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-- the resulting CSV in `pipeline/01_detect_language.py` and in -- `pipeline/07_final_output.py`. -- Expected output columns: raw_affiliation_string_id, institution ...

This environment simulates database reliability engineering workflows where an agent must debug, optimize, and submit a fixed SQL query against live SQLite databases across three task levels.