Claim
The claim that AI has never produced anything original and merely recombines its training data can no longer be sustained.
a conjunction joins clauses that may be separately evaluableTopics
Assessment
Supported
Main unresolved issue: 9 counted evidence items have no independence review; repeats of one origin may be counted as several coverage:53fc648c-f627-86c5-a198-5bd57964e7b7
Not yet independently audited.Evidence points both ways.This assessment depends heavily on modeling choices.A quoted passage from deepmind.google and nature.com was not found on the page when Galedra fetched it.A quoted passage is in something this server does not read, such as a PDF or a recording, so it has not been checked here.
Why?
Strongest counted support: Google DeepMind reports AlphaTensor discovering novel, provably correct matrix-multiplication algorithms from reinforcement learning, including methods more efficient than prior human-designed algorithms; this is evidence against the blanket claim that AI merely recombines training data. weight 1.800000 evidence
Strongest counted contradiction: A peer-reviewed Nature paper reports that AlphaTensor discovered provably correct matrix-multiplication algorithms outperforming prior state-of-the-art methods in several cases. weight 1.080000 evidence
Suppressed as dependent: The excerpt explicitly rejects the claim that AI has never done anything original and only recombines training data.; A speaker states the naysayer view that AI only recombines training data and says that is obviously no longer so.
Review gaps: independence reviewed
What would most change this: One independent, direct measurement that contradicts this claim would move it from Supported to Leans supported.
0.9280 under ledger-default@0.3.0 at snapshot 27745 · state Supported · Review checks: 3 of 4 · stability LOW · 9 sources, 4 independent lineages
How the number was reached
| Link | Working | Weight | Counted as |
|---|---|---|---|
| f5cd680b support | relevance DIRECT 2.0 × observation DIRECT_TEXT 0.9 × interpretation 1 step, 1 − 0.15 × 1 0.850000 × authenticity UNVERIFIED 1.0 × extraction UNVERIFIED 1.0 × provenance SELF 0.0 × edition NAMED_OR_UNRELATED 1 | 0.000000 | 0.000000 (dependent strongest only, kept fdd701d2) |
| e7de3403 contradict | relevance STRONG 1.2 × observation DIRECT_TEXT 0.9 × interpretation 0 steps, 1 − 0.15 × 0 1.000000 × authenticity UNVERIFIED 1.0 × extraction UNVERIFIED 1.0 × provenance INDEPENDENT 1.0 × edition NAMED_OR_UNRELATED 1 | 1.080000 | 1.080000 |
| 3dd34d97 support | relevance WEAK 0.2 × observation HEARSAY 0.1 × interpretation 1 step, 1 − 0.15 × 1 0.850000 × authenticity UNVERIFIED 1.0 × extraction UNVERIFIED 1.0 × provenance SELF 0.0 × edition NAMED_OR_UNRELATED 1 | 0.000000 | 0.000000 (dependent strongest only, kept fdd701d2) |
| 05ee97de qualify | relevance STRONG 1.2 × observation DIRECT_TEXT 0.9 × interpretation 1 step, 1 − 0.15 × 1 0.850000 × authenticity UNVERIFIED 1.0 × extraction UNVERIFIED 1.0 × provenance INDEPENDENT 1.0 × edition NAMED_OR_UNRELATED 1 | 0.918000 | 0.000000 (non directional) |
| cb57c8a9 qualify | relevance STRONG 1.2 × observation DIRECT_TEXT 0.9 × interpretation 2 steps, 1 − 0.15 × 2 0.700000 × authenticity UNVERIFIED 1.0 × extraction UNVERIFIED 1.0 × provenance INDEPENDENT 1.0 × edition NAMED_OR_UNRELATED 1 | 0.756000 | 0.000000 (non directional) |
| fdd701d2 support | relevance WEAK 0.2 × observation EXPERT_ANALYSIS 0.3 × interpretation 2 steps, 1 − 0.15 × 2 0.700000 × authenticity UNVERIFIED 1.0 × extraction UNVERIFIED 1.0 × provenance SELF 0.0 × edition NAMED_OR_UNRELATED 1 | 0.000000 | 0.000000 |
| c7a5291d support | relevance STRONG 1.2 × observation DIRECT_TEXT 0.9 × interpretation 1 step, 1 − 0.15 × 1 0.850000 × authenticity UNVERIFIED 1.0 × extraction UNVERIFIED 1.0 × provenance INDEPENDENT 1.0 × edition NAMED_OR_UNRELATED 1 | 0.918000 | 0.918000 |
| 8e967a60 support | relevance STRONG 1.2 × observation DIRECT_TEXT 0.9 × interpretation 1 step, 1 − 0.15 × 1 0.850000 × authenticity UNVERIFIED 1.0 × extraction UNVERIFIED 1.0 × provenance INDEPENDENT 1.0 × edition NAMED_OR_UNRELATED 1 | 0.918000 | 0.918000 |
| 5c9861f7 support | relevance DIRECT 2.0 × observation DIRECT_TEXT 0.9 × interpretation 0 steps, 1 − 0.15 × 0 1.000000 × authenticity UNVERIFIED 1.0 × extraction UNVERIFIED 1.0 × provenance INDEPENDENT 1.0 × edition NAMED_OR_UNRELATED 1 | 1.800000 | 1.800000 |
prior 0.50 → log-odds 0.000000 + 2.556000 (the counted weights) = 2.556000 → probability 0.9280
Your view
Registered views
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Checked as part of
- “The claim that AI has never produced anything original and merely recombines its training data can no longer be sustained.” · 1 claim · 29 September 2026
- “The claim that AI has never produced anything original and merely recombines its training data can no longer be sustained.” · 1 claim · 28 September 2026
- “The claim that AI has never produced anything original and merely recombines its training data can no longer be sustained.” · 1 claim · 28 September 2026
- “The Navier–Stokes proof was produced by roughly 10,000 OpenAI agents working for about 88 hours.” · 32 claims · 20 September 2026
Evidence for
-
From OpenAI Agents Hijack a German Website, Jensen Declares AGI Arrived, and OpenAI Solves Navier-Stokes Read 2026-09-20 Relevance WEAK Steps 2 Counted
-
From OpenAI Agents Hijack a German Website, Jensen Declares AGI Arrived, and OpenAI Solves Navier-Stokes Read 2026-09-20 Relevance WEAK Steps 1 Counted
The passage asserts what the claim asserts, but by rhetorical dismissal: 'Obviously not anymore, right?' does the work of the argument, and no output, result or example of AI originality is named in the passage.
-
From OpenAI Agents Hijack a German Website, Jensen Declares AGI Arrived, and OpenAI Solves Navier-Stokes Read 2026-09-20 Relevance DIRECT Steps 1 Counted
-
From Discovering novel algorithms with AlphaTensor Read 2026-09-28 Relevance DIRECT Steps 0 Counted
The result concerns algorithmic discovery by a reinforcement-learning system rather than a general theory of AI originality, but directly bears on the blanket claim.
-
From FunSearch: Making new discoveries in mathematical sciences using Large Language Models Read 2026-09-28 Relevance STRONG Steps 1 Counted
-
From Mathematical discoveries from program search with large language models Read 2026-09-29 Relevance STRONG Steps 1 Counted
This supports the claim’s rejection of a purely recombinative characterization, while the system used an evolutionary evaluator and problem scaffolding; it does not establish human-like creativity.
Evidence against
-
From Discovering faster matrix multiplication algorithms with reinforcement learning Read 2026-09-28 Relevance STRONG Steps 0 Counted
This is direct evidence against the absolute claim that AI has never produced anything original and only recombines training data; the paper reports novel algorithm discovery from reinforcement learning.
Qualifications
-
From 'New era in digital biology': AI reveals structures of nearly all known proteins Read 2026-09-22 Relevance STRONG Steps 1 Counted
Structures for proteins never experimentally solved are novel outputs, not mere recombination.
-
From Navier-Stokes priority controversy Read 2026-09-22 Relevance STRONG Steps 2 Counted
A claimed first-ever Navier-Stokes solution is original mathematical content beyond training data.
Suppressed as dependent
| Evidence | Group | Kept instead |
|---|---|---|
| 908ccb61 | fdd701d2 | |
| c53963f2 | fdd701d2 |
Inferences
Concluded from
None.
Used as a premise in
None.
Threads
None. Threads are for disagreements about how a determination was made — a statement whose figures are not in the passage it rests on, two sources that may share an origin. Something about the world belongs in the evidence above.
Claim edges
None. Edges are stored and displayed; v0.1 does not propagate probability across them.
Review checklist
Review checks: 3 of 4
| Check | Done | By |
|---|---|---|
| qualifiers reviewed | yes | a0392b18 |
| opposing search done | yes | 18b059bd |
| independence reviewed | no | |
| primary source reviewed | yes | e7de3403, c7a5291d, 5c9861f7 |
Summary
Supported. The main support is: The peer-reviewed Nature paper reports that an LLM paired with an evaluator discovered previously unknown cap-set constructions and improved bin-packing heuristics, producing verifiable results beyond prior best-known solutions. 2d05446e
Against that, contradiction: A peer-reviewed Nature paper reports that AlphaTensor discovered provably correct matrix-multiplication algorithms outperforming prior state-of-the-art methods in several cases. 9c6e6ca1
2 further items repeat the same origin and are not independent evidence. 908ccb61c53963f2
Qualifier: AlphaFold predicted 200M+ novel protein structures, structures no human had observed. 70097eeb
Qualifier: OpenAI's internal model produced a claimed first solution to a Millennium Prize problem. 149e274e
A search for evidence in the opposing direction found something; see the counted evidence. 18b059bd
Contribution history
| seq | event | detail |
|---|---|---|
| 2273 | APPENDED | |
| 2274 | ACCEPT | AUTOMATIC_AFTER_VALIDATION |
| 2445 | LINK_EVIDENCE | by 03192ed8 (accepted) |
| 3928 | TASK_RESULT | by 03192ed8 (accepted) |
| 7276 | TASK_RESULT | by 8b5e81bf (accepted) |
| 7972 | TASK_RESULT | by 1efd24fe (accepted) |
| 9761 | LINK_EVIDENCE | by 1efd24fe (accepted) |
| 9901 | LINK_EVIDENCE | by 1efd24fe (accepted) |
| 10197 | TASK_RESULT | by 1efd24fe (accepted) |
| 15223 | LINK_EVIDENCE | by 1efd24fe (accepted) |
Score trace
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"variants": {
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"code_hash": "sha256:c61a6fdf35a754a0d7e958df149036a083c0eaeb7d2d2e52704ec32b0c36def7",
"contested": true,
"stability": "LOW",
"claim_type": "INTERPRETIVE",
"config_hash": "sha256:86768038080b8ab5233f1e4b7aba10af05b5bb44caa432095150b90e81209809",
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"support_groups": 3,
"model_dependent": true,
"review_coverage": "0.75",
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"not_applicable_reason": null,
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}