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": "2025-04-03T00:18:37.474Z", "action": "click", "action_argument": "nav_bar"}
  {"timestamp": "2025-04-03T00:18:53.155Z", "action": "click", "action_argument": "other"}
  {"timestamp": "2025-04-03T00:19:00.895Z", "action": "click", "action_argument": "suggested_term"}
  {"timestamp": "2025-04-03T00:19:14.292Z", "action": "click_product", "action_argument": "B0B99HTD3B"}
  {"timestamp": "2025-04-03T00:19:19.328Z", "action": "click", "action_argument": "product_option"}
  {"timestamp": "2025-04-03T00:19:46.282Z", "action": "click_product", "action_argument": "B0BVKZ6P9C"}
  {"timestamp": "2025-04-03T00:20:31.173Z", "action": "click_product", "action_argument": "B0B99HTD3B"}
  {"timestamp": "2025-04-03T00:20:49.411Z", "action": "click", "action_argument": "product_option"}
  {"timestamp": "2025-04-03T00:21:11.685Z", "action": "click", "action_argument": "other"}
  {"timestamp": "2025-04-03T00:22:04.407Z", "action": "purchase", "action_argument": "B0C5LK9L62"}
  {"timestamp": "2025-04-03T00:25:06.861Z", "action": "click", "action_argument": "suggested_term"}
  {"timestamp": "2025-04-03T00:26:28.000Z", "action": "click", "action_argument": "cart_side_bar"}
  {"timestamp": "2025-04-03T00:26:45.981Z", "action": "click", "action_argument": "cart_side_bar"}
  {"timestamp": "2025-04-03T00:27:06.753Z", "action": "purchase", "action_argument": "B0C5LK9L62"}
  {"timestamp": "2025-04-05T02:16:05.841Z", "action": "click", "action_argument": "nav_bar"}
  {"timestamp": "2025-04-05T02:16:31.195Z", "action": "click_product", "action_argument": ""}
  {"timestamp": "2025-04-05T02:16:50.730Z", "action": "click", "action_argument": "product_option"}
  {"timestamp": "2025-04-05T02:17:36.977Z", "action": "input", "action_argument": "sfx "}
  {"timestamp": "2025-04-05T02:17:37.079Z", "action": "click", "action_argument": "suggested_term"}
  {"timestamp": "2025-04-05T02:17:56.957Z", "action": "click_product", "action_argument": "B0D45PQ8C4"}
  {"timestamp": "2025-04-05T02:18:06.772Z", "action": "click", "action_argument": "product_option"}
  {"timestamp": "2025-04-05T02:19:24.135Z", "action": "purchase", "action_argument": "B0D45RN3KZ"}
  {"timestamp": "2025-04-05T02:19:35.503Z", "action": "click_product", "action_argument": "B07C5VG64V"}
  {"timestamp": "2025-04-05T02:19:51.901Z", "action": "click", "action_argument": "page_related"}
  {"timestamp": "2025-04-05T02:20:01.376Z", "action": "click", "action_argument": "other"}
  {"timestamp": "2025-04-05T02:20:03.189Z", "action": "click", "action_argument": "other"}
  {"timestamp": "2025-04-05T02:20:57.947Z", "action": "click", "action_argument": "other"}
  {"timestamp": "2025-04-05T02:21:18.459Z", "action": "click", "action_argument": "quantity"}
  {"timestamp": "2025-04-05T02:21:19.412Z", "action": "click", "action_argument": "quantity"}
  {"timestamp": "2025-04-05T02:22:42.161Z", "action": "click", "action_argument": "page_related"}
  {"timestamp": "2025-04-05T02:23:00.955Z", "action": "click", "action_argument": "other"}
  {"timestamp": "2025-04-05T02:23:08.335Z", "action": "click", "action_argument": "other"}
  {"timestamp": "2025-04-05T02:24:47.508Z", "action": "purchase", "action_argument": "B09J91SVLF"}
  <|memory_end|>
  
  <|action_start|>
  {"timestamp": "2025-04-05T02:24:53.617Z", "action": "click", "action_argument": "cart_side_bar"}
  {"timestamp": "2025-04-05T02:25:12.725Z", "action": "click_product", "action_argument": "B09J91SVLF"}
  {"timestamp": "2025-04-05T02:27:14.797Z", "action": "input", "action_argument": "NZXT Kraken Elite 360\u200b\u200b AIO"}
  {"timestamp": "2025-04-05T02:27:30.894Z", "action": "input", "action_argument": "NZXT Kraken Elite 360\u200b\u200b AIO"}
  {"timestamp": "2025-04-05T02:27:30.990Z", "action": "click", "action_argument": "nav_bar"}
  {"timestamp": "2025-04-05T02:27:32.171Z", "action": "click", "action_argument": "search"}
  {"timestamp": "2025-04-05T02:27:34.125Z", "action": "input", "action_argument": "NZXT Kraken Elite 360\u200b\u200b AIO"}
  {"timestamp": "2025-04-05T02:27:34.246Z", "action": "click", "action_argument": "search"}
  <|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": "NZXT Kraken Elite 360\u200b\u200b AIO"}],
  "cart_items": [{"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"},
  {"title": "CORSAIR SF1000 (2024) Fully Modular Low Noise 80 Plus Platinum ATX Power Supply \u2013 ATX 3.0 Compliant \u2013 PCIe 5.0 Ready \u2013 SFX-to-ATX Bracket Included \u2013 Black", "asin": "B0D45RN3KZ", "price": "$229.99", "quantity": "1"},
  {"title": "G.SKILL Trident Z5 Royal Neo Series (AMD Expo) DDR5 RAM 32GB (2x16GB) 6000MT/s CL28-36-36-96 1.40V Desktop Computer Memory UDIMM - Silver (F5-6000J2836G16GX2-TR5NS)", "asin": "B0DD2LKVMD", "price": "$149.99", "quantity": "1"}],
  "search_results": [{"title": "Kraken Elite 360 2024 - AIO CPU Liquid Cooler - 360mm Radiator - 3 x F120P Fans - Customizable 2.72\" IPS LCD - NZXT Turbine Pump - AMD\u00ae AM5, AM4 - Intel\u00ae LGA 1851/1700, 1200/115X - Black", "asin": "B0D9GWDTHZ", "price": "$294.99", "delivery": " One-Day FREE delivery Tomorrow, Apr 5"},
  {"title": "Kraken 360 AIO CPU Liquid Cooler - RL-KR360-W1 & H6 Flow RGB Mid-Tower Airflow Case with 3 RGB Fans, Panoramic Glass Panels, and Cable Management - White", "asin": "B0CTKSTR81", "price": "$339.98", "delivery": ""},
  {"title": "Kraken Z73 360mm - RL-KRZ73-01 - AIO RGB CPU Liquid Cooler - Customizable LCD Display - Improved Pump - Powered by CAM V4 - RGB Connector - Aer P 120mm Radiator Fans (3 Included) ,Black", "asin": "B082DYPF57", "price": "$220.00", "delivery": "FREE delivery Mon, Apr 7"},
  {"title": "Kraken 240-240mm AIO CPU Liquid Cooler - Customizable 1.54\"\" Square LCD Display for Images, Performance Metrics and More - High-Performance Pump - 2 x F120P Fans - Black", "asin": "B0BNYQJJLV", "price": "$131.99", "delivery": " One-Day FREE delivery Tomorrow, Apr 5"},
  {"title": "iCUE Link Titan 360 RX RGB Liquid CPU Cooler \u2013 360mm AIO \u2013 Low-Noise \u2013 FlowDrive Cooling Engine \u2013 Intel LGA 1851/1700, AMD AM5/AM4 \u2013 3X RX120 RGB Fans \u2013 iCUE Link System Hub Included \u2013 Black", "asin": "B0D6BFBLTK", "price": "$185.74", "delivery": " One-Day FREE delivery Tomorrow, Apr 5"},
  {"title": "ROG Ryujin III 360 All-in-one Liquid CPU Cooler with 360mm Radiator. Asetek 8th gen Pump, 3X Noctua industrialPPC 120mm Fans, 3.5\u201d Color LCD", "asin": "B0C8BVRYB5", "price": "$257.99", "delivery": " Two-Day FREE delivery Sun, Apr 6"},
  {"title": "Nautilus 360 RS Liquid CPU Cooler \u2013 360mm AIO \u2013 Low-Noise \u2013 Direct Motherboard Connection \u2013 Daisy-Chain \u2013 Intel LGA 1851/1700, AMD AM5/AM4 \u2013 3X RS120 Fans Included \u2013 Black", "asin": "B0DF7B7324", "price": "$109.99", "delivery": "FREE delivery Mon, Apr 7 Only 6 left in stock - order soon."},
  {"title": "FW 360 White ARGB-360mm AIO CPU Liquid Cooler,IPS LCD Screen with 320 * 240 Resolution,for AM4/AM5/Intel LGA1700,\u20182.4 inch\u2019Magnet-Absorbent LCD Screen for Images -White", "asin": "B0D1K859GT", "price": "$86.90", "delivery": "FREE delivery Mon, Apr 7"},
  {"title": "Corsair iCUE H150i Elite LCD XT Liquid CPU Cooler - IPS LCD Screen - Three AF120 RGB Elite Fans - 360mm Radiator - Fits Intel\u00ae LGA 1700, AMD\u00ae AM5, and More-Included iCUE Commander CORE-Black (Renewed)", "asin": "B0DJCM5W7K", "price": "$172.99", "delivery": " Two-Day FREE delivery Sun, Apr 6"},
  {"title": "F360 RGB Core | 360mm Single-Frame Fan Unit with 3 x 120mm RGB Fans | Speed & Lighting Control | High Static Pressure & Airflow | Fluid Dynamic Bearings | 8 ARGB LEDs Per Fan | White", "asin": "B0D1RHS6WS", "price": "$72.99", "delivery": " One-Day FREE delivery Tomorrow, Apr 5"},
  {"title": "ROG RYUO III 360 ARGB All-in-one AIO Liquid CPU Cooler 360mm Radiator, Asetek 8th gen Pump Solution, Anime Matrix\u2122 LED Display and ROG AF 12S ARGB Fan.", "asin": "B0BTRSFGX8", "price": "$199.99", "delivery": " Two-Day FREE delivery Sun, Apr 6"},
  {"title": "Kraken 360 RGB CPU Liquid Cooler & H9 Flow Dual-Chamber ATX Mid-Tower PC Case - 360mm AIO Cooler with Customizable LCD Display & High Airflow Case with Glass Panels", "asin": "B0CZKLBK7J", "price": "$384.98", "delivery": ""},
  {"title": "ROG Strix LC II 360 ARGB White Edition All-in-one AIO Liquid CPU Cooler 360mm Radiator, Intel LGA1700, 115x/2066 and AMD AM4/TR4 Support, Triple 120mm 4-pin PWM Addressable RGB Radiator Fans", "asin": "B0B179R3LS", "price": "$154.99", "delivery": "FREE delivery Wed, Apr 9 for Prime members"},
  {"title": "Kraken 360 RGB 360mm CPU Liquid Cooler & H6 Flow RGB Mid-Tower Case with 3 RGB Fans", "asin": "B0CZL8N88J", "price": "$339.98", "delivery": ""},
  {"title": "TH360 V2 Ultra ARGB Sync/AlO Liquid Cooler/ARGB Fan 120 * 3/PWM 500~1500rpm/Water Block 2.1\" LCD/Black, CL-W384-PL12SW-A", "asin": "B0CCX93N83", "price": "$179.99", "delivery": " Two-Day FREE delivery Sun, Apr 6"},
  {"title": "H9 Flow Dual-Chamber ATX Mid-Tower PC Gaming Case & Kraken 360 RGB - 360mm AIO CPU Liquid Cooler - RL-KR360-W1", "asin": "B0CTKR85S4", "price": "$359.96", "delivery": ""}]
  <|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": "2025-04-05T02:27:56.130Z", // 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": "2025-04-03T00:18:37.474Z", "action": "click", "action_argument": "nav_bar"}
  {"timestamp": "2025-04-03T00:18:53.155Z", "action": "click", "action_argument": "other"}
  {"timestamp": "2025-04-03T00:19:00.895Z", "action": "click", "action_argument": "suggested_term"}
  {"timestamp": "2025-04-03T00:19:14.292Z", "action": "click_product", "action_argument": "B0B99HTD3B"}
  {"timestamp": "2025-04-03T00:19:19.328Z", "action": "click", "action_argument": "product_option"}
  {"timestamp": "2025-04-03T00:19:46.282Z", "action": "click_product", "action_argument": "B0BVKZ6P9C"}
  {"timestamp": "2025-04-03T00:20:31.173Z", "action": "click_product", "action_argument": "B0B99HTD3B"}
  {"timestamp": "2025-04-03T00:20:49.411Z", "action": "click", "action_argument": "product_option"}
  {"timestamp": "2025-04-03T00:21:11.685Z", "action": "click", "action_argument": "other"}
  {"timestamp": "2025-04-03T00:22:04.407Z", "action": "purchase", "action_argument": "B0C5LK9L62"}
  {"timestamp": "2025-04-03T00:25:06.861Z", "action": "click", "action_argument": "suggested_term"}
  {"timestamp": "2025-04-03T00:26:28.000Z", "action": "click", "action_argument": "cart_side_bar"}
  {"timestamp": "2025-04-03T00:26:45.981Z", "action": "click", "action_argument": "cart_side_bar"}
  {"timestamp": "2025-04-03T00:27:06.753Z", "action": "purchase", "action_argument": "B0C5LK9L62"}
  {"timestamp": "2025-04-05T02:16:05.841Z", "action": "click", "action_argument": "nav_bar"}
  {"timestamp": "2025-04-05T02:16:31.195Z", "action": "click_product", "action_argument": ""}
  {"timestamp": "2025-04-05T02:16:50.730Z", "action": "click", "action_argument": "product_option"}
  {"timestamp": "2025-04-05T02:17:36.977Z", "action": "input", "action_argument": "sfx "}
  {"timestamp": "2025-04-05T02:17:37.079Z", "action": "click", "action_argument": "suggested_term"}
  {"timestamp": "2025-04-05T02:17:56.957Z", "action": "click_product", "action_argument": "B0D45PQ8C4"}
  {"timestamp": "2025-04-05T02:18:06.772Z", "action": "click", "action_argument": "product_option"}
  {"timestamp": "2025-04-05T02:19:24.135Z", "action": "purchase", "action_argument": "B0D45RN3KZ"}
  {"timestamp": "2025-04-05T02:19:35.503Z", "action": "click_product", "action_argument": "B07C5VG64V"}
  {"timestamp": "2025-04-05T02:19:51.901Z", "action": "click", "action_argument": "page_related"}
  {"timestamp": "2025-04-05T02:20:01.376Z", "action": "click", "action_argument": "other"}
  {"timestamp": "2025-04-05T02:20:03.189Z", "action": "click", "action_argument": "other"}
  {"timestamp": "2025-04-05T02:20:57.947Z", "action": "click", "action_argument": "other"}
  {"timestamp": "2025-04-05T02:21:18.459Z", "action": "click", "action_argument": "quantity"}
  {"timestamp": "2025-04-05T02:21:19.412Z", "action": "click", "action_argument": "quantity"}
  {"timestamp": "2025-04-05T02:22:42.161Z", "action": "click", "action_argument": "page_related"}
  {"timestamp": "2025-04-05T02:23:00.955Z", "action": "click", "action_argument": "other"}
  {"timestamp": "2025-04-05T02:23:08.335Z", "action": "click", "action_argument": "other"}
  {"timestamp": "2025-04-05T02:24:47.508Z", "action": "purchase", "action_argument": "B09J91SVLF"}
  <|memory_end|>
  
  <|action_start|>
  {"timestamp": "2025-04-05T02:24:53.617Z", "action": "click", "action_argument": "cart_side_bar"}
  {"timestamp": "2025-04-05T02:25:12.725Z", "action": "click_product", "action_argument": "B09J91SVLF"}
  {"timestamp": "2025-04-05T02:27:14.797Z", "action": "input", "action_argument": "NZXT Kraken Elite 360\u200b\u200b AIO"}
  {"timestamp": "2025-04-05T02:27:30.894Z", "action": "input", "action_argument": "NZXT Kraken Elite 360\u200b\u200b AIO"}
  {"timestamp": "2025-04-05T02:27:30.990Z", "action": "click", "action_argument": "nav_bar"}
  {"timestamp": "2025-04-05T02:27:32.171Z", "action": "click", "action_argument": "search"}
  {"timestamp": "2025-04-05T02:27:34.125Z", "action": "input", "action_argument": "NZXT Kraken Elite 360\u200b\u200b AIO"}
  {"timestamp": "2025-04-05T02:27:34.246Z", "action": "click", "action_argument": "search"}
  <|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": "NZXT Kraken Elite 360\u200b\u200b AIO"}],
  "cart_items": [{"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"},
  {"title": "CORSAIR SF1000 (2024) Fully Modular Low Noise 80 Plus Platinum ATX Power Supply \u2013 ATX 3.0 Compliant \u2013 PCIe 5.0 Ready \u2013 SFX-to-ATX Bracket Included \u2013 Black", "asin": "B0D45RN3KZ", "price": "$229.99", "quantity": "1"},
  {"title": "G.SKILL Trident Z5 Royal Neo Series (AMD Expo) DDR5 RAM 32GB (2x16GB) 6000MT/s CL28-36-36-96 1.40V Desktop Computer Memory UDIMM - Silver (F5-6000J2836G16GX2-TR5NS)", "asin": "B0DD2LKVMD", "price": "$149.99", "quantity": "1"}],
  "search_results": [{"title": "Kraken Elite 360 2024 - AIO CPU Liquid Cooler - 360mm Radiator - 3 x F120P Fans - Customizable 2.72\" IPS LCD - NZXT Turbine Pump - AMD\u00ae AM5, AM4 - Intel\u00ae LGA 1851/1700, 1200/115X - Black", "asin": "B0D9GWDTHZ", "price": "$294.99", "delivery": " One-Day FREE delivery Tomorrow, Apr 5"},
  {"title": "Kraken 360 AIO CPU Liquid Cooler - RL-KR360-W1 & H6 Flow RGB Mid-Tower Airflow Case with 3 RGB Fans, Panoramic Glass Panels, and Cable Management - White", "asin": "B0CTKSTR81", "price": "$339.98", "delivery": ""},
  {"title": "Kraken Z73 360mm - RL-KRZ73-01 - AIO RGB CPU Liquid Cooler - Customizable LCD Display - Improved Pump - Powered by CAM V4 - RGB Connector - Aer P 120mm Radiator Fans (3 Included) ,Black", "asin": "B082DYPF57", "price": "$220.00", "delivery": "FREE delivery Mon, Apr 7"},
  {"title": "Kraken 240-240mm AIO CPU Liquid Cooler - Customizable 1.54\"\" Square LCD Display for Images, Performance Metrics and More - High-Performance Pump - 2 x F120P Fans - Black", "asin": "B0BNYQJJLV", "price": "$131.99", "delivery": " One-Day FREE delivery Tomorrow, Apr 5"},
  {"title": "iCUE Link Titan 360 RX RGB Liquid CPU Cooler \u2013 360mm AIO \u2013 Low-Noise \u2013 FlowDrive Cooling Engine \u2013 Intel LGA 1851/1700, AMD AM5/AM4 \u2013 3X RX120 RGB Fans \u2013 iCUE Link System Hub Included \u2013 Black", "asin": "B0D6BFBLTK", "price": "$185.74", "delivery": " One-Day FREE delivery Tomorrow, Apr 5"},
  {"title": "ROG Ryujin III 360 All-in-one Liquid CPU Cooler with 360mm Radiator. Asetek 8th gen Pump, 3X Noctua industrialPPC 120mm Fans, 3.5\u201d Color LCD", "asin": "B0C8BVRYB5", "price": "$257.99", "delivery": " Two-Day FREE delivery Sun, Apr 6"},
  {"title": "Nautilus 360 RS Liquid CPU Cooler \u2013 360mm AIO \u2013 Low-Noise \u2013 Direct Motherboard Connection \u2013 Daisy-Chain \u2013 Intel LGA 1851/1700, AMD AM5/AM4 \u2013 3X RS120 Fans Included \u2013 Black", "asin": "B0DF7B7324", "price": "$109.99", "delivery": "FREE delivery Mon, Apr 7 Only 6 left in stock - order soon."},
  {"title": "FW 360 White ARGB-360mm AIO CPU Liquid Cooler,IPS LCD Screen with 320 * 240 Resolution,for AM4/AM5/Intel LGA1700,\u20182.4 inch\u2019Magnet-Absorbent LCD Screen for Images -White", "asin": "B0D1K859GT", "price": "$86.90", "delivery": "FREE delivery Mon, Apr 7"},
  {"title": "Corsair iCUE H150i Elite LCD XT Liquid CPU Cooler - IPS LCD Screen - Three AF120 RGB Elite Fans - 360mm Radiator - Fits Intel\u00ae LGA 1700, AMD\u00ae AM5, and More-Included iCUE Commander CORE-Black (Renewed)", "asin": "B0DJCM5W7K", "price": "$172.99", "delivery": " Two-Day FREE delivery Sun, Apr 6"},
  {"title": "F360 RGB Core | 360mm Single-Frame Fan Unit with 3 x 120mm RGB Fans | Speed & Lighting Control | High Static Pressure & Airflow | Fluid Dynamic Bearings | 8 ARGB LEDs Per Fan | White", "asin": "B0D1RHS6WS", "price": "$72.99", "delivery": " One-Day FREE delivery Tomorrow, Apr 5"},
  {"title": "ROG RYUO III 360 ARGB All-in-one AIO Liquid CPU Cooler 360mm Radiator, Asetek 8th gen Pump Solution, Anime Matrix\u2122 LED Display and ROG AF 12S ARGB Fan.", "asin": "B0BTRSFGX8", "price": "$199.99", "delivery": " Two-Day FREE delivery Sun, Apr 6"},
  {"title": "Kraken 360 RGB CPU Liquid Cooler & H9 Flow Dual-Chamber ATX Mid-Tower PC Case - 360mm AIO Cooler with Customizable LCD Display & High Airflow Case with Glass Panels", "asin": "B0CZKLBK7J", "price": "$384.98", "delivery": ""},
  {"title": "ROG Strix LC II 360 ARGB White Edition All-in-one AIO Liquid CPU Cooler 360mm Radiator, Intel LGA1700, 115x/2066 and AMD AM4/TR4 Support, Triple 120mm 4-pin PWM Addressable RGB Radiator Fans", "asin": "B0B179R3LS", "price": "$154.99", "delivery": "FREE delivery Wed, Apr 9 for Prime members"},
  {"title": "Kraken 360 RGB 360mm CPU Liquid Cooler & H6 Flow RGB Mid-Tower Case with 3 RGB Fans", "asin": "B0CZL8N88J", "price": "$339.98", "delivery": ""},
  {"title": "TH360 V2 Ultra ARGB Sync/AlO Liquid Cooler/ARGB Fan 120 * 3/PWM 500~1500rpm/Water Block 2.1\" LCD/Black, CL-W384-PL12SW-A", "asin": "B0CCX93N83", "price": "$179.99", "delivery": " Two-Day FREE delivery Sun, Apr 6"},
  {"title": "H9 Flow Dual-Chamber ATX Mid-Tower PC Gaming Case & Kraken 360 RGB - 360mm AIO CPU Liquid Cooler - RL-KR360-W1", "asin": "B0CTKR85S4", "price": "$359.96", "delivery": ""}]
  <|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": "2025-04-05T02:27:56.130Z", // 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": "2025-04-03T00:18:37.474Z", "action": "click", "action_argument": "nav_bar"}
  {"timestamp": "2025-04-03T00:18:53.155Z", "action": "click", "action_argument": "other"}
  {"timestamp": "2025-04-03T00:19:00.895Z", "action": "click", "action_argument": "suggested_term"}
  {"timestamp": "2025-04-03T00:19:14.292Z", "action": "click_product", "action_argument": "B0B99HTD3B"}
  {"timestamp": "2025-04-03T00:19:19.328Z", "action": "click", "action_argument": "product_option"}
  {"timestamp": "2025-04-03T00:19:46.282Z", "action": "click_product", "action_argument": "B0BVKZ6P9C"}
  {"timestamp": "2025-04-03T00:20:31.173Z", "action": "click_product", "action_argument": "B0B99HTD3B"}
  {"timestamp": "2025-04-03T00:20:49.411Z", "action": "click", "action_argument": "product_option"}
  {"timestamp": "2025-04-03T00:21:11.685Z", "action": "click", "action_argument": "other"}
  {"timestamp": "2025-04-03T00:22:04.407Z", "action": "purchase", "action_argument": "B0C5LK9L62"}
  {"timestamp": "2025-04-03T00:25:06.861Z", "action": "click", "action_argument": "suggested_term"}
  {"timestamp": "2025-04-03T00:26:28.000Z", "action": "click", "action_argument": "cart_side_bar"}
  {"timestamp": "2025-04-03T00:26:45.981Z", "action": "click", "action_argument": "cart_side_bar"}
  {"timestamp": "2025-04-03T00:27:06.753Z", "action": "purchase", "action_argument": "B0C5LK9L62"}
  {"timestamp": "2025-04-05T02:16:05.841Z", "action": "click", "action_argument": "nav_bar"}
  {"timestamp": "2025-04-05T02:16:31.195Z", "action": "click_product", "action_argument": ""}
  {"timestamp": "2025-04-05T02:16:50.730Z", "action": "click", "action_argument": "product_option"}
  {"timestamp": "2025-04-05T02:17:36.977Z", "action": "input", "action_argument": "sfx "}
  {"timestamp": "2025-04-05T02:17:37.079Z", "action": "click", "action_argument": "suggested_term"}
  {"timestamp": "2025-04-05T02:17:56.957Z", "action": "click_product", "action_argument": "B0D45PQ8C4"}
  {"timestamp": "2025-04-05T02:18:06.772Z", "action": "click", "action_argument": "product_option"}
  {"timestamp": "2025-04-05T02:19:24.135Z", "action": "purchase", "action_argument": "B0D45RN3KZ"}
  {"timestamp": "2025-04-05T02:19:35.503Z", "action": "click_product", "action_argument": "B07C5VG64V"}
  {"timestamp": "2025-04-05T02:19:51.901Z", "action": "click", "action_argument": "page_related"}
  {"timestamp": "2025-04-05T02:20:01.376Z", "action": "click", "action_argument": "other"}
  {"timestamp": "2025-04-05T02:20:03.189Z", "action": "click", "action_argument": "other"}
  {"timestamp": "2025-04-05T02:20:57.947Z", "action": "click", "action_argument": "other"}
  {"timestamp": "2025-04-05T02:21:18.459Z", "action": "click", "action_argument": "quantity"}
  {"timestamp": "2025-04-05T02:21:19.412Z", "action": "click", "action_argument": "quantity"}
  {"timestamp": "2025-04-05T02:22:42.161Z", "action": "click", "action_argument": "page_related"}
  {"timestamp": "2025-04-05T02:23:00.955Z", "action": "click", "action_argument": "other"}
  {"timestamp": "2025-04-05T02:23:08.335Z", "action": "click", "action_argument": "other"}
  {"timestamp": "2025-04-05T02:24:47.508Z", "action": "purchase", "action_argument": "B09J91SVLF"}
  <|memory_end|>
  
  <|action_start|>
  {"timestamp": "2025-04-05T02:24:53.617Z", "action": "click", "action_argument": "cart_side_bar"}
  {"timestamp": "2025-04-05T02:25:12.725Z", "action": "click_product", "action_argument": "B09J91SVLF"}
  {"timestamp": "2025-04-05T02:27:14.797Z", "action": "input", "action_argument": "NZXT Kraken Elite 360\u200b\u200b AIO"}
  {"timestamp": "2025-04-05T02:27:30.894Z", "action": "input", "action_argument": "NZXT Kraken Elite 360\u200b\u200b AIO"}
  {"timestamp": "2025-04-05T02:27:30.990Z", "action": "click", "action_argument": "nav_bar"}
  {"timestamp": "2025-04-05T02:27:32.171Z", "action": "click", "action_argument": "search"}
  {"timestamp": "2025-04-05T02:27:34.125Z", "action": "input", "action_argument": "NZXT Kraken Elite 360\u200b\u200b AIO"}
  {"timestamp": "2025-04-05T02:27:34.246Z", "action": "click", "action_argument": "search"}
  <|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": "NZXT Kraken Elite 360\u200b\u200b AIO"}],
  "cart_items": [{"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"},
  {"title": "CORSAIR SF1000 (2024) Fully Modular Low Noise 80 Plus Platinum ATX Power Supply \u2013 ATX 3.0 Compliant \u2013 PCIe 5.0 Ready \u2013 SFX-to-ATX Bracket Included \u2013 Black", "asin": "B0D45RN3KZ", "price": "$229.99", "quantity": "1"},
  {"title": "G.SKILL Trident Z5 Royal Neo Series (AMD Expo) DDR5 RAM 32GB (2x16GB) 6000MT/s CL28-36-36-96 1.40V Desktop Computer Memory UDIMM - Silver (F5-6000J2836G16GX2-TR5NS)", "asin": "B0DD2LKVMD", "price": "$149.99", "quantity": "1"}],
  "search_results": [{"title": "Kraken Elite 360 2024 - AIO CPU Liquid Cooler - 360mm Radiator - 3 x F120P Fans - Customizable 2.72\" IPS LCD - NZXT Turbine Pump - AMD\u00ae AM5, AM4 - Intel\u00ae LGA 1851/1700, 1200/115X - Black", "asin": "B0D9GWDTHZ", "price": "$294.99", "delivery": " One-Day FREE delivery Tomorrow, Apr 5"},
  {"title": "Kraken 360 AIO CPU Liquid Cooler - RL-KR360-W1 & H6 Flow RGB Mid-Tower Airflow Case with 3 RGB Fans, Panoramic Glass Panels, and Cable Management - White", "asin": "B0CTKSTR81", "price": "$339.98", "delivery": ""},
  {"title": "Kraken Z73 360mm - RL-KRZ73-01 - AIO RGB CPU Liquid Cooler - Customizable LCD Display - Improved Pump - Powered by CAM V4 - RGB Connector - Aer P 120mm Radiator Fans (3 Included) ,Black", "asin": "B082DYPF57", "price": "$220.00", "delivery": "FREE delivery Mon, Apr 7"},
  {"title": "Kraken 240-240mm AIO CPU Liquid Cooler - Customizable 1.54\"\" Square LCD Display for Images, Performance Metrics and More - High-Performance Pump - 2 x F120P Fans - Black", "asin": "B0BNYQJJLV", "price": "$131.99", "delivery": " One-Day FREE delivery Tomorrow, Apr 5"},
  {"title": "iCUE Link Titan 360 RX RGB Liquid CPU Cooler \u2013 360mm AIO \u2013 Low-Noise \u2013 FlowDrive Cooling Engine \u2013 Intel LGA 1851/1700, AMD AM5/AM4 \u2013 3X RX120 RGB Fans \u2013 iCUE Link System Hub Included \u2013 Black", "asin": "B0D6BFBLTK", "price": "$185.74", "delivery": " One-Day FREE delivery Tomorrow, Apr 5"},
  {"title": "ROG Ryujin III 360 All-in-one Liquid CPU Cooler with 360mm Radiator. Asetek 8th gen Pump, 3X Noctua industrialPPC 120mm Fans, 3.5\u201d Color LCD", "asin": "B0C8BVRYB5", "price": "$257.99", "delivery": " Two-Day FREE delivery Sun, Apr 6"},
  {"title": "Nautilus 360 RS Liquid CPU Cooler \u2013 360mm AIO \u2013 Low-Noise \u2013 Direct Motherboard Connection \u2013 Daisy-Chain \u2013 Intel LGA 1851/1700, AMD AM5/AM4 \u2013 3X RS120 Fans Included \u2013 Black", "asin": "B0DF7B7324", "price": "$109.99", "delivery": "FREE delivery Mon, Apr 7 Only 6 left in stock - order soon."},
  {"title": "FW 360 White ARGB-360mm AIO CPU Liquid Cooler,IPS LCD Screen with 320 * 240 Resolution,for AM4/AM5/Intel LGA1700,\u20182.4 inch\u2019Magnet-Absorbent LCD Screen for Images -White", "asin": "B0D1K859GT", "price": "$86.90", "delivery": "FREE delivery Mon, Apr 7"},
  {"title": "Corsair iCUE H150i Elite LCD XT Liquid CPU Cooler - IPS LCD Screen - Three AF120 RGB Elite Fans - 360mm Radiator - Fits Intel\u00ae LGA 1700, AMD\u00ae AM5, and More-Included iCUE Commander CORE-Black (Renewed)", "asin": "B0DJCM5W7K", "price": "$172.99", "delivery": " Two-Day FREE delivery Sun, Apr 6"},
  {"title": "F360 RGB Core | 360mm Single-Frame Fan Unit with 3 x 120mm RGB Fans | Speed & Lighting Control | High Static Pressure & Airflow | Fluid Dynamic Bearings | 8 ARGB LEDs Per Fan | White", "asin": "B0D1RHS6WS", "price": "$72.99", "delivery": " One-Day FREE delivery Tomorrow, Apr 5"},
  {"title": "ROG RYUO III 360 ARGB All-in-one AIO Liquid CPU Cooler 360mm Radiator, Asetek 8th gen Pump Solution, Anime Matrix\u2122 LED Display and ROG AF 12S ARGB Fan.", "asin": "B0BTRSFGX8", "price": "$199.99", "delivery": " Two-Day FREE delivery Sun, Apr 6"},
  {"title": "Kraken 360 RGB CPU Liquid Cooler & H9 Flow Dual-Chamber ATX Mid-Tower PC Case - 360mm AIO Cooler with Customizable LCD Display & High Airflow Case with Glass Panels", "asin": "B0CZKLBK7J", "price": "$384.98", "delivery": ""},
  {"title": "ROG Strix LC II 360 ARGB White Edition All-in-one AIO Liquid CPU Cooler 360mm Radiator, Intel LGA1700, 115x/2066 and AMD AM4/TR4 Support, Triple 120mm 4-pin PWM Addressable RGB Radiator Fans", "asin": "B0B179R3LS", "price": "$154.99", "delivery": "FREE delivery Wed, Apr 9 for Prime members"},
  {"title": "Kraken 360 RGB 360mm CPU Liquid Cooler & H6 Flow RGB Mid-Tower Case with 3 RGB Fans", "asin": "B0CZL8N88J", "price": "$339.98", "delivery": ""},
  {"title": "TH360 V2 Ultra ARGB Sync/AlO Liquid Cooler/ARGB Fan 120 * 3/PWM 500~1500rpm/Water Block 2.1\" LCD/Black, CL-W384-PL12SW-A", "asin": "B0CCX93N83", "price": "$179.99", "delivery": " Two-Day FREE delivery Sun, Apr 6"},
  {"title": "H9 Flow Dual-Chamber ATX Mid-Tower PC Gaming Case & Kraken 360 RGB - 360mm AIO CPU Liquid Cooler - RL-KR360-W1", "asin": "B0CTKR85S4", "price": "$359.96", "delivery": ""}]
  <|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": "2025-04-05T02:27:56.130Z", // 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>
  