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"}
  {"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"}
  {"timestamp": "2025-04-05T02:27:56.130Z", "action": "click_product", "action_argument": "B0D9GWDTHZ"}
  {"timestamp": "2025-04-05T02:28:12.014Z", "action": "click", "action_argument": "product_option"}
  {"timestamp": "2025-04-05T02:28:29.972Z", "action": "click", "action_argument": "product_option"}
  {"timestamp": "2025-04-05T02:28:47.512Z", "action": "click", "action_argument": "product_option"}
  {"timestamp": "2025-04-05T02:28:52.724Z", "action": "click", "action_argument": "product_option"}
  {"timestamp": "2025-04-05T02:28:58.199Z", "action": "click", "action_argument": "product_option"}
  {"timestamp": "2025-04-05T02:29:00.743Z", "action": "click", "action_argument": "product_option"}
  <|memory_end|>
  
  <|action_start|>
  {"timestamp": "2025-04-05T04:44:00.765Z", "action": "input", "action_argument": "pc build tool"}
  {"timestamp": "2025-04-05T04:44:00.907Z", "action": "click", "action_argument": "search"}
  {"timestamp": "2025-04-05T04:54:46.579Z", "action": "click_product", "action_argument": "B01GF0KV6G"}
  {"timestamp": "2025-04-05T04:56:48.033Z", "action": "click", "action_argument": "other"}
  {"timestamp": "2025-04-05T05:07:00.983Z", "action": "click", "action_argument": "search"}
  {"timestamp": "2025-04-05T05:07:01.885Z", "action": "click", "action_argument": "search"}
  {"timestamp": "2025-04-05T05:07:18.468Z", "action": "input", "action_argument": "electronic screw"}
  {"timestamp": "2025-04-05T05:07:18.560Z", "action": "click", "action_argument": "suggested_term"}
  {"timestamp": "2025-04-05T05:08:07.413Z", "action": "click_product", "action_argument": "B08SGM6F79"}
  <|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": "electric screwdriver"}],
  "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"}],
  "product_details": [{"asin": "B08SGM6F79"},
  {"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"},
  {"price": "$27.99"},
  {"bullet_list": "\u3010Wide Application\u3011This precision screwdriver set has 120 bits, complete with every driver bit you\u2019ll need to tackle any repair or DIY project. In addition, this repair kit has 22 practical accessories, such as magnetizer, magnetic mat, ESD tweezers, suction cup, spudger, cleaning brush, etc. Whether you're a professional or a amateur, this toolkit has what you need to repair all cell phone, computer, laptops, SSD, iPad, game consoles, tablets, glasses, HVAC, sewing machine, etc \u3010Humanized Design\u3011This electronic screwdriver set has been professionally designed to maximize your repair capabilities. The screwdriver features a particle grip and rubberized, ergonomic handle with swivel top, provides a comfort grip and smoothly spinning. Magnetic bit holder transmits magnetism through the screwdriver bit, helping you handle tiny screws. And flexible extension shaft is useful for removing screw in tight spots \u3010Magnetic Design\u3011This professional tool set has 2 magnetic tools, help to save your energy and time. The 5.7*3.3\" magnetic project mat can keep all tiny screws and parts organized, prevent from losing and messing up, make your repair work more efficient. Magnetizer demagnetizer tool helps strengthen the magnetism of the screwdriver tips to grab screws, or weaken it to avoid damage to your sensitive electronics \u3010Organize & Portable\u3011All screwdriver bits are stored in rubber bit holder which marked with type and size for fast recognizing. And the repair tools are held in a tear-resistant and shock-proof oxford bag, offering a whole protection and organized storage, no more worry about losing anything. The tool bag with nylon strap is light and handy, easy to carry out, or placed in the home, office, car, drawer and other places \u3010Quality First\u3011The precision bits are made of 60HRC Chromium-vanadium steel which is resist abrasion, oxidation and corrosion, sturdy and durable, ensure long time use. This computer tool kit is covered by our lifetime warranty. If you have any issues with the quality or usage, please don't hesitate to contact us"}],
  "product_quantity": [{"quantity": "1"}]
  <|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": "2025-04-05T05:09:56.770Z", // 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"}
  {"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"}
  {"timestamp": "2025-04-05T02:27:56.130Z", "action": "click_product", "action_argument": "B0D9GWDTHZ"}
  {"timestamp": "2025-04-05T02:28:12.014Z", "action": "click", "action_argument": "product_option"}
  {"timestamp": "2025-04-05T02:28:29.972Z", "action": "click", "action_argument": "product_option"}
  {"timestamp": "2025-04-05T02:28:47.512Z", "action": "click", "action_argument": "product_option"}
  {"timestamp": "2025-04-05T02:28:52.724Z", "action": "click", "action_argument": "product_option"}
  {"timestamp": "2025-04-05T02:28:58.199Z", "action": "click", "action_argument": "product_option"}
  {"timestamp": "2025-04-05T02:29:00.743Z", "action": "click", "action_argument": "product_option"}
  <|memory_end|>
  
  <|action_start|>
  {"timestamp": "2025-04-05T04:44:00.765Z", "action": "input", "action_argument": "pc build tool"}
  {"timestamp": "2025-04-05T04:44:00.907Z", "action": "click", "action_argument": "search"}
  {"timestamp": "2025-04-05T04:54:46.579Z", "action": "click_product", "action_argument": "B01GF0KV6G"}
  {"timestamp": "2025-04-05T04:56:48.033Z", "action": "click", "action_argument": "other"}
  {"timestamp": "2025-04-05T05:07:00.983Z", "action": "click", "action_argument": "search"}
  {"timestamp": "2025-04-05T05:07:01.885Z", "action": "click", "action_argument": "search"}
  {"timestamp": "2025-04-05T05:07:18.468Z", "action": "input", "action_argument": "electronic screw"}
  {"timestamp": "2025-04-05T05:07:18.560Z", "action": "click", "action_argument": "suggested_term"}
  {"timestamp": "2025-04-05T05:08:07.413Z", "action": "click_product", "action_argument": "B08SGM6F79"}
  <|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": "electric screwdriver"}],
  "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"}],
  "product_details": [{"asin": "B08SGM6F79"},
  {"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"},
  {"price": "$27.99"},
  {"bullet_list": "\u3010Wide Application\u3011This precision screwdriver set has 120 bits, complete with every driver bit you\u2019ll need to tackle any repair or DIY project. In addition, this repair kit has 22 practical accessories, such as magnetizer, magnetic mat, ESD tweezers, suction cup, spudger, cleaning brush, etc. Whether you're a professional or a amateur, this toolkit has what you need to repair all cell phone, computer, laptops, SSD, iPad, game consoles, tablets, glasses, HVAC, sewing machine, etc \u3010Humanized Design\u3011This electronic screwdriver set has been professionally designed to maximize your repair capabilities. The screwdriver features a particle grip and rubberized, ergonomic handle with swivel top, provides a comfort grip and smoothly spinning. Magnetic bit holder transmits magnetism through the screwdriver bit, helping you handle tiny screws. And flexible extension shaft is useful for removing screw in tight spots \u3010Magnetic Design\u3011This professional tool set has 2 magnetic tools, help to save your energy and time. The 5.7*3.3\" magnetic project mat can keep all tiny screws and parts organized, prevent from losing and messing up, make your repair work more efficient. Magnetizer demagnetizer tool helps strengthen the magnetism of the screwdriver tips to grab screws, or weaken it to avoid damage to your sensitive electronics \u3010Organize & Portable\u3011All screwdriver bits are stored in rubber bit holder which marked with type and size for fast recognizing. And the repair tools are held in a tear-resistant and shock-proof oxford bag, offering a whole protection and organized storage, no more worry about losing anything. The tool bag with nylon strap is light and handy, easy to carry out, or placed in the home, office, car, drawer and other places \u3010Quality First\u3011The precision bits are made of 60HRC Chromium-vanadium steel which is resist abrasion, oxidation and corrosion, sturdy and durable, ensure long time use. This computer tool kit is covered by our lifetime warranty. If you have any issues with the quality or usage, please don't hesitate to contact us"}],
  "product_quantity": [{"quantity": "1"}]
  <|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": "2025-04-05T05:09:56.770Z", // 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"}
  {"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"}
  {"timestamp": "2025-04-05T02:27:56.130Z", "action": "click_product", "action_argument": "B0D9GWDTHZ"}
  {"timestamp": "2025-04-05T02:28:12.014Z", "action": "click", "action_argument": "product_option"}
  {"timestamp": "2025-04-05T02:28:29.972Z", "action": "click", "action_argument": "product_option"}
  {"timestamp": "2025-04-05T02:28:47.512Z", "action": "click", "action_argument": "product_option"}
  {"timestamp": "2025-04-05T02:28:52.724Z", "action": "click", "action_argument": "product_option"}
  {"timestamp": "2025-04-05T02:28:58.199Z", "action": "click", "action_argument": "product_option"}
  {"timestamp": "2025-04-05T02:29:00.743Z", "action": "click", "action_argument": "product_option"}
  <|memory_end|>
  
  <|action_start|>
  {"timestamp": "2025-04-05T04:44:00.765Z", "action": "input", "action_argument": "pc build tool"}
  {"timestamp": "2025-04-05T04:44:00.907Z", "action": "click", "action_argument": "search"}
  {"timestamp": "2025-04-05T04:54:46.579Z", "action": "click_product", "action_argument": "B01GF0KV6G"}
  {"timestamp": "2025-04-05T04:56:48.033Z", "action": "click", "action_argument": "other"}
  {"timestamp": "2025-04-05T05:07:00.983Z", "action": "click", "action_argument": "search"}
  {"timestamp": "2025-04-05T05:07:01.885Z", "action": "click", "action_argument": "search"}
  {"timestamp": "2025-04-05T05:07:18.468Z", "action": "input", "action_argument": "electronic screw"}
  {"timestamp": "2025-04-05T05:07:18.560Z", "action": "click", "action_argument": "suggested_term"}
  {"timestamp": "2025-04-05T05:08:07.413Z", "action": "click_product", "action_argument": "B08SGM6F79"}
  <|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": "electric screwdriver"}],
  "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"}],
  "product_details": [{"asin": "B08SGM6F79"},
  {"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"},
  {"price": "$27.99"},
  {"bullet_list": "\u3010Wide Application\u3011This precision screwdriver set has 120 bits, complete with every driver bit you\u2019ll need to tackle any repair or DIY project. In addition, this repair kit has 22 practical accessories, such as magnetizer, magnetic mat, ESD tweezers, suction cup, spudger, cleaning brush, etc. Whether you're a professional or a amateur, this toolkit has what you need to repair all cell phone, computer, laptops, SSD, iPad, game consoles, tablets, glasses, HVAC, sewing machine, etc \u3010Humanized Design\u3011This electronic screwdriver set has been professionally designed to maximize your repair capabilities. The screwdriver features a particle grip and rubberized, ergonomic handle with swivel top, provides a comfort grip and smoothly spinning. Magnetic bit holder transmits magnetism through the screwdriver bit, helping you handle tiny screws. And flexible extension shaft is useful for removing screw in tight spots \u3010Magnetic Design\u3011This professional tool set has 2 magnetic tools, help to save your energy and time. The 5.7*3.3\" magnetic project mat can keep all tiny screws and parts organized, prevent from losing and messing up, make your repair work more efficient. Magnetizer demagnetizer tool helps strengthen the magnetism of the screwdriver tips to grab screws, or weaken it to avoid damage to your sensitive electronics \u3010Organize & Portable\u3011All screwdriver bits are stored in rubber bit holder which marked with type and size for fast recognizing. And the repair tools are held in a tear-resistant and shock-proof oxford bag, offering a whole protection and organized storage, no more worry about losing anything. The tool bag with nylon strap is light and handy, easy to carry out, or placed in the home, office, car, drawer and other places \u3010Quality First\u3011The precision bits are made of 60HRC Chromium-vanadium steel which is resist abrasion, oxidation and corrosion, sturdy and durable, ensure long time use. This computer tool kit is covered by our lifetime warranty. If you have any issues with the quality or usage, please don't hesitate to contact us"}],
  "product_quantity": [{"quantity": "1"}]
  <|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": "2025-04-05T05:09:56.770Z", // 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>
  