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
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
when AI can generate millions of novel inventions overnight, uh, patents really become meaningless.
Resolution evidence
AI generates millions of patents/night → patents meaningless. USPTO processing trends suggest system strain but not collapse.
Predictor: Peter Diamandis
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
This node isn't linked to a reference class. The Bayesian update applies without outside-view blending.
Probability over time
Milestone chain
- 2026-08-13pendingQ1 window check-in (25%)
- 2026-04-01 → 2027-06-30pendingUSPTO issues revised AI-assisted inventorship guidanceHow: USPTO publishes revised or supplemental inventorship guidance addressing high-volume AI-assisted filings, automated invention disclosures, or 'significant contribution' test refinementSource: 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.
- 2026-11-26pendingQ2 window check-in (50%)
- 2026-04-01 → 2027-09-30pendingCourt ruling extends or limits DABUS precedent on AI inventorshipHow: U.S. court (Federal Circuit or higher) issues new ruling materially expanding or constraining the Thaler v. Vidal precedent on AI inventorshipSource: 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.'
- 2026-06-01 → 2027-09-30pendingAI-assisted patent filings exceed 50% of new applications in software/biotechHow: USPTO disclosure data shows >=50% of new applications in software / biotech classes report material AI assistance per 2024 inventorship guidanceSource: 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.
- 2027-03-11pendingQ3 window check-in (75%)
- 2026-09-01 → 2027-12-31pendingPublic report of AI generating 1M+ candidate inventions in single domainHow: Peer-reviewed paper or industry press release documents AI system producing >=1 million novel candidate inventions / molecules / designs in a single research projectSource: 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?
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
Network propagation neighbors
Top incoming (parents)
Edges that influence THIS node's belief
| Kind | Node | Their prob | P(c|s=T) | P(c|s=F) | Δ implied |
|---|---|---|---|---|---|
| prereq | S_AGI_FAST_2027 AGI fast: drop-in remote worker by 2027-09 | 30.0% | 0.300 | 0.050 | -0.110 |
| killer | TK03 AI Regulatory Moratorium (EU/US Capability Freeze) | 10.0% | 0.050 | 0.300 | +0.040 |
| killer | TK01 AGI Capability Plateau (2026-27 Training Stall) | 15.0% | 0.050 | 0.300 | +0.027 |
| killer | TK14 Superbubble Pop (S&P 500 -40%, Moonshot Capital Evaporates) | 20.0% | 0.050 | 0.300 | +0.015 |
Top outgoing (children)
Predictions THIS node influences
No outgoing edges.
Ticker exposure
Beneficiaries (23)
Adverse (6)
Prerequisites (4)
| Type | Pred | Title | Domain | Lag |
|---|---|---|---|---|
| prereq | S_AGI_FAST_2027 | AGI fast: drop-in remote worker by 2027-09 | agi_general_capability | — |
| killer | TK14 | Superbubble Pop (S&P 500 -40%, Moonshot Capital Evaporates) | — | — |
| killer | TK01 | AGI Capability Plateau (2026-27 Training Stall) | — | — |
| killer | TK03 | AI Regulatory Moratorium (EU/US Capability Freeze) | — | — |
Dependents (0)
| Type | Pred | Title | Domain | Lag |
|---|---|---|---|---|
| No dependents | ||||
Linked documents (2)
| Sim | Source | Title | Market prob | Polarity | Reviewed | Published |
|---|---|---|---|---|---|---|
| 0.672 | arxiv | Anticipating Innovation Using Large Language Models | — | mentions | pending | 2026-05-06 |
| 0.669 | arxiv | Unintended Negative Impacts of Promotional Language in Patent Evaluation | — | mentions | pending | 2026-05-06 |
Raw metadata
{
"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%)",
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},
{
"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",
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"ordinal": -6,
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"confidence": 0.65,
"source_url": "https://www.uspto.gov/subscription-center/2025/revised-inventorship-guidance-ai-assisted-inventions",
"expected_date": "2026-11-14",
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},
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},
{
"kind": "quartile_checkpoint",
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},
{
"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,
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"source_url": "https://ipwatchdog.com/2024/02/12/uspto-ai-guidance-reiterates-dabus-decision/id=173263/",
"expected_date": "2026-12-30",
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},
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},
{
"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)