← Cockpit
240_053predictionAIAI-timing

AI will generate millions of novel inventions overnight; patents become meaningless

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

Prior probability
30.0%
Current probability
23.5%
evolves via intake + LBP
Conviction
4/5
Signal quality
A
Resolution
pending
Window
2026-04-30 – 2027-09-30
Edges in / out
4 / 0
Tickers exposed
33

Prediction text

AI will generate millions of novel inventions overnight; patents become meaningless | when AI can generate millions of novel inventions overnight, uh, patents really become meaningless.

Verbatim quote

From episode "NVIDIA's $1 Trillion Prediction, Anthropic Beats OpenAI, Tesla vs. TSMC & The CS Job Collapse"
when AI can generate millions of novel inventions overnight, uh, patents really become meaningless.

Resolution evidence

Status: pending

AI generates millions of patents/night → patents meaningless. USPTO processing trends suggest system strain but not collapse.

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

3 prob_history rows
0%25%50%75%100%prior 30%2026-04-302026-05-032026-05-10
intake v2milestone miss sweeplbp propagationreference class assignedlegacy v1prior_prob (analyst seed)current = 23.5%

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 pending
  1. 2026-08-13pendingQ1 window check-in (25%)
  2. 2026-04-01 → 2027-06-30pendingUSPTO issues revised AI-assisted inventorship guidance
    How: USPTO publishes revised or supplemental inventorship guidance addressing high-volume AI-assisted filings, automated invention disclosures, or 'significant contribution' test refinement
    Source: https://www.uspto.gov/subscription-center/2025/revised-inventorship-guidance-ai-assisted-inventionsconf 65%
    Notes: USPTO already issued revised guidance in 2025 — likely to issue further updates as AI-volume filings strain examination capacity.
  3. 2026-11-26pendingQ2 window check-in (50%)
  4. 2026-04-01 → 2027-09-30pendingCourt ruling extends or limits DABUS precedent on AI inventorship
    How: U.S. court (Federal Circuit or higher) issues new ruling materially expanding or constraining the Thaler v. Vidal precedent on AI inventorship
    Source: https://ipwatchdog.com/2024/02/12/uspto-ai-guidance-reiterates-dabus-decision/id=173263/conf 40%
    Notes: Supreme Court denied cert on Thaler 2023. New cases on AI-assisted (vs. AI-authored) inventorship test threshold of 'significant human contribution.'
  5. 2026-06-01 → 2027-09-30pendingAI-assisted patent filings exceed 50% of new applications in software/biotech
    How: USPTO disclosure data shows >=50% of new applications in software / biotech classes report material AI assistance per 2024 inventorship guidance
    Source: https://www.uspto.gov/subscription-center/2024/uspto-issues-inventorship-guidance-and-examples-ai-assisted-inventionsconf 55%
    Notes: USPTO 2024 guidance still requires natural-person inventor; AI assistance disclosure trending up but reporting is voluntary.
  6. 2027-03-11pendingQ3 window check-in (75%)
  7. 2026-09-01 → 2027-12-31pendingPublic report of AI generating 1M+ candidate inventions in single domain
    How: Peer-reviewed paper or industry press release documents AI system producing >=1 million novel candidate inventions / molecules / designs in a single research project
    Source: https://thompsonpatentlaw.com/artificial-intelligence-patents/conf 45%
    Notes: Cascade — Insilico, Recursion, Isomorphic Labs already generate millions of candidate molecules. 'Patent-eligible' filter is what makes this different.

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: 24%)

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
LBP2026-05-10T02:00:02Z23.5%-1.5pp
Network propagation: 25.0% → 23.5%
6-iter LBP, residual 0.00584 · damping 0.5, w_intrinsic 0.5 · method lbp_v3 · run e5c18d29
LBP2026-05-03T02:00:01Z25.0%-3.1pp
Network propagation: 28.1% → 25.0%
6-iter LBP, residual 0.00677 · damping 0.5, w_intrinsic 0.5 · method lbp_v3 · run 1a683ac9
LBP2026-04-30T02:18:57Z28.1%-1.9pp
Network propagation: 30.0% → 28.1%
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_AGI_FAST_2027
AGI fast: drop-in remote worker by 2027-09
30.0%0.3000.050-0.110
killerTK03
AI Regulatory Moratorium (EU/US Capability Freeze)
10.0%0.0500.300+0.040
killerTK01
AGI Capability Plateau (2026-27 Training Stall)
15.0%0.0500.300+0.027
killerTK14
Superbubble Pop (S&P 500 -40%, Moonshot Capital Evaporates)
20.0%0.0500.300+0.015

Top outgoing (children)

Predictions THIS node influences

No outgoing edges.

Ticker exposure

33 ticker(s) linked

Beneficiaries (23)

SOUNCRWVSITMNVDAARMGTLBBBAITSMAPLDCEVAAIMSFTMRVLSFTBYORCLQCOMAVGOBABAAMDGOOGLIBMAMZNMETA

Adverse (6)

WNSCHGGCTSHIBMINFYACN

Prerequisites (4)

Predictions that must hit first
TypePredTitleDomainLag
prereqS_AGI_FAST_2027AGI fast: drop-in remote worker by 2027-09agi_general_capability
killerTK14Superbubble Pop (S&P 500 -40%, Moonshot Capital Evaporates)
killerTK01AGI Capability Plateau (2026-27 Training Stall)
killerTK03AI Regulatory Moratorium (EU/US Capability Freeze)

Dependents (0)

Predictions enabled by this
TypePredTitleDomainLag
No dependents

Linked documents (2)

Auto-generated by cosine similarity from Polymarket / Manifold / EDGAR / GDELT
SimSourceTitleMarket probPolarityReviewedPublished
0.672arxivAnticipating Innovation Using Large Language Modelsmentionspending2026-05-06
0.669arxivUnintended Negative Impacts of Promotional Language in Patent Evaluationmentionspending2026-05-06

Raw metadata

From Thesis_Timeline_v1.0_FINAL workbook
{
  "nia": false,
  "url": "https://www.youtube.com/watch?v=uOGHXAfvK8w",
  "mode": "PREDICTION",
  "role": "Host",
  "context": "when AI can generate millions of novel inventions overnight, uh, patents really become meaningless. you know, we're going to need to have a new framework",
  "verbatim": "when AI can generate millions of novel inventions overnight, uh, patents really become meaningless.",
  "conv_cues": "really become meaningless",
  "direction": "HAPPEN",
  "timeframe": "Future",
  "conv_level": "HIGH",
  "milestones": [
    {
      "kind": "quartile_checkpoint",
      "label": "Q1 window check-in (25%)",
      "status": "pending",
      "weight": 0.05,
      "ordinal": -7,
      "source_id": null,
      "expected_date": "2026-08-13",
      "observed_date": null
    },
    {
      "kind": "llm_pre_event",
      "label": "USPTO issues revised AI-assisted inventorship guidance",
      "notes": "USPTO already issued revised guidance in 2025 — likely to issue further updates as AI-volume filings strain examination capacity.",
      "source": "https://www.uspto.gov/subscription-center/2025/revised-inventorship-guidance-ai-assisted-inventions",
      "status": "pending",
      "weight": 0.4,
      "ordinal": -6,
      "source_id": null,
      "confidence": 0.65,
      "source_url": "https://www.uspto.gov/subscription-center/2025/revised-inventorship-guidance-ai-assisted-inventions",
      "expected_date": "2026-11-14",
      "research_origin": "deep_research",
      "expected_date_range": {
        "to": "2027-06-30",
        "from": "2026-04-01"
      },
      "measurement_criterion": "USPTO publishes revised or supplemental inventorship guidance addressing high-volume AI-assisted filings, automated invention disclosures, or 'significant contribution' test refinement"
    },
    {
      "kind": "quartile_checkpoint",
      "label": "Q2 window check-in (50%)",
      "status": "pending",
      "weight": 0.05,
      "ordinal": -5,
      "source_id": null,
      "expected_date": "2026-11-26",
      "observed_date": null
    },
    {
      "kind": "llm_pre_event",
      "label": "Court ruling extends or limits DABUS precedent on AI inventorship",
      "notes": "Supreme Court denied cert on Thaler 2023. New cases on AI-assisted (vs. AI-authored) inventorship test threshold of 'significant human contribution.'",
      "source": "https://ipwatchdog.com/2024/02/12/uspto-ai-guidance-reiterates-dabus-decision/id=173263/",
      "status": "pending",
      "weight": 0.4,
      "ordinal": -4,
      "source_id": null,
      "confidence": 0.4,
      "source_url": "https://ipwatchdog.com/2024/02/12/uspto-ai-guidance-reiterates-dabus-decision/id=173263/",
      "expected_date": "2026-12-30",
      "research_origin": "deep_research",
      "expected_date_range": {
        "to": "2027-09-30",
        "from": "2026-04-01"
      },
      "measurement_criterion": "U.S. court (Federal Circuit or higher) issues new ruling materially expanding or constraining the Thaler v. Vidal precedent on AI inventorship"
    },
    {
      "kind": "llm_pre_event",
      "label": "AI-assisted patent filings exceed 50% of new applications in software/biotech",
      "notes": "USPTO 2024 guidance still requires natural-person inventor; AI assistance disclosure trending up but reporting is voluntary.",
      "source": "https://www.uspto.gov/subscription-center/2024/uspto-issues-inventorship-guidance-and-examples-ai-assisted-inventions",
      "status": "pending",
      "weight": 0.4,
      "ordinal": -3,
      "source_id": null,
      "confidence": 0.55,
      "source_url": "https://www.uspto.gov/subscription-center/2024/uspto-issues-inventorship-guidance-and-examples-ai-assisted-inventions",
      "expected_date": "2027-01-30",
      "research_origin": "deep_research",
      "expected_date_range": {
        "to": "2027-09-30",
        "from": "2026-06-01"
      },
      "measurement_criterion": "USPTO disclosure data shows >=50% of new applications in software
... (truncated)