현재 작업 전체 반영

docs/phase3/dataset-export-manifest.md

@@ -140,8 +140,29 @@ Blocked fields:
 
 ## Operator Commands
 
-Generate the export only through an approved read-only reporting job. Until that job is
-implemented, use the manifest as a contract and mark exports `technical_dry_run`.
+Generate the export through the read-only dry-run exporter unless the data steward has
+approved writing `ds.*` rows. The default output is `technical_dry_run`; do not use
+`approved_for_recursive_learning_seed` unless consent, withdrawal, PII, legal/privacy,
+and IAA gates are all complete.
+
+Read-only dry-run export:
+
+```powershell
+$dbUrl = (Get-Content apps\api\.env -Encoding UTF8 | Where-Object { $_ -match '^DATABASE_URL=' } | Select-Object -First 1) -replace '^DATABASE_URL=', ''
+python scripts\export-recursive-dataset.py --database-url $dbUrl --output-root $root --limit 1000
+```
+
+Optional dataset table write for reviewer/gold workflow:
+
+```powershell
+python scripts\export-recursive-dataset.py --database-url $dbUrl --output-root $root --write-dataset
+```
+
+Approved export is blocked unless all gates are present:
+
+```powershell
+python scripts\export-recursive-dataset.py --database-url $dbUrl --output-root $root --export-status approved_for_recursive_learning_seed --allow-approved
+```
 
 Validate artifact presence and headers:
 
@@ -172,4 +193,3 @@ Get-FileHash "$root\03-export\anonymized_dataset.jsonl" -Algorithm SHA256
 - [ ] PII scan report is attached or referenced.
 - [ ] Agreement metrics match `02-measures/kpi_report.json`.
 - [ ] Export limitations state whether the file is gold data or a dry-run seed.
-