{
    "action": "tool_call",
    "reasoning": "I have good evidence on numeric outliers and duplicates. Now I need to check for inconsistent formats and mixed units in key text fields. Let me examine the format consistency of critical columns like Training dataset size (which the card shows as VARCHAR, suggesting mixed formats), Parameters notes, Training compute notes, and other fields that might contain unit inconsistencies.",
    "tool": "query_sql",
    "purpose": "Check for format inconsistencies in dataset size field and identify mixed unit patterns",
    "args": {
        "sql": "SELECT \"Training dataset size (total)\" as dataset_size, COUNT(*) as count FROM raw.all_ai_models WHERE \"Training dataset size (total)\" IS NOT NULL GROUP BY \"Training dataset size (total)\" ORDER BY count DESC LIMIT 50",
        "source": "raw"
    }
}