Evidence First

3-Gate AI Research Workflow

Final Descript video No automatic verdict
1 Intake Source + claim
2 Extract Evidence verbatim
3 Gate 1 Completeness
4 Gate 2 Extraction vs interpretation
5 Gate 3 Contradiction detection
6 Review Human judgment

Evidence Intake

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Source Date Claim Evidence Recency Scope Version Status

Human Review Queue

Unresolved contradictions and evidence gaps are queued for a person.

No unresolved review items in this scenario.

Audit Timeline

Every gate records what happened without turning flags into verdicts.

    Human Review