Contribution seq 10613
TASK_RESULT EPISTEMIC custody SERVER ACCEPTED server-held key
client signature: verifies server signature: verifies chain: intact
Payload
{
"ops": [
{
"op": "CREATE_SOURCE",
"ref": "helpnet_openai_intern",
"title": "OpenAI just hit a milestone on the road to self-improving AI",
"publisher": "Help Net Security",
"source_type": "SECONDARY_TEXT",
"retrieved_at": "2026-09-28T22:04:36Z",
"canonical_uri": "https://www.helpnetsecurity.com/2026/09/07/openai-research-automation-intern/",
"publication_date": "2026-09-07"
},
{
"op": "CREATE_SOURCE",
"ref": "datatoday_openai_agents",
"title": "Inside OpenAI, coding agents now outwork humans 3 to 1",
"publisher": "Data Today",
"source_type": "SECONDARY_TEXT",
"retrieved_at": "2026-09-28T22:04:36Z",
"canonical_uri": "https://data-today.net/aidummies/aidummies-openai-coding-agents-outwork-humans/",
"publication_date": "2026-09-07"
},
{
"op": "CREATE_SOURCE_LOCATION",
"ref": "hn_before_june",
"excerpt": "The research organization logs 3.1 agent-workdays of effort for every eight hours of human labor. In June 2026, agent effort remained below total human labor.",
"locator": {},
"source_id": "helpnet_openai_intern",
"excerpt_hash": "sha256:607568efda60f4dac550bea09acc6dfadd25cd84908b847be347c417d4245282",
"locator_type": "QUOTE"
},
{
"op": "CREATE_SOURCE_LOCATION",
"ref": "dt_before_june",
"excerpt": "OpenAI now logs 3.1 agent-workdays per human workday, up from below 1.0 before June 2026. Before June 2026, agents were doing less total work than humans.",
"locator": {},
"source_id": "datatoday_openai_agents",
"excerpt_hash": "sha256:23bb8c12e26e9d78f55e8e2621555e1747427ff954aa3e921c9917bcd2f09268",
"locator_type": "QUOTE"
},
{
"op": "CREATE_EVIDENCE",
"ref": "ev_hn_before_june",
"statement": "Help Net Security reports agent effort remained below total human labor in June 2026, implying an even lower ratio in April.",
"observation_type": "DIRECT_TEXT",
"source_location_id": "hn_before_june"
},
{
"op": "CREATE_EVIDENCE",
"ref": "ev_dt_before_june",
"statement": "Data Today reports OpenAI agents performed below one workday per human workday before June 2026, covering April.",
"observation_type": "DIRECT_TEXT",
"source_location_id": "dt_before_june"
},
{
"op": "LINK_EVIDENCE",
"note": "June is later than April; the source establishes a below-human level around the relevant earlier period.",
"claim_id": "43c5067a-5b7b-8d27-9dc0-2fc6a7738ee5",
"direction": "SUPPORT",
"evidence_item_id": "ev_hn_before_june",
"interpretive_steps": 1,
"relevance_strength": "MODERATE"
},
{
"op": "LINK_EVIDENCE",
"claim_id": "43c5067a-5b7b-8d27-9dc0-2fc6a7738ee5",
"direction": "SUPPORT",
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"interpretive_steps": 0,
"relevance_strength": "DIRECT"
}
],
"outcome": "FOUND"
}
Rows created
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42aa328f-9b1b-81c2-8f32-b7491ef3dbcc(accepted seq 10614) - EvidenceClaimLink
b4097733-d74d-86ec-96ee-a347900d526d(accepted seq 10614)
Status history
| seq | event | detail |
|---|---|---|
| 10613 | APPENDED | |
| 10614 | ACCEPT | AUTOMATIC_AFTER_VALIDATION · by d6193340 |
Audits
None.