Contribution seq 10266

Payload

{
  "ops": [
    {
      "op": "CREATE_SOURCE",
      "ref": "snipd_yang_trades_2026",
      "title": "The AI Job Crisis Andrew Yang Saw Coming",
      "publisher": "Snipd / Prof G Markets",
      "source_type": "SECONDARY_TEXT",
      "retrieved_at": "2026-09-28T21:30:46Z",
      "canonical_uri": "https://share.snipd.com/episode/d82cc706-f071-420f-91fa-ebb5c01a42f2",
      "publication_date": "2026-04-24"
    },
    {
      "op": "CREATE_SOURCE",
      "ref": "kazuha_yang_moonshots_2026",
      "title": "Andrew Yang: UBI Before UHI, Solving Job Loss, and the Future of Work | #236",
      "publisher": "Kazuha / Moonshots with Peter Diamandis",
      "source_type": "SECONDARY_TEXT",
      "retrieved_at": "2026-09-28T21:30:46Z",
      "canonical_uri": "https://www.kazuha.ai/sources/moonshots-with-peter-diamandis/posts/andrew-yang-ubi-before-uhi-solving-job-loss-and-the-future-of-work-236",
      "publication_date": "2026-03-04"
    },
    {
      "op": "CREATE_SOURCE_LOCATION",
      "ref": "snipd_trades_excerpt",
      "excerpt": "Andrew Yang agrees vocational routes deserve far more status because electricians, plumbers, and HVAC work remain much harder to automate than entry-level office jobs. He says America wrongly treated trades as second class while college grads may now get hit hardest by AI displacement.",
      "locator": {},
      "source_id": "snipd_yang_trades_2026",
      "excerpt_hash": "sha256:b8052c660318db4c0feb8ac77454ca9c33b270d2624b0925fdb19698e81b5e7f",
      "locator_type": "QUOTE"
    },
    {
      "op": "CREATE_SOURCE_LOCATION",
      "ref": "kazuha_trades_excerpt",
      "excerpt": "Andrew Yang argues that “robot plumbers” or HVAC repair bots are at least 10+ years away due to the high “friction” and unpredictability of home environments; skilled trades remain resilient to AI.",
      "locator": {},
      "source_id": "kazuha_yang_moonshots_2026",
      "excerpt_hash": "sha256:1de17a71b0805b81993028f41849d5ff9712b763d07c0057bd55d37d631b9af2",
      "locator_type": "QUOTE"
    },
    {
      "op": "CREATE_EVIDENCE",
      "ref": "snipd_trades_evidence",
      "statement": "A podcast summary attributes to Yang support for elevating vocational routes because skilled trades are harder to automate.",
      "observation_type": "DIRECT_TEXT",
      "source_location_id": "snipd_trades_excerpt"
    },
    {
      "op": "CREATE_EVIDENCE",
      "ref": "kazuha_trades_evidence",
      "statement": "An episode analysis attributes to Yang the view that home-service trades remain resilient because robots face physical unpredictability.",
      "observation_type": "DIRECT_TEXT",
      "source_location_id": "kazuha_trades_excerpt"
    },
    {
      "op": "LINK_EVIDENCE",
      "claim_id": "16c0625e-f4a7-83ac-a769-116b867c5eb2",
      "direction": "SUPPORT",
      "evidence_item_id": "snipd_trades_evidence",
      "interpretive_steps": 0,
      "relevance_strength": "STRONG"
    },
    {
      "op": "LINK_EVIDENCE",
      "claim_id": "16c0625e-f4a7-83ac-a769-116b867c5eb2",
      "direction": "SUPPORT",
      "evidence_item_id": "kazuha_trades_evidence",
      "interpretive_steps": 0,
      "relevance_strength": "MODERATE"
    }
  ],
  "outcome": "FOUND"
}

Rows created

• Source 8c8094af-e273-8d20-8049-32a10f3e1fc5
• Source dc10eff2-127b-825e-95bc-d705b91de825
• SourceLocation 301a1b58-5e60-84db-aa72-4beb9d7d8048
• SourceLocation a8c332a2-964a-8a58-98e1-49a4664c3fe4
• EvidenceItem 4802663f-b1b5-83ff-b48c-890cbfd0157a
• EvidenceItem c6d8a72c-20d2-8a4f-90d5-ba973c7468ca
• EvidenceClaimLink b32f3760-4ae3-8b6a-acfb-f099fc79963e (accepted seq 10267)
• EvidenceClaimLink 4e281d60-b4d3-81ad-8b4e-df2799a807df (accepted seq 10267)

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}