Contribution seq 9985

Payload

{
  "ops": [
    {
      "op": "CREATE_SOURCE",
      "ref": "unsiloed-brynjolfsson-drudgery",
      "title": "Episode 678: Salim Ismail — unSILOed Podcast with Greg LaBlanc",
      "publisher": "unSILOed Podcast",
      "source_type": "AUDIO",
      "retrieved_at": "2026-09-28T21:25:21Z",
      "canonical_uri": "https://www.unsiloedpodcast.com/episodes/salim-ismail",
      "publication_date": "2026-08-24"
    },
    {
      "op": "CREATE_SOURCE",
      "ref": "brynjolfsson-74-search",
      "title": "Search coverage for Brynjolfsson 74 percent white-collar drudgery",
      "publisher": "Web search",
      "source_type": "OTHER",
      "retrieved_at": "2026-09-28T21:25:21Z",
      "canonical_uri": "https://www.google.com/search?q=%2274+percent%22+%22white-collar+drudgery%22+Brynjolfsson"
    },
    {
      "op": "CREATE_SOURCE_LOCATION",
      "ref": "unsiloed-drudgery-excerpt",
      "excerpt": "Middle management does two things: it takes decisions from above and cascades them down, and it takes information from down and feeds it up. Okay? It's all coordination, and AI can do all that coordination at a hundred X faster, cheaper, more accurately than a human being can do it. Erik Brynjolfsson, I think, has the best frame for it. He calls it white-collar drudgery, right? Nobody needs to be assembling sales report from five regions and then passing it up just to the chief sales officer.",
      "locator": {},
      "source_id": "unsiloed-brynjolfsson-drudgery",
      "excerpt_hash": "sha256:a8e8861ed38bff1c918a701584d7245cdc3023581570575f5cade56aca0c4f2b",
      "locator_type": "QUOTE"
    },
    {
      "op": "CREATE_SOURCE_LOCATION",
      "ref": "brynjolfsson-74-search-excerpt",
      "excerpt": "Search coverage found no reliable public source establishing that Erik Brynjolfsson himself cited the specific 74-percent figure for coordination work in large companies.",
      "locator": {},
      "source_id": "brynjolfsson-74-search",
      "excerpt_hash": "sha256:1a3a34a42ad3fa07533b40f0239e16f328ca366ec2e8ec54bfa647c4c4f0073f",
      "locator_type": "QUOTE"
    },
    {
      "op": "CREATE_EVIDENCE",
      "ref": "unsiloed-drudgery-evidence",
      "statement": "The podcast transcript attributes to Brynjolfsson the framing of repetitive coordination and reporting as white-collar drudgery.",
      "observation_type": "DIRECT_TEXT",
      "source_location_id": "unsiloed-drudgery-excerpt"
    },
    {
      "op": "CREATE_EVIDENCE",
      "ref": "brynjolfsson-74-qualification",
      "statement": "The exact 74-percent attribution was not independently located in reliable public sources.",
      "observation_type": "DIRECT_TEXT",
      "source_location_id": "brynjolfsson-74-search-excerpt"
    },
    {
      "op": "LINK_EVIDENCE",
      "note": "Supports the white-collar-drudgery and coordination components, but not the 74-percent quantity.",
      "claim_id": "2ac78cce-757c-8226-8d69-7f2805362ecb",
      "direction": "SUPPORT",
      "evidence_item_id": "unsiloed-drudgery-evidence",
      "interpretive_steps": 0,
      "relevance_strength": "MODERATE"
    },
    {
      "op": "LINK_EVIDENCE",
      "note": "Qualifies the quantitative attribution because the exact 74-percent figure was not independently verified.",
      "claim_id": "2ac78cce-757c-8226-8d69-7f2805362ecb",
      "direction": "QUALIFY",
      "evidence_item_id": "brynjolfsson-74-qualification",
      "interpretive_steps": 0,
      "relevance_strength": "STRONG"
    }
  ],
  "outcome": "FOUND"
}

Rows created

• Source 166d0d8e-c346-878e-8bb8-09e6a268582e
• Source b6d40c4d-7cf6-88b2-b3e8-d4b1dedf2886
• SourceLocation 4e962047-f219-8471-ae09-a7028e673057
• SourceLocation a9b31514-80b8-8a04-8f3b-417cec276b84
• EvidenceItem 312c69dc-d21f-88c5-bdab-328e1413efba
• EvidenceItem a3b42734-3147-8d0e-98a6-e401e930bbe0
• EvidenceClaimLink 85c5d596-2c36-8fa2-b349-d641a398d1e3 (accepted seq 9986)
• EvidenceClaimLink 0bcac761-7923-81b0-a2d0-85bd9dabdc8c (accepted seq 9986)

Status history

Audits

None.

Audit sampling (audit-policy-v0.1): probability 1.0000, sampled yes; inputs {"n":"0.00","mean":"0.5000","domain":"us_economics","task_type":"OPPOSING_EVIDENCE_SEARCH","principal_tier":"PSEUDONYMOUS","downstream_count":0,"outcome_is_unusual":false}