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- Add engagement rule: respond when engaged=yes/mention/reply (not silent) - Add explicit purchase rules: classify as candidate when realistic items + amount - Add fantastical purchase rule: respond with chat_reply (playful), not silent - Add payment classification rules - Simplify prompt structure for clarity