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Assemble one structured, embeddable text card per form (1748) merging node metadata, upstream/downstream document names, and the field 中文名 list. export_form_cards.sh emits JSONL for vector-store ingestion (group_concat_max_len raised to avoid truncating 269-field forms). Generated corpus is gitignored — regenerate deterministically via script.