Source: PACER federal court dockets; Copyright.gov AI consultationsconf 50%
  3. 2027-01-01 → 2030-12-31pendingCongress introduces AI-authorship / AI-inventorship statutory reform bill with bicameral sponsorship
    How: Bill introduced in both House and Senate proposing amendments to Title 17 (Copyright) or Title 35 (Patents) to define rights for AI-generated works; sponsored by majority party committee chair on Judiciary IP subcommittees
    Source: Congress.gov; House/Senate Judiciary IP subcommittee docketsconf 30%
  4. 2029-01-13pendingQ1 window check-in (25%)
  5. 2027-01-01 → 2031-12-31pendingARC-AGI-2 / Frontier Math Tier 4 / Humanity's Last Exam achieves >=80% benchmark passage by frontier model
    How: Public leaderboard for ARC-AGI-2, Frontier Math Tier 4, or Humanity's Last Exam shows score >=80% by any model; per metadata watch_events these are the configured ASI proxies that gate the underlying claim
    Source: ARC-AGI-2 leaderboard; Frontier Math benchmarkconf 45%
  6. 2027-01-01 → 2032-12-31pendingSupreme Court accepts certiorari on a successor case to Thaler v. Perlmutter (overturning the March 2026 denial)
    How: SCOTUS grants cert on a new case raising AI authorship/inventorship; March 2 2026 Thaler v. Perlmutter cert denial established baseline that AI cannot be inventor/author. A reversal requires either (a) congressional statutory amendment or (b) a new case with stronger record reaching cert grant.
    Source: Holland & Knight 'Final Word? SCOTUS Refuses Thaler' (March 2026)conf 20%
  7. 2028-01-01 → 2034-12-31pendingFirst international IP treaty renegotiation explicitly addresses AI-generated works (WIPO or successor)
    How: WIPO General Assembly opens formal treaty-revision process for Berne Convention or Paris Convention specifically addressing AI authorship/inventorship; or G7/G20 IP communique commits to harmonized framework
    Source: WIPO General Assembly records; G7/G20 IP communiquesconf 35%
  8. 2031-09-29pendingQ2 window check-in (50%)
  9. 2034-06-14pendingQ3 window check-in (75%)

No downstream cascades — this prediction is a leaf in the dependency graph.

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: 57%)

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
LBP2026-05-17T02:00:01Z57.1%-1.0pp
Network propagation: 58.2% → 57.1%
5-iter LBP, residual 0.00689 · damping 0.5, w_intrinsic 0.5 · method lbp_v3 · run e607fa96
LBP2026-05-10T02:00:02Z58.2%-2.0pp
Network propagation: 60.2% → 58.2%
6-iter LBP, residual 0.00584 · damping 0.5, w_intrinsic 0.5 · method lbp_v3 · run e5c18d29
LBP2026-05-03T02:00:01Z60.2%-3.9pp
Network propagation: 64.1% → 60.2%
6-iter LBP, residual 0.00677 · damping 0.5, w_intrinsic 0.5 · method lbp_v3 · run 1a683ac9
LBP2026-04-30T16:39:51Z64.1%-2.1pp
Network propagation: 66.2% → 64.1%
5-iter LBP, residual 0.00825 · damping 0.5, w_intrinsic 0.5 · method lbp_v2 · run 0c8a4ea3
LBP2026-04-30T02:18:57Z66.2%-3.8pp
Network propagation: 70.0% → 66.2%
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
prereqS_ASI_SLOW_2040PLUS
ASI slow: post-2040 / soft takeoff
60.0%0.7000.050-0.131
killerTK03
AI Regulatory Moratorium (EU/US Capability Freeze)
10.0%0.0500.700+0.064
killerTK01
AGI Capability Plateau (2026-27 Training Stall)
15.0%0.0500.700+0.031

Top outgoing (children)

Predictions THIS node influences

No outgoing edges.

Ticker exposure

21 ticker(s) linked

Beneficiaries (14)

SOUNNVDAGTLBAIBBAITCEHYAMZNBABAGOOGLIBMMETAMSFTORCLSHOP

Adverse (7)

ACNCTSHFRSHCHGGIBMINFYPEGA

Prerequisites (3)

Predictions that must hit first
TypePredTitleDomainLag
prereqS_ASI_SLOW_2040PLUSASI slow: post-2040 / soft takeoffasi_recursive_self_improvement
killerTK01AGI Capability Plateau (2026-27 Training Stall)
killerTK03AI Regulatory Moratorium (EU/US Capability Freeze)

Dependents (0)

Predictions enabled by this
TypePredTitleDomainLag
No dependents

Raw metadata

From Thesis_Timeline_v1.0_FINAL workbook
{
  "nia": false,
  "url": "https://www.youtube.com/watch?v=uOGHXAfvK8w",
  "mode": "PREDICTION",
  "role": "Host",
  "context": "But yes, ASI is going to definitely reinvent patent and copyright practices.",
  "verbatim": "ASI is going to definitely reinvent patent and copyright practices.",
  "conv_cues": "definitely",
  "direction": "HAPPEN",
  "timeframe": "Future (post-ASI)",
  "conv_level": "HIGH",
  "milestones": [
    {
      "kind": "llm_pre_event",
      "label": "USPTO updates inventorship guidance to expand 'significant contribution' threshold for AI-assisted inventions",
      "source": "USPTO 'Revised inventorship guidance for AI-assisted inventions' (2025); Alloy Patent Law 2026 update",
      "status": "pending",
      "weight": 0.4,
      "ordinal": -9,
      "source_id": null,
      "confidence": 0.55,
      "source_url": "https://www.uspto.gov/subscription-center/2025/revised-inventorship-guidance-ai-assisted-inventions",
      "expected_date": "2028-03-16",
      "research_origin": "deep_research",
      "expected_date_range": {
        "to": "2029-12-31",
        "from": "2026-06-01"
      },
      "measurement_criterion": "USPTO publishes Federal Register notice updating the November 2025 guidance to broaden allowable AI involvement in patent inventorship; tracks current PTAB liberalization trend on Section 101 AI-related claims"
    },
    {
      "kind": "llm_pre_event",
      "label": "Major copyright-infringement settlement / verdict against frontier AI lab establishes new training-data licensing precedent",
      "source": "PACER federal court dockets; Copyright.gov AI consultations",
      "status": "pending",
      "weight": 0.4,
      "ordinal": -8,
      "source_id": null,
      "confidence": 0.5,
      "source_url": "https://www.copyright.gov/ai/",
      "expected_date": "2028-03-16",
      "research_origin": "deep_research",
      "expected_date_range": {
        "to": "2029-12-31",
        "from": "2026-06-01"
      },
      "measurement_criterion": "Settlement >=$1B or jury verdict against OpenAI/Anthropic/Meta/Google in NYT, Authors Guild, music-publishers, or analogous training-data lawsuit; alters de-facto economics of training-data acquisition and forces statutory clarification"
    },
    {
      "kind": "llm_pre_event",
      "label": "Congress introduces AI-authorship / AI-inventorship statutory reform bill with bicameral sponsorship",
      "source": "Congress.gov; House/Senate Judiciary IP subcommittee dockets",
      "status": "pending",
      "weight": 0.4,
      "ordinal": -7,
      "source_id": null,
      "confidence": 0.3,
      "expected_date": "2028-12-31",
      "research_origin": "deep_research",
      "expected_date_range": {
        "to": "2030-12-31",
        "from": "2027-01-01"
      },
      "measurement_criterion": "Bill introduced in both House and Senate proposing amendments to Title 17 (Copyright) or Title 35 (Patents) to define rights for AI-generated works; sponsored by majority party committee chair on Judiciary IP subcommittees"
    },
    {
      "kind": "quartile_checkpoint",
      "label": "Q1 window check-in (25%)",
      "status": "pending",
      "weight": 0.05,
      "ordinal": -6,
      "source_id": null,
      "expected_date": "2029-01-13",
      "observed_date": null
    },
    {
      "kind": "llm_pre_event",
      "label": "ARC-AGI-2 / Frontier Math Tier 4 / Humanity's Last Exam achieves >=80% benchmark passage by frontier model",
      "source": "ARC-AGI-2 leaderboard; Frontier Math benchmark",
      "status": "pending",
      "weight": 0.4,
      "ordinal": -5,
      "source_id": null,
      "confidence": 0.45,
      "expected_date": "2029-07-01",
      "research_origin": "deep_research",
      "expected_date_range": {
        "to": "2031-12-31",
        "from": "2027-01-01"
      },
      "measurement_criterion": "Public leaderboard for ARC-AGI-2, Frontier Math Tier 4, or Humanity's Last Exam shows score >=80% by any model; per metadata watch_ev
... (truncated)