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"content": "#!\/usr\/bin\/env python3\n\"\"\"\nKI-System Document Pipeline\nMain orchestration script for document processing.\n\nUsage:\n python pipeline.py scan # Scan for new documents\n python pipeline.py process # Process queued documents\n python pipeline.py embed # Embed pending chunks\n python pipeline.py all # Full pipeline run\n python pipeline.py file <path> # Process single file\n\"\"\"\n\nimport json\nimport os\nimport sys\nimport time\nfrom pathlib import Path\n\nfrom analyze import analyze_document\nfrom chunk import chunk_by_structure\nfrom config import MAX_RETRIES, RETRY_BACKOFF_BASE\nfrom db import db\nfrom detect import queue_files, scan_directory\nfrom embed import embed_chunks, embed_pending_chunks\nfrom enrich import run_enrichment_step\nfrom extract import extract, get_full_text\nfrom vision import run_vision_step\n\n",
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