{
    "action": "tool_call",
    "reasoning": "The earlier reply was not a valid action and cited numbers I have no evidence for. I'm restarting from the data with a sample of rows, leaving out Monthly_Income because it is PII, so the rendered table can ground what I say.",
    "tool": "query_sql",
    "args": {
        "sql": "SELECT User_ID, Age, Gender, Country, User_Type, Education_Level, Profession, AI_Tool, AI_Purpose, AI_Usage_Hours_Per_Day, Monthly_AI_Cost, Productivity_Score, Accuracy_Rating, Satisfaction_Score, Time_Saved_Hours_Per_Week, Would_Recommend FROM raw.AI_Usage_and_Impact_on_Students_and_Professionals USING SAMPLE 15 ROWS",
        "purpose": "Pull a representative sample of 15 rows, excluding the PII income column",
        "source": "raw"
    }
}