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| Scenario | Suggested Approach | |----------|--------------------| | | Wrap the driver in a SLURM job array, passing a slice of files ( --files-per-task ). | | Database back‑end | Instead of dumping JSON to disk, replace the merged dict with db.update(record_id, merged) . | | Web‑service endpoint | Expose the conversion routine via a small Flask/FastAPI app: POST /convert → body = legacy payload → response = minimal‑update JSON. | | Versioned API | Tag the conversion routine with a semantic version ( v2.1.0‑minupd ) and store the tag in a meta.version field inside each output file. | | Rollback capability | Keep the original raw file alongside a *.bak copy of the previous converted file. Use Git’s revert or a simple mv *.bak *.json to roll back. |

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"Minor update." This suggests a fix—perhaps a sync issue where the audio didn't quite match the lips, or a typo in the subtitles was corrected. 2. The Era of Manual Love | | Versioned API | Tag the conversion

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