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Claim

The claim that AI has never produced anything original and merely recombines its training data can no longer be sustained.

Type INTERPRETIVE · truth-evaluable: yes · status at snapshot: ACTIVE · created seq 2273

a conjunction joins clauses that may be separately evaluable

Referenced 198 times: checked 4, looked up by assistants 0, viewed 129, shared 65. A count of attention, not evidence.

Topics

AI · 03192ed8

Assessment

Supported

Score: 0.9280 under ledger-default@0.3.0 at snapshot 27745

3 of 4 review checks done · 3 counted

4 independent evidence lineages · review checks 3 of 4 · stability LOW

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.

Hide calculation

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

Model ledger-default@0.3.0 (the default model, not the answer) · snapshot 27745 · trace sha256:880418205bf0a28ecde54d9439ab8b24846f2e95c537b447b2699e6d4837a2cb

Last changed at entry seq 15224; nothing logged since has borne on this claim.

How the number was reached

Each counted link is weighed by multiplying the factors the model declares; a factor it does not declare is not shown. Every factor name below links to what that number means.

LinkWorkingWeightCounted 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

Under neighbouring settings of the same model: 0.8568 to 0.9652, a spread of 0.1084.

Half-even rounding, six places for weights and four for the probability. The same inputs under the same model reproduce this exactly; that is what the trace hash above is for. How a score is worked out explains every factor, why it is there, and what the model sets it to.

Your view

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Registered views

Nobody has registered a view yet.

Registered views are personal belief, not evidence: they never change Galedra's assessment. Affiliations are self-declared and shown only for groups of 5 or more.

Checked as part of

Statements this claim was broken out of. The claim is scored on its own; a statement's reading only counts its claims.

Evidence for

Evidence against

Qualifications

Suppressed as dependent

EvidenceGroupKept instead
908ccb61fdd701d2
c53963f2fdd701d2

Inferences

Concluded from

None.

Used as a premise in

None.

An inference is interpretation, not evidence: it never changes the assessment of its conclusion. Each premise is a claim with its own evidence.

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

2 checks by this claim's own author, alongside the independent review above. 1 OPPOSING EVIDENCE SEARCH · 1 EVIDENCE VERIFICATION. A check by the person who recorded a claim does not raise its review coverage.

CheckDoneBy
qualifiers reviewedyesa0392b18
opposing search doneyes18b059bd
independence reviewedno
primary source reviewedyese7de3403, 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

Generated by stub-v0.1; every sentence cites graph ids.

Contribution history

seqeventdetail
2273APPENDED
2274ACCEPTAUTOMATIC_AFTER_VALIDATION
2445LINK_EVIDENCEby 03192ed8 (accepted)
3928TASK_RESULTby 03192ed8 (accepted)
7276TASK_RESULTby 8b5e81bf (accepted)
7972TASK_RESULTby 1efd24fe (accepted)
9761LINK_EVIDENCEby 1efd24fe (accepted)
9901LINK_EVIDENCEby 1efd24fe (accepted)
10197TASK_RESULTby 1efd24fe (accepted)
15223LINK_EVIDENCEby 1efd24fe (accepted)

Score trace

{
  "claim": "53fc648c-f627-86c5-a198-5bd57964e7b7",
  "links": [
    {
      "kept": "d6025d6b-6f49-8eda-ab08-35ddfdd701d2",
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      "group": null,
      "reason": "dependent_strongest_only",
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      "evidence": "2421168c-a44d-87de-80fb-b44b908ccb61",
      "direction": "SUPPORT",
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      "relevance": "DIRECT",
      "extraction": "UNVERIFIED",
      "provenance": "SELF",
      "observation": "DIRECT_TEXT",
      "source_type": "VIDEO",
      "authenticity": "UNVERIFIED",
      "audit_confirmed": false,
      "effective_weight": "0.000000",
      "interpretive_steps": 1
    },
    {
      "link": "5f0ca74e-90e6-873a-b85c-3a1ee7de3403",
      "group": null,
      "edition": "NAMED_OR_UNRELATED",
      "evidence": "c9869ce6-a168-8b92-852a-12d59c6e6ca1",
      "direction": "CONTRADICT",
      "magnitude": "1.080000",
      "relevance": "STRONG",
      "extraction": "UNVERIFIED",
      "provenance": "INDEPENDENT",
      "observation": "DIRECT_TEXT",
      "source_type": "PRIMARY_TEXT",
      "authenticity": "UNVERIFIED",
      "audit_confirmed": false,
      "effective_weight": "1.080000",
      "interpretive_steps": 0
    },
    {
      "kept": "d6025d6b-6f49-8eda-ab08-35ddfdd701d2",
      "link": "84a16fc2-8242-8e82-ba05-afca3dd34d97",
      "group": null,
      "reason": "dependent_strongest_only",
      "edition": "NAMED_OR_UNRELATED",
      "evidence": "bb6ba37c-6c1d-816c-8a16-3148c53963f2",
      "direction": "SUPPORT",
      "magnitude": "0.000000",
      "relevance": "WEAK",
      "extraction": "UNVERIFIED",
      "provenance": "SELF",
      "observation": "HEARSAY",
      "source_type": "VIDEO",
      "authenticity": "UNVERIFIED",
      "audit_confirmed": false,
      "effective_weight": "0.000000",
      "interpretive_steps": 1
    },
    {
      "link": "94242d07-9173-8cc9-b278-54a505ee97de",
      "group": null,
      "reason": "non_directional",
      "edition": "NAMED_OR_UNRELATED",
      "evidence": "4116d821-9b93-8ec1-95c8-69f570097eeb",
      "direction": "QUALIFY",
      "magnitude": "0.918000",
      "relevance": "STRONG",
      "extraction": "UNVERIFIED",
      "provenance": "INDEPENDENT",
      "observation": "DIRECT_TEXT",
      "source_type": "WEBSITE",
      "authenticity": "UNVERIFIED",
      "audit_confirmed": false,
      "effective_weight": "0.000000",
      "interpretive_steps": 1
    },
    {
      "link": "d32ff6d9-03cb-8b26-a288-0d4ccb57c8a9",
      "group": null,
      "reason": "non_directional",
      "edition": "NAMED_OR_UNRELATED",
      "evidence": "62204ffc-0d98-8112-b02d-bf96149e274e",
      "direction": "QUALIFY",
      "magnitude": "0.756000",
      "relevance": "STRONG",
      "extraction": "UNVERIFIED",
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      "observation": "DIRECT_TEXT",
      "source_type": "WEBSITE",
      "authenticity": "UNVERIFIED",
      "audit_confirmed": false,
      "effective_weight": "0.000000",
      "interpretive_steps": 2
    },
    {
      "link": "d6025d6b-6f49-8eda-ab08-35ddfdd701d2",
      "group": null,
      "edition": "NAMED_OR_UNRELATED",
      "evidence": "ccaef0e7-8320-8e0a-8da5-f3fb71a271f5",
      "direction": "SUPPORT",
      "magnitude": "0.000000",
      "relevance": "WEAK",
      "extraction": "UNVERIFIED",
      "provenance": "SELF",
      "observation": "EXPERT_ANALYSIS",
      "source_type": "VIDEO",
      "authenticity": "UNVERIFIED",
      "audit_confirmed": false,
      "effective_weight": "0.000000",
      "interpretive_steps": 2
    },
    {
      "link": "e0710ea9-764a-8280-9356-9b09c7a5291d",
      "group": null,
      "edition": "NAMED_OR_UNRELATED",
      "evidence": "da41f6a7-9920-82b4-bf17-fe582d05446e",
      "direction": "SUPPORT",
      "magnitude": "0.918000",
      "relevance": "STRONG",
      "extraction": "UNVERIFIED",
      "provenance": "INDEPENDENT",
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      "source_type": "PRIMARY_TEXT",
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      "effective_weight": "0.918000",
      "interpretive_steps": 1
    },
    {
      "link": "e8427714-5969-8f32-88e8-4cdc8e967a60",
      "group": null,
      "edition": "NAMED_OR_UNRELATED",
      "evidence": "3e3ec1f1-baad-8cc9-8bc8-8ae85780a5dc",
      "direction": "SUPPORT",
      "magnitude": "0.918000",
      "relevance": "STRONG",
      "extraction": "UNVERIFIED",
      "provenance": "INDEPENDENT",
      "observation": "DIRECT_TEXT",
      "source_type": "WEBSITE",
      "authenticity": "UNVERIFIED",
      "audit_confirmed": false,
      "effective_weight": "0.918000",
      "interpretive_steps": 1
    },
    {
      "link": "ed3c408b-7c32-8d21-b291-f7ca5c9861f7",
      "group": null,
      "edition": "NAMED_OR_UNRELATED",
      "evidence": "f8ce92db-7023-84e6-bd0c-88e5222f9cc7",
      "direction": "SUPPORT",
      "magnitude": "1.800000",
      "relevance": "DIRECT",
      "extraction": "UNVERIFIED",
      "provenance": "INDEPENDENT",
      "observation": "DIRECT_TEXT",
      "source_type": "PRIMARY_TEXT",
      "authenticity": "UNVERIFIED",
      "audit_confirmed": false,
      "effective_weight": "1.800000",
      "interpretive_steps": 0
    }
  ],
  "model": "ledger-default@0.3.0",
  "prior": "0.50",
  "variants": {
    "spread": "0.1084",
    "permissive": "0.9652",
    "conservative": "0.8568"
  },
  "code_hash": "sha256:c61a6fdf35a754a0d7e958df149036a083c0eaeb7d2d2e52704ec32b0c36def7",
  "contested": true,
  "stability": "LOW",
  "claim_type": "INTERPRETIVE",
  "config_hash": "sha256:86768038080b8ab5233f1e4b7aba10af05b5bb44caa432095150b90e81209809",
  "probability": "0.9280",
  "provisional": true,
  "evidence_sum": "2.556000",
  "snapshot_seq": 15224,
  "prior_log_odds": "0.000000",
  "support_groups": 3,
  "model_dependent": true,
  "review_coverage": "0.75",
  "truth_evaluable": true,
  "assessment_state": "SUPPORTED",
  "review_checklist": {
    "qualifiers_reviewed": {
      "by": [
        "01a0bc53-0ef1-7eb7-8edd-b273a0392b18"
      ],
      "ok": true
    },
    "opposing_search_done": {
      "by": [
        "01a0bc53-0ed6-7edf-9b46-b22a18b059bd"
      ],
      "ok": true
    },
    "independence_reviewed": {
      "by": [],
      "ok": false
    },
    "primary_source_reviewed": {
      "by": [
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        "e0710ea9-764a-8280-9356-9b09c7a5291d",
        "ed3c408b-7c32-8d21-b291-f7ca5c9861f7"
      ],
      "ok": true
    }
  },
  "contradict_groups": 1,
  "rounding_boundary": false,
  "posterior_log_odds": "2.556000",
  "not_applicable_reason": null,
  "independence_unreviewed": 9
}