Claim

Dario Amodei and Sam Altman both said AI would eliminate about half of jobs and later reversed those positions.

Type HISTORICAL · truth-evaluable: yes · status at snapshot: ACTIVE · created seq 2341

a conjunction joins clauses that may be separately evaluable

Referenced 203 times: checked 2, looked up by assistants 0, viewed 171, shared 30. A count of attention, not evidence.

Topics

Employment · 03192ed8 AI · 03192ed8

Assessment

Supported

Score: 0.8581 under ledger-default@0.3.0 at snapshot 27745

2 of 4 review checks done · 2 counted

3 independent evidence lineages · review checks 2 of 4 · stability MEDIUM

Main unresolved issue: 6 counted evidence items have no independence review; repeats of one origin may be counted as several coverage:47b6f749-36de-87ad-bbf3-54ae4df9fb7f

Not yet independently audited.Evidence points both ways.A quoted passage from fortune.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.

Related: NARROWS incoming: Supported

Why?

Strongest counted support: CNN reports that Amodei predicted AI could eliminate half of entry-level white-collar jobs within one to five years. weight 1.800000 evidence

Strongest counted contradiction: Fortune reports that Amodei made the 50%-of-white-collar-jobs warning and later reframed it, while Altman said that many jobs would go away and later called himself pretty wrong; it does not report Altman making the same 50% claim. weight 1.800000 evidence

Suppressed as dependent: The excerpt says Dario Amodei and Sam Altman predicted losing half the jobs and then reversed their positions.; Speaker says Dario said half of jobs would be lost, Sam said the same, and they then reversed position.

Review gaps: independence reviewed, primary source reviewed

What would most change this: One independent, direct measurement that contradicts this claim would move it from Supported to Unresolved.

Hide calculation

0.8581 under ledger-default@0.3.0 at snapshot 27745 · state Supported · Review checks: 2 of 4 · stability MEDIUM · 6 sources, 3 independent lineages

Model ledger-default@0.3.0 (the default model, not the answer) · snapshot 27745 · trace sha256:c967541b4443064b20eebfe2ed7d27dcbc91f583b231b7370fa158061388994f

Last changed at entry seq 9905; 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.

Link	Working	Weight	Counted as
97613e4b 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
6bdc388f 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
e8da6407 support	relevance WEAK 0.2 × observation HEARSAY 0.1 × 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
f67332b4 contradict	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
d7dd332c 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 e8da6407)
52751da3 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 e8da6407)

prior 0.50 → log-odds 0.000000 + 1.800000 (the counted weights) = 1.800000 → probability 0.8581

Under neighbouring settings of the same model: 0.7790 to 0.9121, a spread of 0.1331.

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

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.

“Dario Amodei and Sam Altman both said AI would eliminate about half of jobs and later reversed those positions.” · 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

Diamandis says Amodei and Altman predicted losing half the jobs and then reversed.

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

Neither statement nor reversal is dated or quoted.
Speaker says Dario said half of jobs would be lost, Sam said the same, and they then reversed position.

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

Passage carries both the prediction and the reversal, using first names that the Anthropic framing resolves. No date, venue or statement is cited for either the original remarks or the reversals, which a HISTORICAL claim about two named executives would need.
The excerpt says Dario Amodei and Sam Altman predicted losing half the jobs and then reversed their positions.

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
CNN reports that Amodei predicted AI could eliminate half of entry-level white-collar jobs within one to five years.

From Why this leading AI CEO is warning the tech could cause mass unemployment Read 2026-09-28 Relevance DIRECT Steps 0 Counted
TIME reports Altman previously predicted broad job replacement and later said he was delighted to be wrong about the employment impact.

From Sam Altman Says AI ‘Jobs Apocalypse’ He Once Predicted Probably Won’t Happen. What Changed? Read 2026-09-28 Relevance DIRECT Steps 0 Counted

Evidence against

Fortune reports that Amodei made the 50%-of-white-collar-jobs warning and later reframed it, while Altman said that many jobs would go away and later called himself pretty wrong; it does not report Altman making the same 50% claim.

From Sam Altman and Dario Amodei are both walking back AI jobs apocalypse predictions as they eye IPOs Read 2026-09-28 Relevance DIRECT Steps 0 Counted

This source supports the reversal portion but distinguishes the two leaders' earlier statements, weakening the claim's assertion that both made the approximately 50% prediction.

Qualifications

None.

Suppressed as dependent

Evidence	Group	Kept instead
f2286e9b		e8da6407
6dd0e185		e8da6407

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

From	Relationship	To
55ed87cc	NARROWS	4df9fb7f

Review checklist

Review checks: 2 of 4

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

Check	Done	By
qualifiers reviewed	yes	1abcb934
opposing search done	yes	77f0c9a6
independence reviewed	no
primary source reviewed	no

Summary

Supported. The main support is: CNN reports that Amodei predicted AI could eliminate half of entry-level white-collar jobs within one to five years. 890a3cb2

Against that, contradiction: Fortune reports that Amodei made the 50%-of-white-collar-jobs warning and later reframed it, while Altman said that many jobs would go away and later called himself pretty wrong; it does not report Altman making the same 50% claim. 11ca8f5d

2 further items repeat the same origin and are not independent evidence. f2286e9b6dd0e185

A narrower version of this claim is supported. 55ed87cc

A search for evidence in the opposing direction found none. 77f0c9a6

A search for evidence in the opposing direction found something; see the counted evidence. 77f0c9a6

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

Contribution history

seq	event	detail
2341	APPENDED
2342	ACCEPT	AUTOMATIC_AFTER_VALIDATION
2483	LINK_EVIDENCE	by 03192ed8 (accepted)
3836	TASK_RESULT	by 03192ed8 (accepted)
7916	TASK_RESULT	by 1efd24fe (accepted)
9579	LINK_EVIDENCE	by 1efd24fe (accepted)
9904	TASK_RESULT	by 1efd24fe (accepted)

Score trace

{
  "claim": "47b6f749-36de-87ad-bbf3-54ae4df9fb7f",
  "links": [
    {
      "link": "05c9d191-65a4-83f3-9e20-70c997613e4b",
      "group": null,
      "edition": "NAMED_OR_UNRELATED",
      "evidence": "b8001bfe-b971-89d7-b37d-0c4f890a3cb2",
      "direction": "SUPPORT",
      "magnitude": "1.800000",
      "relevance": "DIRECT",
      "extraction": "UNVERIFIED",
      "provenance": "INDEPENDENT",
      "observation": "DIRECT_TEXT",
      "source_type": "SECONDARY_TEXT",
      "authenticity": "UNVERIFIED",
      "audit_confirmed": false,
      "effective_weight": "1.800000",
      "interpretive_steps": 0
    },
    {
      "link": "46ca3599-91f2-8930-a696-2f666bdc388f",
      "group": null,
      "edition": "NAMED_OR_UNRELATED",
      "evidence": "98de1d14-4b50-84c7-ac5e-6d1091b03d2c",
      "direction": "SUPPORT",
      "magnitude": "1.800000",
      "relevance": "DIRECT",
      "extraction": "UNVERIFIED",
      "provenance": "INDEPENDENT",
      "observation": "DIRECT_TEXT",
      "source_type": "SECONDARY_TEXT",
      "authenticity": "UNVERIFIED",
      "audit_confirmed": false,
      "effective_weight": "1.800000",
      "interpretive_steps": 0
    },
    {
      "link": "529af298-72f4-8f68-a7a3-1cdbe8da6407",
      "group": null,
      "edition": "NAMED_OR_UNRELATED",
      "evidence": "f7ce575f-1f34-857e-8dec-e0c031e004af",
      "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": 2
    },
    {
      "link": "b76369c1-9c02-835b-8b48-eba0f67332b4",
      "group": null,
      "edition": "NAMED_OR_UNRELATED",
      "evidence": "6790ec44-578d-8783-a2cd-330511ca8f5d",
      "direction": "CONTRADICT",
      "magnitude": "1.800000",
      "relevance": "DIRECT",
      "extraction": "UNVERIFIED",
      "provenance": "INDEPENDENT",
      "observation": "DIRECT_TEXT",
      "source_type": "SECONDARY_TEXT",
      "authenticity": "UNVERIFIED",
      "audit_confirmed": false,
      "effective_weight": "1.800000",
      "interpretive_steps": 0
    },
    {
      "kept": "529af298-72f4-8f68-a7a3-1cdbe8da6407",
      "link": "b9b8e50b-66e1-8945-b4f5-f223d7dd332c",
      "group": null,
      "reason": "dependent_strongest_only",
      "edition": "NAMED_OR_UNRELATED",
      "evidence": "c69cf4ae-884f-8b27-9fb3-882ef2286e9b",
      "direction": "SUPPORT",
      "magnitude": "0.000000",
      "relevance": "DIRECT",
      "extraction": "UNVERIFIED",
      "provenance": "SELF",
      "observation": "DIRECT_TEXT",
      "source_type": "VIDEO",
      "authenticity": "UNVERIFIED",
      "audit_confirmed": false,
      "effective_weight": "0.000000",
      "interpretive_steps": 1
    },
    {
      "kept": "529af298-72f4-8f68-a7a3-1cdbe8da6407",
      "link": "d7e89705-2cdb-8361-81e6-b8b452751da3",
      "group": null,
      "reason": "dependent_strongest_only",
      "edition": "NAMED_OR_UNRELATED",
      "evidence": "f07f28db-7615-82bb-b616-552d6dd0e185",
      "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
    }
  ],
  "model": "ledger-default@0.3.0",
  "prior": "0.50",
  "variants": {
    "spread": "0.1331",
    "permissive": "0.9121",
    "conservative": "0.7790"
  },
  "code_hash": "sha256:c61a6fdf35a754a0d7e958df149036a083c0eaeb7d2d2e52704ec32b0c36def7",
  "contested": true,
  "stability": "MEDIUM",
  "claim_type": "HISTORICAL",
  "config_hash": "sha256:86768038080b8ab5233f1e4b7aba10af05b5bb44caa432095150b90e81209809",
  "probability": "0.8581",
  "provisional": true,
  "evidence_sum": "1.800000",
  "snapshot_seq": 9905,
  "prior_log_odds": "0.000000",
  "support_groups": 2,
  "model_dependent": false,
  "review_coverage": "0.50",
  "truth_evaluable": true,
  "assessment_state": "SUPPORTED",
  "review_checklist": {
    "qualifiers_reviewed": {
      "by": [
        "01a0bc53-11f5-79ef-854f-b00f1abcb934"
      ],
      "ok": true
    },
    "opposing_search_done": {
      "by": [
        "01a0bc53-11df-7bd2-a8b5-08a277f0c9a6"
      ],
      "ok": true
    },
    "independence_reviewed": {
      "by": [],
      "ok": false
    },
    "primary_source_reviewed": {
      "by": [],
      "ok": false
    }
  },
  "contradict_groups": 1,
  "rounding_boundary": false,
  "posterior_log_odds": "1.800000",
  "not_applicable_reason": null,
  "independence_unreviewed": 6
}