LLMs as production extraction infrastructure: rule-vs-LLM triage, validated structured outputs, cost-capped model routing, a measured precision/recall eval + vendor-drift detection, entity resolution, and an Airflow 3 ETL DAG. Runs fully offline.
python airflow etl entity-resolution extraction data-engineering eval observability deduplication cost-optimization pydantic instructor model-drift llm llmops prompt-versioning structured-outputs rule-vs-llm
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Updated
Jul 1, 2026 - Python