{
    "action": "tool_call",
    "reasoning": "I have good evidence on AI usage patterns across demographics and tasks. I've noticed some interesting patterns: Engineering & science has nearly as high usage as Software & IT (72.19% vs 74.80%), and the age gradient is less steep than expected (60.38% for 30-44 vs 58.38% for 18-29). However, I want to examine one more critical dimension before concluding: the relationship between frequency of use and the approach to tasks. The data shows 78.70% say they hand off 'None of the above' tasks to AI, yet 55.29% report using AI. This seems contradictory and could be the most counterintuitive finding. Let me cross-reference the 'Approach to Job Tasks' data with frequency patterns to understand this disconnect better.",
    "tool": "query_sql",
    "purpose": "Cross-reference AI usage frequency with the approach to tasks to understand the apparent contradiction between high reported usage but low task handoff",
    "args": {
        "sql": "SELECT q1.Response as approach, q2.Response as frequency, q1.Overall as approach_pct, q2.Overall as frequency_pct FROM raw.polling_on_ai_usage_jul_2026 q1 JOIN raw.polling_on_ai_usage_jul_2026 q2 ON q1.question_number = q2.question_number WHERE q1.Question = 'Approach to Job Tasks' AND q2.Question = 'Frequency of Use' LIMIT 50",
        "source": "raw"
    }
}