prompt.content: <|im_start|>system
  You are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action and action argument are enclosed within <think> </think> and <answer> </answer> tags, respectively, i.e., <think>reasoning process here</think><answer>predicted action and action argument here</answer>.
  <|im_end|>
  <|im_start|>user
  You are given a customer behavior trajectory on Amazon. This trajectory include the customer long-term information (enclosed between <|memory_start|> and <|memory_end|>), previous actions the customer has taken with timestamps (enclosed between <|action_start|> and <|action_end|>), and current observations describing what the customer sees on Amazon (e.g., a search results page, a product detail page) (enclosed between <|observation_start|> and <|observation_end|>). 
  Now your task is to predict the immediate next action and action argument (i.e., input_text, product_asin, or click_type) of this shopper by analyzing shopper shopping behaviors. The available action space and action argument space are provided between <|actionspace_start|> and <|actionspace_end|> to help guide your prediction. Please first analyze the customer's behavior patterns within the  <think> </think> section, then provide your prediction within the <answer> </answer> section, ensuring your prediction falls within the specified action and argument spaces. 
  
  <|actionspace_start|>
  Available actions are represented in JSON format. There are four primary action types with their corresponding action arguments:
  1. input:
  Action: Type text into an input field to search for a specific product. 
  Action Argument: the input_text is the specific text entered by the customer.
  {
  "timestamp": "timestamp",
  "action": "input",
  "action_argument": "input_text",
  }
  
  2. click:
  Action: Click on a UI interface button or clickable element on the Amazon website.
  Action Argument: The clickable_name is one of the UI interface buttons or clickable elements including "review", "search", "product_option", "other", "nav_bar", "quantity", "page_related", "suggested_term", "cart_side_bar", "cart_page_select", and "filter". Select one of these buttons or clickable elements as action argument.
  {
  "timestamp": "timestamp",
  "action": "click",
  "action_argument": "clickable_name",
  }
  
  3. click_product:
  Action: Click on product links or product images.
  Action Argument: the Amazon Standard Identification Number (i.e., product_asin) of the clicked product.
  {
  "timestamp": "timestamp",
  "action": "click_product",
  "action_argument": "product_asin",
  }
  
  4. purchase:
  Action: indicate intent to purchase by clicking on any purchase-related button. This includes clicking "Add to Cart", "Buy Now", "Set Subscription", or "Checkout" buttons for specific products. 
  Action Argument: the Amazon Standard Identification Number (i.e., product_asin) of the product being purchased.
  {
  "timestamp": "timestamp",
  "action": "purchase",
  "action_argument": "product_asin",
  }
  <|actionspace_end|>
  
  <|memory_start|>
  {"timestamp": "2025-04-08T00:57:42.809Z", "action": "click", "action_argument": "product_option"}
  {"timestamp": "2025-04-08T00:57:49.496Z", "action": "click", "action_argument": "product_option"}
  {"timestamp": "2025-04-08T00:58:05.075Z", "action": "click", "action_argument": "other"}
  {"timestamp": "2025-04-08T00:58:15.282Z", "action": "click", "action_argument": "other"}
  {"timestamp": "2025-04-08T01:01:24.209Z", "action": "click", "action_argument": "cart_side_bar"}
  {"timestamp": "2025-04-08T01:01:41.178Z", "action": "click", "action_argument": "quantity"}
  {"timestamp": "2025-04-08T01:01:45.355Z", "action": "click", "action_argument": "cart_side_bar"}
  {"timestamp": "2025-04-08T01:02:01.903Z", "action": "click", "action_argument": "cart_side_bar"}
  {"timestamp": "2025-04-08T01:02:18.591Z", "action": "click", "action_argument": "cart_side_bar"}
  {"timestamp": "2025-04-08T02:15:04.238Z", "action": "click", "action_argument": "nav_bar"}
  {"timestamp": "2025-04-08T02:17:00.105Z", "action": "input", "action_argument": "64g ddr5 6000 c28"}
  {"timestamp": "2025-04-08T02:17:00.261Z", "action": "click", "action_argument": "search"}
  {"timestamp": "2025-04-08T02:19:08.786Z", "action": "purchase", "action_argument": "B0F1RKXGXZ"}
  {"timestamp": "2025-04-08T02:19:31.772Z", "action": "click", "action_argument": "cart_side_bar"}
  {"timestamp": "2025-04-08T02:19:45.713Z", "action": "click", "action_argument": "other"}
  {"timestamp": "2025-04-08T02:21:18.394Z", "action": "click", "action_argument": "review"}
  {"timestamp": "2025-04-08T02:21:21.608Z", "action": "click", "action_argument": "review"}
  {"timestamp": "2025-04-08T02:21:25.275Z", "action": "click", "action_argument": "review"}
  {"timestamp": "2025-04-08T02:21:26.191Z", "action": "click", "action_argument": "review"}
  {"timestamp": "2025-04-08T02:21:28.350Z", "action": "click", "action_argument": "review"}
  {"timestamp": "2025-04-08T02:21:29.933Z", "action": "click", "action_argument": "review"}
  {"timestamp": "2025-04-08T02:21:30.443Z", "action": "click", "action_argument": "review"}
  {"timestamp": "2025-04-08T02:21:31.927Z", "action": "click", "action_argument": "review"}
  {"timestamp": "2025-04-08T02:21:33.683Z", "action": "click", "action_argument": "review"}
  {"timestamp": "2025-04-08T02:21:34.680Z", "action": "click", "action_argument": "review"}
  {"timestamp": "2025-04-08T02:21:35.963Z", "action": "click", "action_argument": "review"}
  {"timestamp": "2025-04-08T02:23:18.610Z", "action": "click", "action_argument": "cart_side_bar"}
  {"timestamp": "2025-04-08T02:23:28.599Z", "action": "click", "action_argument": "quantity"}
  {"timestamp": "2025-04-08T02:26:56.211Z", "action": "click", "action_argument": "cart_side_bar"}
  {"timestamp": "2025-04-08T02:29:21.488Z", "action": "click", "action_argument": "cart_side_bar"}
  {"timestamp": "2025-04-08T02:34:14.523Z", "action": "click", "action_argument": "cart_side_bar"}
  {"timestamp": "2025-04-08T02:34:33.446Z", "action": "click", "action_argument": "other"}
  {"timestamp": "2025-04-08T02:35:48.474Z", "action": "click", "action_argument": "cart_side_bar"}
  {"timestamp": "2025-04-08T02:35:56.742Z", "action": "click", "action_argument": "review"}
  {"timestamp": "2025-04-08T02:35:57.371Z", "action": "click", "action_argument": "cart_side_bar"}
  {"timestamp": "2025-04-08T02:36:09.673Z", "action": "click", "action_argument": "other"}
  {"timestamp": "2025-04-08T02:36:39.843Z", "action": "click", "action_argument": "product_option"}
  {"timestamp": "2025-04-08T02:37:33.721Z", "action": "click", "action_argument": "review"}
  {"timestamp": "2025-04-08T02:37:44.693Z", "action": "click", "action_argument": "cart_side_bar"}
  {"timestamp": "2025-04-08T02:37:54.176Z", "action": "click", "action_argument": "product_option"}
  {"timestamp": "2025-04-10T19:30:39.975Z", "action": "input", "action_argument": "Oyster knives"}
  {"timestamp": "2025-04-10T19:30:40.082Z", "action": "click", "action_argument": "search"}
  {"timestamp": "2025-04-10T19:30:45.170Z", "action": "input", "action_argument": "Oyster knives "}
  {"timestamp": "2025-04-10T19:30:45.273Z", "action": "click", "action_argument": "suggested_term"}
  {"timestamp": "2025-04-10T19:32:24.904Z", "action": "click_product", "action_argument": "B07L9QTLNQ"}
  {"timestamp": "2025-04-10T19:33:12.574Z", "action": "purchase", "action_argument": "B07L9QTLNQ"}
  {"timestamp": "2025-04-10T19:34:50.830Z", "action": "click", "action_argument": "nav_bar"}
  {"timestamp": "2025-04-10T19:54:51.255Z", "action": "input", "action_argument": "sofa side table"}
  {"timestamp": "2025-04-10T19:54:51.401Z", "action": "click", "action_argument": "search"}
  {"timestamp": "2025-04-10T19:55:59.561Z", "action": "click", "action_argument": "product_option"}
  {"timestamp": "2025-04-10T19:59:11.062Z", "action": "click", "action_argument": "search"}
  {"timestamp": "2025-04-10T19:59:15.612Z", "action": "input", "action_argument": "94.4\" Extra Long Console Table"}
  {"timestamp": "2025-04-10T19:59:15.713Z", "action": "click", "action_argument": "search"}
  {"timestamp": "2025-04-10T19:59:55.511Z", "action": "click_product", "action_argument": "B0DF25TNCG"}
  {"timestamp": "2025-04-10T20:00:16.052Z", "action": "click_product", "action_argument": "B00QMNTMXA"}
  {"timestamp": "2025-04-10T20:01:36.649Z", "action": "click", "action_argument": "search"}
  {"timestamp": "2025-04-10T20:01:58.858Z", "action": "click_product", "action_argument": ""}
  {"timestamp": "2025-04-10T20:02:08.926Z", "action": "click", "action_argument": "product_option"}
  {"timestamp": "2025-04-10T20:02:18.498Z", "action": "click", "action_argument": "product_option"}
  {"timestamp": "2025-04-10T20:02:22.323Z", "action": "click", "action_argument": "product_option"}
  {"timestamp": "2025-04-10T20:02:28.834Z", "action": "click", "action_argument": "product_option"}
  {"timestamp": "2025-04-10T20:02:42.127Z", "action": "click", "action_argument": "product_option"}
  {"timestamp": "2025-04-10T20:04:33.353Z", "action": "input", "action_argument": "sofa backside table"}
  {"timestamp": "2025-04-10T20:04:33.501Z", "action": "click", "action_argument": "search"}
  {"timestamp": "2025-04-10T20:09:17.991Z", "action": "click_product", "action_argument": "B0DF25TNCG"}
  {"timestamp": "2025-04-10T20:15:15.031Z", "action": "purchase", "action_argument": "B0DF25TNCG"}
  {"timestamp": "2025-04-11T03:55:26.969Z", "action": "input", "action_argument": "table"}
  {"timestamp": "2025-04-11T03:55:27.181Z", "action": "click", "action_argument": "search"}
  {"timestamp": "2025-04-11T03:55:54.125Z", "action": "click", "action_argument": "search"}
  {"timestamp": "2025-04-11T03:55:57.433Z", "action": "click", "action_argument": "search"}
  {"timestamp": "2025-04-11T03:56:12.058Z", "action": "click_product", "action_argument": "B0BRVC7Y7W"}
  {"timestamp": "2025-04-11T04:02:31.199Z", "action": "click", "action_argument": "other"}
  {"timestamp": "2025-04-11T04:02:31.268Z", "action": "click", "action_argument": "other"}
  {"timestamp": "2025-04-11T05:06:35.159Z", "action": "input", "action_argument": "key "}
  {"timestamp": "2025-04-11T05:06:35.258Z", "action": "click", "action_argument": "suggested_term"}
  {"timestamp": "2025-04-11T05:06:59.769Z", "action": "click", "action_argument": "search"}
  {"timestamp": "2025-04-11T05:07:11.914Z", "action": "click", "action_argument": "search"}
  {"timestamp": "2025-04-14T05:04:57.747Z", "action": "click", "action_argument": "nav_bar"}
  {"timestamp": "2025-04-14T05:08:52.892Z", "action": "input", "action_argument": "charger station"}
  {"timestamp": "2025-04-14T05:10:37.621Z", "action": "click", "action_argument": "search"}
  {"timestamp": "2025-04-14T05:10:47.506Z", "action": "click", "action_argument": "search"}
  {"timestamp": "2025-04-14T05:10:55.956Z", "action": "click", "action_argument": "search"}
  {"timestamp": "2025-04-14T05:12:37.584Z", "action": "input", "action_argument": "plug box"}
  {"timestamp": "2025-04-14T05:12:42.134Z", "action": "click", "action_argument": "search"}
  {"timestamp": "2025-04-14T05:12:42.825Z", "action": "click", "action_argument": "search"}
  {"timestamp": "2025-04-14T05:12:50.063Z", "action": "input", "action_argument": "vga to "}
  {"timestamp": "2025-04-14T05:12:50.144Z", "action": "click", "action_argument": "suggested_term"}
  {"timestamp": "2025-04-14T05:14:43.724Z", "action": "click_product", "action_argument": "B0898C42NW"}
  {"timestamp": "2025-04-14T05:16:22.264Z", "action": "purchase", "action_argument": "B0898C42NW"}
  <|memory_end|>
  
  <|action_start|>
  {"timestamp": "2025-04-14T05:20:35.488Z", "action": "click", "action_argument": "other"}
  {"timestamp": "2025-04-14T05:20:59.727Z", "action": "click", "action_argument": "other"}
  {"timestamp": "2025-04-14T05:22:42.859Z", "action": "input", "action_argument": "box"}
  {"timestamp": "2025-04-14T05:22:43.028Z", "action": "click", "action_argument": "search"}
  {"timestamp": "2025-04-14T05:22:48.649Z", "action": "click", "action_argument": "search"}
  {"timestamp": "2025-04-14T05:23:00.596Z", "action": "input", "action_argument": "plug box"}
  {"timestamp": "2025-04-14T05:23:00.700Z", "action": "click", "action_argument": "suggested_term"}
  {"timestamp": "2025-04-14T05:23:45.573Z", "action": "click", "action_argument": "search"}
  {"timestamp": "2025-04-14T05:23:45.735Z", "action": "click", "action_argument": "search"}
  {"timestamp": "2025-04-14T05:23:49.564Z", "action": "click", "action_argument": "search"}
  {"timestamp": "2025-04-14T05:24:29.980Z", "action": "click_product", "action_argument": "B07RCNB2L3"}
  {"timestamp": "2025-04-14T05:25:20.526Z", "action": "click", "action_argument": "review"}
  {"timestamp": "2025-04-14T05:26:04.314Z", "action": "click", "action_argument": "other"}
  {"timestamp": "2025-04-14T05:26:05.596Z", "action": "click", "action_argument": "other"}
  {"timestamp": "2025-04-14T05:27:25.871Z", "action": "click", "action_argument": "other"}
  {"timestamp": "2025-04-14T05:27:26.495Z", "action": "click", "action_argument": "other"}
  {"timestamp": "2025-04-14T05:28:07.797Z", "action": "click", "action_argument": "other"}
  {"timestamp": "2025-04-14T05:28:08.794Z", "action": "click", "action_argument": "other"}
  <|action_end|>
  
  <|observation_start|>
  Your context will be the JSON string containing page metadata of the Amazon page you are looking at. This Amazon page is the context you observed after performing your last action.
  "search_term": [{"term": ""}],
  "cart_items": [{"title": "Nivea Cellular Luminous 630\u00b0 Anti Dark-Spot Advanced Treatment Serum - 30ml", "asin": "B08W9C17SZ", "price": "$20.10", "quantity": "1"},
  {"title": "ASUS ROG Loki SFX-L 1200W Titanium PC Power Supply (Modular, 80+ Titanium, 135mm PWM Axial Fan, Aura Sync RGB, ATX 3.0, PCIe 5.0 Ready)", "asin": "B0CSFT73DH", "price": "$321.16", "quantity": "1"},
  {"title": "SAMSUNG 990 PRO Series - 2TB PCIe Gen4. X4 NVMe 2.0c - M.2 Internal SSD (MZ-V9P2T0B/AM)", "asin": "B0BHJJ9Y77", "price": "$169.99", "quantity": "1"},
  {"title": "ThxToms ESD Anti Static Gloves, High Resistance Carbon Fiber Computer Gloves, Large 1 Pair", "asin": "B01DP6RQYI", "price": "$6.99", "quantity": "1"},
  {"title": "STREBITO Electronics Precision Screwdriver Sets 142-Piece with 120 Bits Magnetic Repair Tool Kit for iPhone, MacBook, Computer, Laptop, PC, Tablet, PS4, Xbox, Nintendo, Game Console", "asin": "B08SGM6F79", "price": "$27.99", "quantity": "1"},
  {"title": "Noctua 360mm AIO Upgrade Bundle (3X NF-A12x25 PWM chromax.Black.swap 120mm Fans Plus 1x NT-H2 Thermal Paste)", "asin": "B09J91SVLF", "price": "$106.95"}],
  "product_details": [{"asin": "B09XYYMJ9D"},
  {"title": "Kasa Smart Motion Sensor Switch, Single Pole, Needs Neutral Wire, 2.4GHz Wi-Fi Light Switch, Works with Alexa & Google Assistant, UL Certified, No Hub Required(KS200MP2),White,2-Pack"},
  {"price": "$34.99"},
  {"bullet_list": "\u3010Advanced Motion Detection\u3011Completely hands-free and smart operation of your connected lights. The switch automatically turns lights on when motion is detected and turns off after a preset time. Ideal for areas such as bedrooms, hallways and restrooms where hands-free operation is ideal. \u3010Daylight Detection\u3011Smart ambient light detection will sense daylight and prevent lights from turning on during the day. \u3010Smart Mode & Away Mode\u3011Set different light triggers based on your routine for effortless control. Automatically turns devices on and off at different times to give the appearance that someone is home. \u3010Works w/ All Bulb Types\u3011600W Incandescent/Halogen, 300W CFL/MLV/ELV \u3010Voice & App Control\u3011Manage your device with voice commands via Amazon Alexa, Google Assistant, or Samsung SmartThings. Hands-free operation of your lights from anywhere through the free Kasa app. \u3010Trusted & Reliable\u3011The KS200M is UL certified, meaning rigorous testing is done for safety and certified by a 3rd party laboratory. Includes our industry leading 2-year warranty. Kasa is trusted by over 7 million users worldwide. \u3010Kasa Smart Action\u3011A part of the Kasa Smart Ecosystem, the switch works with other Kasa devices, so you can set smart actions, and groupings with your other Kasa devices. \u3010App-Guided Setup\u3011Neutral wire is required, standard wall plate size. No need to understand complex switch wiring or master vs auxiliary switch configurations; The Kasa app guides you through easy step by step installation. Need 2.4GHz Wi-Fi connection."}],
  "product_quantity": [{"quantity": "1"},
  {"quantity": "1 "}],
  "product_options": [{"Style": "Motion Sensor"},
  {"Size": "2-Pack"}]
  <|observation_end|>
  
  # Output Format
  Please provide your final answer in JSON format within <answer></answer> tags using the following schema (Note that the thinking process should be within 250 words and give enough output space for final answer):
  "<answer>
  {
  "timestamp": "2025-04-14T05:28:10.730Z", // the timestamp when this action occurs.
  "action": "string", // select one plausible action from: input, click_product, purchase, or click.
  "acion_argument": "string", // select appropriate value based on action type: input_text, product_asin, clickable_name.
  }
  </answer>"
  
  <|im_end|>
  <|im_start|>assistant
  <think>
  
prompt.role: user
question: <|im_start|>system
  You are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action and action argument are enclosed within <think> </think> and <answer> </answer> tags, respectively, i.e., <think>reasoning process here</think><answer>predicted action and action argument here</answer>.
  <|im_end|>
  <|im_start|>user
  You are given a customer behavior trajectory on Amazon. This trajectory include the customer long-term information (enclosed between <|memory_start|> and <|memory_end|>), previous actions the customer has taken with timestamps (enclosed between <|action_start|> and <|action_end|>), and current observations describing what the customer sees on Amazon (e.g., a search results page, a product detail page) (enclosed between <|observation_start|> and <|observation_end|>). 
  Now your task is to predict the immediate next action and action argument (i.e., input_text, product_asin, or click_type) of this shopper by analyzing shopper shopping behaviors. The available action space and action argument space are provided between <|actionspace_start|> and <|actionspace_end|> to help guide your prediction. Please first analyze the customer's behavior patterns within the  <think> </think> section, then provide your prediction within the <answer> </answer> section, ensuring your prediction falls within the specified action and argument spaces. 
  
  <|actionspace_start|>
  Available actions are represented in JSON format. There are four primary action types with their corresponding action arguments:
  1. input:
  Action: Type text into an input field to search for a specific product. 
  Action Argument: the input_text is the specific text entered by the customer.
  {
  "timestamp": "timestamp",
  "action": "input",
  "action_argument": "input_text",
  }
  
  2. click:
  Action: Click on a UI interface button or clickable element on the Amazon website.
  Action Argument: The clickable_name is one of the UI interface buttons or clickable elements including "review", "search", "product_option", "other", "nav_bar", "quantity", "page_related", "suggested_term", "cart_side_bar", "cart_page_select", and "filter". Select one of these buttons or clickable elements as action argument.
  {
  "timestamp": "timestamp",
  "action": "click",
  "action_argument": "clickable_name",
  }
  
  3. click_product:
  Action: Click on product links or product images.
  Action Argument: the Amazon Standard Identification Number (i.e., product_asin) of the clicked product.
  {
  "timestamp": "timestamp",
  "action": "click_product",
  "action_argument": "product_asin",
  }
  
  4. purchase:
  Action: indicate intent to purchase by clicking on any purchase-related button. This includes clicking "Add to Cart", "Buy Now", "Set Subscription", or "Checkout" buttons for specific products. 
  Action Argument: the Amazon Standard Identification Number (i.e., product_asin) of the product being purchased.
  {
  "timestamp": "timestamp",
  "action": "purchase",
  "action_argument": "product_asin",
  }
  <|actionspace_end|>
  
  <|memory_start|>
  {"timestamp": "2025-04-08T00:57:42.809Z", "action": "click", "action_argument": "product_option"}
  {"timestamp": "2025-04-08T00:57:49.496Z", "action": "click", "action_argument": "product_option"}
  {"timestamp": "2025-04-08T00:58:05.075Z", "action": "click", "action_argument": "other"}
  {"timestamp": "2025-04-08T00:58:15.282Z", "action": "click", "action_argument": "other"}
  {"timestamp": "2025-04-08T01:01:24.209Z", "action": "click", "action_argument": "cart_side_bar"}
  {"timestamp": "2025-04-08T01:01:41.178Z", "action": "click", "action_argument": "quantity"}
  {"timestamp": "2025-04-08T01:01:45.355Z", "action": "click", "action_argument": "cart_side_bar"}
  {"timestamp": "2025-04-08T01:02:01.903Z", "action": "click", "action_argument": "cart_side_bar"}
  {"timestamp": "2025-04-08T01:02:18.591Z", "action": "click", "action_argument": "cart_side_bar"}
  {"timestamp": "2025-04-08T02:15:04.238Z", "action": "click", "action_argument": "nav_bar"}
  {"timestamp": "2025-04-08T02:17:00.105Z", "action": "input", "action_argument": "64g ddr5 6000 c28"}
  {"timestamp": "2025-04-08T02:17:00.261Z", "action": "click", "action_argument": "search"}
  {"timestamp": "2025-04-08T02:19:08.786Z", "action": "purchase", "action_argument": "B0F1RKXGXZ"}
  {"timestamp": "2025-04-08T02:19:31.772Z", "action": "click", "action_argument": "cart_side_bar"}
  {"timestamp": "2025-04-08T02:19:45.713Z", "action": "click", "action_argument": "other"}
  {"timestamp": "2025-04-08T02:21:18.394Z", "action": "click", "action_argument": "review"}
  {"timestamp": "2025-04-08T02:21:21.608Z", "action": "click", "action_argument": "review"}
  {"timestamp": "2025-04-08T02:21:25.275Z", "action": "click", "action_argument": "review"}
  {"timestamp": "2025-04-08T02:21:26.191Z", "action": "click", "action_argument": "review"}
  {"timestamp": "2025-04-08T02:21:28.350Z", "action": "click", "action_argument": "review"}
  {"timestamp": "2025-04-08T02:21:29.933Z", "action": "click", "action_argument": "review"}
  {"timestamp": "2025-04-08T02:21:30.443Z", "action": "click", "action_argument": "review"}
  {"timestamp": "2025-04-08T02:21:31.927Z", "action": "click", "action_argument": "review"}
  {"timestamp": "2025-04-08T02:21:33.683Z", "action": "click", "action_argument": "review"}
  {"timestamp": "2025-04-08T02:21:34.680Z", "action": "click", "action_argument": "review"}
  {"timestamp": "2025-04-08T02:21:35.963Z", "action": "click", "action_argument": "review"}
  {"timestamp": "2025-04-08T02:23:18.610Z", "action": "click", "action_argument": "cart_side_bar"}
  {"timestamp": "2025-04-08T02:23:28.599Z", "action": "click", "action_argument": "quantity"}
  {"timestamp": "2025-04-08T02:26:56.211Z", "action": "click", "action_argument": "cart_side_bar"}
  {"timestamp": "2025-04-08T02:29:21.488Z", "action": "click", "action_argument": "cart_side_bar"}
  {"timestamp": "2025-04-08T02:34:14.523Z", "action": "click", "action_argument": "cart_side_bar"}
  {"timestamp": "2025-04-08T02:34:33.446Z", "action": "click", "action_argument": "other"}
  {"timestamp": "2025-04-08T02:35:48.474Z", "action": "click", "action_argument": "cart_side_bar"}
  {"timestamp": "2025-04-08T02:35:56.742Z", "action": "click", "action_argument": "review"}
  {"timestamp": "2025-04-08T02:35:57.371Z", "action": "click", "action_argument": "cart_side_bar"}
  {"timestamp": "2025-04-08T02:36:09.673Z", "action": "click", "action_argument": "other"}
  {"timestamp": "2025-04-08T02:36:39.843Z", "action": "click", "action_argument": "product_option"}
  {"timestamp": "2025-04-08T02:37:33.721Z", "action": "click", "action_argument": "review"}
  {"timestamp": "2025-04-08T02:37:44.693Z", "action": "click", "action_argument": "cart_side_bar"}
  {"timestamp": "2025-04-08T02:37:54.176Z", "action": "click", "action_argument": "product_option"}
  {"timestamp": "2025-04-10T19:30:39.975Z", "action": "input", "action_argument": "Oyster knives"}
  {"timestamp": "2025-04-10T19:30:40.082Z", "action": "click", "action_argument": "search"}
  {"timestamp": "2025-04-10T19:30:45.170Z", "action": "input", "action_argument": "Oyster knives "}
  {"timestamp": "2025-04-10T19:30:45.273Z", "action": "click", "action_argument": "suggested_term"}
  {"timestamp": "2025-04-10T19:32:24.904Z", "action": "click_product", "action_argument": "B07L9QTLNQ"}
  {"timestamp": "2025-04-10T19:33:12.574Z", "action": "purchase", "action_argument": "B07L9QTLNQ"}
  {"timestamp": "2025-04-10T19:34:50.830Z", "action": "click", "action_argument": "nav_bar"}
  {"timestamp": "2025-04-10T19:54:51.255Z", "action": "input", "action_argument": "sofa side table"}
  {"timestamp": "2025-04-10T19:54:51.401Z", "action": "click", "action_argument": "search"}
  {"timestamp": "2025-04-10T19:55:59.561Z", "action": "click", "action_argument": "product_option"}
  {"timestamp": "2025-04-10T19:59:11.062Z", "action": "click", "action_argument": "search"}
  {"timestamp": "2025-04-10T19:59:15.612Z", "action": "input", "action_argument": "94.4\" Extra Long Console Table"}
  {"timestamp": "2025-04-10T19:59:15.713Z", "action": "click", "action_argument": "search"}
  {"timestamp": "2025-04-10T19:59:55.511Z", "action": "click_product", "action_argument": "B0DF25TNCG"}
  {"timestamp": "2025-04-10T20:00:16.052Z", "action": "click_product", "action_argument": "B00QMNTMXA"}
  {"timestamp": "2025-04-10T20:01:36.649Z", "action": "click", "action_argument": "search"}
  {"timestamp": "2025-04-10T20:01:58.858Z", "action": "click_product", "action_argument": ""}
  {"timestamp": "2025-04-10T20:02:08.926Z", "action": "click", "action_argument": "product_option"}
  {"timestamp": "2025-04-10T20:02:18.498Z", "action": "click", "action_argument": "product_option"}
  {"timestamp": "2025-04-10T20:02:22.323Z", "action": "click", "action_argument": "product_option"}
  {"timestamp": "2025-04-10T20:02:28.834Z", "action": "click", "action_argument": "product_option"}
  {"timestamp": "2025-04-10T20:02:42.127Z", "action": "click", "action_argument": "product_option"}
  {"timestamp": "2025-04-10T20:04:33.353Z", "action": "input", "action_argument": "sofa backside table"}
  {"timestamp": "2025-04-10T20:04:33.501Z", "action": "click", "action_argument": "search"}
  {"timestamp": "2025-04-10T20:09:17.991Z", "action": "click_product", "action_argument": "B0DF25TNCG"}
  {"timestamp": "2025-04-10T20:15:15.031Z", "action": "purchase", "action_argument": "B0DF25TNCG"}
  {"timestamp": "2025-04-11T03:55:26.969Z", "action": "input", "action_argument": "table"}
  {"timestamp": "2025-04-11T03:55:27.181Z", "action": "click", "action_argument": "search"}
  {"timestamp": "2025-04-11T03:55:54.125Z", "action": "click", "action_argument": "search"}
  {"timestamp": "2025-04-11T03:55:57.433Z", "action": "click", "action_argument": "search"}
  {"timestamp": "2025-04-11T03:56:12.058Z", "action": "click_product", "action_argument": "B0BRVC7Y7W"}
  {"timestamp": "2025-04-11T04:02:31.199Z", "action": "click", "action_argument": "other"}
  {"timestamp": "2025-04-11T04:02:31.268Z", "action": "click", "action_argument": "other"}
  {"timestamp": "2025-04-11T05:06:35.159Z", "action": "input", "action_argument": "key "}
  {"timestamp": "2025-04-11T05:06:35.258Z", "action": "click", "action_argument": "suggested_term"}
  {"timestamp": "2025-04-11T05:06:59.769Z", "action": "click", "action_argument": "search"}
  {"timestamp": "2025-04-11T05:07:11.914Z", "action": "click", "action_argument": "search"}
  {"timestamp": "2025-04-14T05:04:57.747Z", "action": "click", "action_argument": "nav_bar"}
  {"timestamp": "2025-04-14T05:08:52.892Z", "action": "input", "action_argument": "charger station"}
  {"timestamp": "2025-04-14T05:10:37.621Z", "action": "click", "action_argument": "search"}
  {"timestamp": "2025-04-14T05:10:47.506Z", "action": "click", "action_argument": "search"}
  {"timestamp": "2025-04-14T05:10:55.956Z", "action": "click", "action_argument": "search"}
  {"timestamp": "2025-04-14T05:12:37.584Z", "action": "input", "action_argument": "plug box"}
  {"timestamp": "2025-04-14T05:12:42.134Z", "action": "click", "action_argument": "search"}
  {"timestamp": "2025-04-14T05:12:42.825Z", "action": "click", "action_argument": "search"}
  {"timestamp": "2025-04-14T05:12:50.063Z", "action": "input", "action_argument": "vga to "}
  {"timestamp": "2025-04-14T05:12:50.144Z", "action": "click", "action_argument": "suggested_term"}
  {"timestamp": "2025-04-14T05:14:43.724Z", "action": "click_product", "action_argument": "B0898C42NW"}
  {"timestamp": "2025-04-14T05:16:22.264Z", "action": "purchase", "action_argument": "B0898C42NW"}
  <|memory_end|>
  
  <|action_start|>
  {"timestamp": "2025-04-14T05:20:35.488Z", "action": "click", "action_argument": "other"}
  {"timestamp": "2025-04-14T05:20:59.727Z", "action": "click", "action_argument": "other"}
  {"timestamp": "2025-04-14T05:22:42.859Z", "action": "input", "action_argument": "box"}
  {"timestamp": "2025-04-14T05:22:43.028Z", "action": "click", "action_argument": "search"}
  {"timestamp": "2025-04-14T05:22:48.649Z", "action": "click", "action_argument": "search"}
  {"timestamp": "2025-04-14T05:23:00.596Z", "action": "input", "action_argument": "plug box"}
  {"timestamp": "2025-04-14T05:23:00.700Z", "action": "click", "action_argument": "suggested_term"}
  {"timestamp": "2025-04-14T05:23:45.573Z", "action": "click", "action_argument": "search"}
  {"timestamp": "2025-04-14T05:23:45.735Z", "action": "click", "action_argument": "search"}
  {"timestamp": "2025-04-14T05:23:49.564Z", "action": "click", "action_argument": "search"}
  {"timestamp": "2025-04-14T05:24:29.980Z", "action": "click_product", "action_argument": "B07RCNB2L3"}
  {"timestamp": "2025-04-14T05:25:20.526Z", "action": "click", "action_argument": "review"}
  {"timestamp": "2025-04-14T05:26:04.314Z", "action": "click", "action_argument": "other"}
  {"timestamp": "2025-04-14T05:26:05.596Z", "action": "click", "action_argument": "other"}
  {"timestamp": "2025-04-14T05:27:25.871Z", "action": "click", "action_argument": "other"}
  {"timestamp": "2025-04-14T05:27:26.495Z", "action": "click", "action_argument": "other"}
  {"timestamp": "2025-04-14T05:28:07.797Z", "action": "click", "action_argument": "other"}
  {"timestamp": "2025-04-14T05:28:08.794Z", "action": "click", "action_argument": "other"}
  <|action_end|>
  
  <|observation_start|>
  Your context will be the JSON string containing page metadata of the Amazon page you are looking at. This Amazon page is the context you observed after performing your last action.
  "search_term": [{"term": ""}],
  "cart_items": [{"title": "Nivea Cellular Luminous 630\u00b0 Anti Dark-Spot Advanced Treatment Serum - 30ml", "asin": "B08W9C17SZ", "price": "$20.10", "quantity": "1"},
  {"title": "ASUS ROG Loki SFX-L 1200W Titanium PC Power Supply (Modular, 80+ Titanium, 135mm PWM Axial Fan, Aura Sync RGB, ATX 3.0, PCIe 5.0 Ready)", "asin": "B0CSFT73DH", "price": "$321.16", "quantity": "1"},
  {"title": "SAMSUNG 990 PRO Series - 2TB PCIe Gen4. X4 NVMe 2.0c - M.2 Internal SSD (MZ-V9P2T0B/AM)", "asin": "B0BHJJ9Y77", "price": "$169.99", "quantity": "1"},
  {"title": "ThxToms ESD Anti Static Gloves, High Resistance Carbon Fiber Computer Gloves, Large 1 Pair", "asin": "B01DP6RQYI", "price": "$6.99", "quantity": "1"},
  {"title": "STREBITO Electronics Precision Screwdriver Sets 142-Piece with 120 Bits Magnetic Repair Tool Kit for iPhone, MacBook, Computer, Laptop, PC, Tablet, PS4, Xbox, Nintendo, Game Console", "asin": "B08SGM6F79", "price": "$27.99", "quantity": "1"},
  {"title": "Noctua 360mm AIO Upgrade Bundle (3X NF-A12x25 PWM chromax.Black.swap 120mm Fans Plus 1x NT-H2 Thermal Paste)", "asin": "B09J91SVLF", "price": "$106.95"}],
  "product_details": [{"asin": "B09XYYMJ9D"},
  {"title": "Kasa Smart Motion Sensor Switch, Single Pole, Needs Neutral Wire, 2.4GHz Wi-Fi Light Switch, Works with Alexa & Google Assistant, UL Certified, No Hub Required(KS200MP2),White,2-Pack"},
  {"price": "$34.99"},
  {"bullet_list": "\u3010Advanced Motion Detection\u3011Completely hands-free and smart operation of your connected lights. The switch automatically turns lights on when motion is detected and turns off after a preset time. Ideal for areas such as bedrooms, hallways and restrooms where hands-free operation is ideal. \u3010Daylight Detection\u3011Smart ambient light detection will sense daylight and prevent lights from turning on during the day. \u3010Smart Mode & Away Mode\u3011Set different light triggers based on your routine for effortless control. Automatically turns devices on and off at different times to give the appearance that someone is home. \u3010Works w/ All Bulb Types\u3011600W Incandescent/Halogen, 300W CFL/MLV/ELV \u3010Voice & App Control\u3011Manage your device with voice commands via Amazon Alexa, Google Assistant, or Samsung SmartThings. Hands-free operation of your lights from anywhere through the free Kasa app. \u3010Trusted & Reliable\u3011The KS200M is UL certified, meaning rigorous testing is done for safety and certified by a 3rd party laboratory. Includes our industry leading 2-year warranty. Kasa is trusted by over 7 million users worldwide. \u3010Kasa Smart Action\u3011A part of the Kasa Smart Ecosystem, the switch works with other Kasa devices, so you can set smart actions, and groupings with your other Kasa devices. \u3010App-Guided Setup\u3011Neutral wire is required, standard wall plate size. No need to understand complex switch wiring or master vs auxiliary switch configurations; The Kasa app guides you through easy step by step installation. Need 2.4GHz Wi-Fi connection."}],
  "product_quantity": [{"quantity": "1"},
  {"quantity": "1 "}],
  "product_options": [{"Style": "Motion Sensor"},
  {"Size": "2-Pack"}]
  <|observation_end|>
  
  # Output Format
  Please provide your final answer in JSON format within <answer></answer> tags using the following schema (Note that the thinking process should be within 250 words and give enough output space for final answer):
  "<answer>
  {
  "timestamp": "2025-04-14T05:28:10.730Z", // the timestamp when this action occurs.
  "action": "string", // select one plausible action from: input, click_product, purchase, or click.
  "acion_argument": "string", // select appropriate value based on action type: input_text, product_asin, clickable_name.
  }
  </answer>"
  
  <|im_end|>
  <|im_start|>assistant
  <think>
  
extra_info.question: <|im_start|>system
  You are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action and action argument are enclosed within <think> </think> and <answer> </answer> tags, respectively, i.e., <think>reasoning process here</think><answer>predicted action and action argument here</answer>.
  <|im_end|>
  <|im_start|>user
  You are given a customer behavior trajectory on Amazon. This trajectory include the customer long-term information (enclosed between <|memory_start|> and <|memory_end|>), previous actions the customer has taken with timestamps (enclosed between <|action_start|> and <|action_end|>), and current observations describing what the customer sees on Amazon (e.g., a search results page, a product detail page) (enclosed between <|observation_start|> and <|observation_end|>). 
  Now your task is to predict the immediate next action and action argument (i.e., input_text, product_asin, or click_type) of this shopper by analyzing shopper shopping behaviors. The available action space and action argument space are provided between <|actionspace_start|> and <|actionspace_end|> to help guide your prediction. Please first analyze the customer's behavior patterns within the  <think> </think> section, then provide your prediction within the <answer> </answer> section, ensuring your prediction falls within the specified action and argument spaces. 
  
  <|actionspace_start|>
  Available actions are represented in JSON format. There are four primary action types with their corresponding action arguments:
  1. input:
  Action: Type text into an input field to search for a specific product. 
  Action Argument: the input_text is the specific text entered by the customer.
  {
  "timestamp": "timestamp",
  "action": "input",
  "action_argument": "input_text",
  }
  
  2. click:
  Action: Click on a UI interface button or clickable element on the Amazon website.
  Action Argument: The clickable_name is one of the UI interface buttons or clickable elements including "review", "search", "product_option", "other", "nav_bar", "quantity", "page_related", "suggested_term", "cart_side_bar", "cart_page_select", and "filter". Select one of these buttons or clickable elements as action argument.
  {
  "timestamp": "timestamp",
  "action": "click",
  "action_argument": "clickable_name",
  }
  
  3. click_product:
  Action: Click on product links or product images.
  Action Argument: the Amazon Standard Identification Number (i.e., product_asin) of the clicked product.
  {
  "timestamp": "timestamp",
  "action": "click_product",
  "action_argument": "product_asin",
  }
  
  4. purchase:
  Action: indicate intent to purchase by clicking on any purchase-related button. This includes clicking "Add to Cart", "Buy Now", "Set Subscription", or "Checkout" buttons for specific products. 
  Action Argument: the Amazon Standard Identification Number (i.e., product_asin) of the product being purchased.
  {
  "timestamp": "timestamp",
  "action": "purchase",
  "action_argument": "product_asin",
  }
  <|actionspace_end|>
  
  <|memory_start|>
  {"timestamp": "2025-04-08T00:57:42.809Z", "action": "click", "action_argument": "product_option"}
  {"timestamp": "2025-04-08T00:57:49.496Z", "action": "click", "action_argument": "product_option"}
  {"timestamp": "2025-04-08T00:58:05.075Z", "action": "click", "action_argument": "other"}
  {"timestamp": "2025-04-08T00:58:15.282Z", "action": "click", "action_argument": "other"}
  {"timestamp": "2025-04-08T01:01:24.209Z", "action": "click", "action_argument": "cart_side_bar"}
  {"timestamp": "2025-04-08T01:01:41.178Z", "action": "click", "action_argument": "quantity"}
  {"timestamp": "2025-04-08T01:01:45.355Z", "action": "click", "action_argument": "cart_side_bar"}
  {"timestamp": "2025-04-08T01:02:01.903Z", "action": "click", "action_argument": "cart_side_bar"}
  {"timestamp": "2025-04-08T01:02:18.591Z", "action": "click", "action_argument": "cart_side_bar"}
  {"timestamp": "2025-04-08T02:15:04.238Z", "action": "click", "action_argument": "nav_bar"}
  {"timestamp": "2025-04-08T02:17:00.105Z", "action": "input", "action_argument": "64g ddr5 6000 c28"}
  {"timestamp": "2025-04-08T02:17:00.261Z", "action": "click", "action_argument": "search"}
  {"timestamp": "2025-04-08T02:19:08.786Z", "action": "purchase", "action_argument": "B0F1RKXGXZ"}
  {"timestamp": "2025-04-08T02:19:31.772Z", "action": "click", "action_argument": "cart_side_bar"}
  {"timestamp": "2025-04-08T02:19:45.713Z", "action": "click", "action_argument": "other"}
  {"timestamp": "2025-04-08T02:21:18.394Z", "action": "click", "action_argument": "review"}
  {"timestamp": "2025-04-08T02:21:21.608Z", "action": "click", "action_argument": "review"}
  {"timestamp": "2025-04-08T02:21:25.275Z", "action": "click", "action_argument": "review"}
  {"timestamp": "2025-04-08T02:21:26.191Z", "action": "click", "action_argument": "review"}
  {"timestamp": "2025-04-08T02:21:28.350Z", "action": "click", "action_argument": "review"}
  {"timestamp": "2025-04-08T02:21:29.933Z", "action": "click", "action_argument": "review"}
  {"timestamp": "2025-04-08T02:21:30.443Z", "action": "click", "action_argument": "review"}
  {"timestamp": "2025-04-08T02:21:31.927Z", "action": "click", "action_argument": "review"}
  {"timestamp": "2025-04-08T02:21:33.683Z", "action": "click", "action_argument": "review"}
  {"timestamp": "2025-04-08T02:21:34.680Z", "action": "click", "action_argument": "review"}
  {"timestamp": "2025-04-08T02:21:35.963Z", "action": "click", "action_argument": "review"}
  {"timestamp": "2025-04-08T02:23:18.610Z", "action": "click", "action_argument": "cart_side_bar"}
  {"timestamp": "2025-04-08T02:23:28.599Z", "action": "click", "action_argument": "quantity"}
  {"timestamp": "2025-04-08T02:26:56.211Z", "action": "click", "action_argument": "cart_side_bar"}
  {"timestamp": "2025-04-08T02:29:21.488Z", "action": "click", "action_argument": "cart_side_bar"}
  {"timestamp": "2025-04-08T02:34:14.523Z", "action": "click", "action_argument": "cart_side_bar"}
  {"timestamp": "2025-04-08T02:34:33.446Z", "action": "click", "action_argument": "other"}
  {"timestamp": "2025-04-08T02:35:48.474Z", "action": "click", "action_argument": "cart_side_bar"}
  {"timestamp": "2025-04-08T02:35:56.742Z", "action": "click", "action_argument": "review"}
  {"timestamp": "2025-04-08T02:35:57.371Z", "action": "click", "action_argument": "cart_side_bar"}
  {"timestamp": "2025-04-08T02:36:09.673Z", "action": "click", "action_argument": "other"}
  {"timestamp": "2025-04-08T02:36:39.843Z", "action": "click", "action_argument": "product_option"}
  {"timestamp": "2025-04-08T02:37:33.721Z", "action": "click", "action_argument": "review"}
  {"timestamp": "2025-04-08T02:37:44.693Z", "action": "click", "action_argument": "cart_side_bar"}
  {"timestamp": "2025-04-08T02:37:54.176Z", "action": "click", "action_argument": "product_option"}
  {"timestamp": "2025-04-10T19:30:39.975Z", "action": "input", "action_argument": "Oyster knives"}
  {"timestamp": "2025-04-10T19:30:40.082Z", "action": "click", "action_argument": "search"}
  {"timestamp": "2025-04-10T19:30:45.170Z", "action": "input", "action_argument": "Oyster knives "}
  {"timestamp": "2025-04-10T19:30:45.273Z", "action": "click", "action_argument": "suggested_term"}
  {"timestamp": "2025-04-10T19:32:24.904Z", "action": "click_product", "action_argument": "B07L9QTLNQ"}
  {"timestamp": "2025-04-10T19:33:12.574Z", "action": "purchase", "action_argument": "B07L9QTLNQ"}
  {"timestamp": "2025-04-10T19:34:50.830Z", "action": "click", "action_argument": "nav_bar"}
  {"timestamp": "2025-04-10T19:54:51.255Z", "action": "input", "action_argument": "sofa side table"}
  {"timestamp": "2025-04-10T19:54:51.401Z", "action": "click", "action_argument": "search"}
  {"timestamp": "2025-04-10T19:55:59.561Z", "action": "click", "action_argument": "product_option"}
  {"timestamp": "2025-04-10T19:59:11.062Z", "action": "click", "action_argument": "search"}
  {"timestamp": "2025-04-10T19:59:15.612Z", "action": "input", "action_argument": "94.4\" Extra Long Console Table"}
  {"timestamp": "2025-04-10T19:59:15.713Z", "action": "click", "action_argument": "search"}
  {"timestamp": "2025-04-10T19:59:55.511Z", "action": "click_product", "action_argument": "B0DF25TNCG"}
  {"timestamp": "2025-04-10T20:00:16.052Z", "action": "click_product", "action_argument": "B00QMNTMXA"}
  {"timestamp": "2025-04-10T20:01:36.649Z", "action": "click", "action_argument": "search"}
  {"timestamp": "2025-04-10T20:01:58.858Z", "action": "click_product", "action_argument": ""}
  {"timestamp": "2025-04-10T20:02:08.926Z", "action": "click", "action_argument": "product_option"}
  {"timestamp": "2025-04-10T20:02:18.498Z", "action": "click", "action_argument": "product_option"}
  {"timestamp": "2025-04-10T20:02:22.323Z", "action": "click", "action_argument": "product_option"}
  {"timestamp": "2025-04-10T20:02:28.834Z", "action": "click", "action_argument": "product_option"}
  {"timestamp": "2025-04-10T20:02:42.127Z", "action": "click", "action_argument": "product_option"}
  {"timestamp": "2025-04-10T20:04:33.353Z", "action": "input", "action_argument": "sofa backside table"}
  {"timestamp": "2025-04-10T20:04:33.501Z", "action": "click", "action_argument": "search"}
  {"timestamp": "2025-04-10T20:09:17.991Z", "action": "click_product", "action_argument": "B0DF25TNCG"}
  {"timestamp": "2025-04-10T20:15:15.031Z", "action": "purchase", "action_argument": "B0DF25TNCG"}
  {"timestamp": "2025-04-11T03:55:26.969Z", "action": "input", "action_argument": "table"}
  {"timestamp": "2025-04-11T03:55:27.181Z", "action": "click", "action_argument": "search"}
  {"timestamp": "2025-04-11T03:55:54.125Z", "action": "click", "action_argument": "search"}
  {"timestamp": "2025-04-11T03:55:57.433Z", "action": "click", "action_argument": "search"}
  {"timestamp": "2025-04-11T03:56:12.058Z", "action": "click_product", "action_argument": "B0BRVC7Y7W"}
  {"timestamp": "2025-04-11T04:02:31.199Z", "action": "click", "action_argument": "other"}
  {"timestamp": "2025-04-11T04:02:31.268Z", "action": "click", "action_argument": "other"}
  {"timestamp": "2025-04-11T05:06:35.159Z", "action": "input", "action_argument": "key "}
  {"timestamp": "2025-04-11T05:06:35.258Z", "action": "click", "action_argument": "suggested_term"}
  {"timestamp": "2025-04-11T05:06:59.769Z", "action": "click", "action_argument": "search"}
  {"timestamp": "2025-04-11T05:07:11.914Z", "action": "click", "action_argument": "search"}
  {"timestamp": "2025-04-14T05:04:57.747Z", "action": "click", "action_argument": "nav_bar"}
  {"timestamp": "2025-04-14T05:08:52.892Z", "action": "input", "action_argument": "charger station"}
  {"timestamp": "2025-04-14T05:10:37.621Z", "action": "click", "action_argument": "search"}
  {"timestamp": "2025-04-14T05:10:47.506Z", "action": "click", "action_argument": "search"}
  {"timestamp": "2025-04-14T05:10:55.956Z", "action": "click", "action_argument": "search"}
  {"timestamp": "2025-04-14T05:12:37.584Z", "action": "input", "action_argument": "plug box"}
  {"timestamp": "2025-04-14T05:12:42.134Z", "action": "click", "action_argument": "search"}
  {"timestamp": "2025-04-14T05:12:42.825Z", "action": "click", "action_argument": "search"}
  {"timestamp": "2025-04-14T05:12:50.063Z", "action": "input", "action_argument": "vga to "}
  {"timestamp": "2025-04-14T05:12:50.144Z", "action": "click", "action_argument": "suggested_term"}
  {"timestamp": "2025-04-14T05:14:43.724Z", "action": "click_product", "action_argument": "B0898C42NW"}
  {"timestamp": "2025-04-14T05:16:22.264Z", "action": "purchase", "action_argument": "B0898C42NW"}
  <|memory_end|>
  
  <|action_start|>
  {"timestamp": "2025-04-14T05:20:35.488Z", "action": "click", "action_argument": "other"}
  {"timestamp": "2025-04-14T05:20:59.727Z", "action": "click", "action_argument": "other"}
  {"timestamp": "2025-04-14T05:22:42.859Z", "action": "input", "action_argument": "box"}
  {"timestamp": "2025-04-14T05:22:43.028Z", "action": "click", "action_argument": "search"}
  {"timestamp": "2025-04-14T05:22:48.649Z", "action": "click", "action_argument": "search"}
  {"timestamp": "2025-04-14T05:23:00.596Z", "action": "input", "action_argument": "plug box"}
  {"timestamp": "2025-04-14T05:23:00.700Z", "action": "click", "action_argument": "suggested_term"}
  {"timestamp": "2025-04-14T05:23:45.573Z", "action": "click", "action_argument": "search"}
  {"timestamp": "2025-04-14T05:23:45.735Z", "action": "click", "action_argument": "search"}
  {"timestamp": "2025-04-14T05:23:49.564Z", "action": "click", "action_argument": "search"}
  {"timestamp": "2025-04-14T05:24:29.980Z", "action": "click_product", "action_argument": "B07RCNB2L3"}
  {"timestamp": "2025-04-14T05:25:20.526Z", "action": "click", "action_argument": "review"}
  {"timestamp": "2025-04-14T05:26:04.314Z", "action": "click", "action_argument": "other"}
  {"timestamp": "2025-04-14T05:26:05.596Z", "action": "click", "action_argument": "other"}
  {"timestamp": "2025-04-14T05:27:25.871Z", "action": "click", "action_argument": "other"}
  {"timestamp": "2025-04-14T05:27:26.495Z", "action": "click", "action_argument": "other"}
  {"timestamp": "2025-04-14T05:28:07.797Z", "action": "click", "action_argument": "other"}
  {"timestamp": "2025-04-14T05:28:08.794Z", "action": "click", "action_argument": "other"}
  <|action_end|>
  
  <|observation_start|>
  Your context will be the JSON string containing page metadata of the Amazon page you are looking at. This Amazon page is the context you observed after performing your last action.
  "search_term": [{"term": ""}],
  "cart_items": [{"title": "Nivea Cellular Luminous 630\u00b0 Anti Dark-Spot Advanced Treatment Serum - 30ml", "asin": "B08W9C17SZ", "price": "$20.10", "quantity": "1"},
  {"title": "ASUS ROG Loki SFX-L 1200W Titanium PC Power Supply (Modular, 80+ Titanium, 135mm PWM Axial Fan, Aura Sync RGB, ATX 3.0, PCIe 5.0 Ready)", "asin": "B0CSFT73DH", "price": "$321.16", "quantity": "1"},
  {"title": "SAMSUNG 990 PRO Series - 2TB PCIe Gen4. X4 NVMe 2.0c - M.2 Internal SSD (MZ-V9P2T0B/AM)", "asin": "B0BHJJ9Y77", "price": "$169.99", "quantity": "1"},
  {"title": "ThxToms ESD Anti Static Gloves, High Resistance Carbon Fiber Computer Gloves, Large 1 Pair", "asin": "B01DP6RQYI", "price": "$6.99", "quantity": "1"},
  {"title": "STREBITO Electronics Precision Screwdriver Sets 142-Piece with 120 Bits Magnetic Repair Tool Kit for iPhone, MacBook, Computer, Laptop, PC, Tablet, PS4, Xbox, Nintendo, Game Console", "asin": "B08SGM6F79", "price": "$27.99", "quantity": "1"},
  {"title": "Noctua 360mm AIO Upgrade Bundle (3X NF-A12x25 PWM chromax.Black.swap 120mm Fans Plus 1x NT-H2 Thermal Paste)", "asin": "B09J91SVLF", "price": "$106.95"}],
  "product_details": [{"asin": "B09XYYMJ9D"},
  {"title": "Kasa Smart Motion Sensor Switch, Single Pole, Needs Neutral Wire, 2.4GHz Wi-Fi Light Switch, Works with Alexa & Google Assistant, UL Certified, No Hub Required(KS200MP2),White,2-Pack"},
  {"price": "$34.99"},
  {"bullet_list": "\u3010Advanced Motion Detection\u3011Completely hands-free and smart operation of your connected lights. The switch automatically turns lights on when motion is detected and turns off after a preset time. Ideal for areas such as bedrooms, hallways and restrooms where hands-free operation is ideal. \u3010Daylight Detection\u3011Smart ambient light detection will sense daylight and prevent lights from turning on during the day. \u3010Smart Mode & Away Mode\u3011Set different light triggers based on your routine for effortless control. Automatically turns devices on and off at different times to give the appearance that someone is home. \u3010Works w/ All Bulb Types\u3011600W Incandescent/Halogen, 300W CFL/MLV/ELV \u3010Voice & App Control\u3011Manage your device with voice commands via Amazon Alexa, Google Assistant, or Samsung SmartThings. Hands-free operation of your lights from anywhere through the free Kasa app. \u3010Trusted & Reliable\u3011The KS200M is UL certified, meaning rigorous testing is done for safety and certified by a 3rd party laboratory. Includes our industry leading 2-year warranty. Kasa is trusted by over 7 million users worldwide. \u3010Kasa Smart Action\u3011A part of the Kasa Smart Ecosystem, the switch works with other Kasa devices, so you can set smart actions, and groupings with your other Kasa devices. \u3010App-Guided Setup\u3011Neutral wire is required, standard wall plate size. No need to understand complex switch wiring or master vs auxiliary switch configurations; The Kasa app guides you through easy step by step installation. Need 2.4GHz Wi-Fi connection."}],
  "product_quantity": [{"quantity": "1"},
  {"quantity": "1 "}],
  "product_options": [{"Style": "Motion Sensor"},
  {"Size": "2-Pack"}]
  <|observation_end|>
  
  # Output Format
  Please provide your final answer in JSON format within <answer></answer> tags using the following schema (Note that the thinking process should be within 250 words and give enough output space for final answer):
  "<answer>
  {
  "timestamp": "2025-04-14T05:28:10.730Z", // the timestamp when this action occurs.
  "action": "string", // select one plausible action from: input, click_product, purchase, or click.
  "acion_argument": "string", // select appropriate value based on action type: input_text, product_asin, clickable_name.
  }
  </answer>"
  
  <|im_end|>
  <|im_start|>assistant
  <think>
  