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": "2025-04-04T04:15:31.331Z", "action": "input", "action_argument": "jump starter"}
  {"timestamp": "2025-04-04T04:15:31.571Z", "action": "click", "action_argument": "search"}
  {"timestamp": "2025-04-04T04:15:48.462Z", "action": "click_product", "action_argument": "B015TKPT1A"}
  {"timestamp": "2025-04-04T04:16:13.804Z", "action": "purchase", "action_argument": "B015TKPT1A"}
  {"timestamp": "2025-04-04T04:16:18.908Z", "action": "click", "action_argument": "other"}
  {"timestamp": "2025-04-04T04:16:23.716Z", "action": "click", "action_argument": "quantity"}
  {"timestamp": "2025-04-04T04:16:25.645Z", "action": "click", "action_argument": "quantity"}
  {"timestamp": "2025-04-04T04:16:27.270Z", "action": "click", "action_argument": "quantity"}
  {"timestamp": "2025-04-04T04:16:29.487Z", "action": "click", "action_argument": "quantity"}
  {"timestamp": "2025-04-04T04:16:31.260Z", "action": "click", "action_argument": "quantity"}
  {"timestamp": "2025-04-04T04:16:33.216Z", "action": "click", "action_argument": "quantity"}
  {"timestamp": "2025-04-04T04:16:35.183Z", "action": "click", "action_argument": "quantity"}
  {"timestamp": "2025-04-04T04:16:37.321Z", "action": "click", "action_argument": "quantity"}
  {"timestamp": "2025-04-04T04:16:39.359Z", "action": "click", "action_argument": "quantity"}
  {"timestamp": "2025-04-04T04:16:41.979Z", "action": "click", "action_argument": "quantity"}
  {"timestamp": "2025-04-04T04:16:43.956Z", "action": "click", "action_argument": "quantity"}
  {"timestamp": "2025-04-04T04:16:46.587Z", "action": "click", "action_argument": "quantity"}
  {"timestamp": "2025-04-04T04:16:48.165Z", "action": "click", "action_argument": "quantity"}
  {"timestamp": "2025-04-04T04:16:49.602Z", "action": "click", "action_argument": "quantity"}
  {"timestamp": "2025-04-04T04:16:51.283Z", "action": "click", "action_argument": "quantity"}
  {"timestamp": "2025-04-04T04:17:03.299Z", "action": "click", "action_argument": "quantity"}
  {"timestamp": "2025-04-04T04:17:04.816Z", "action": "click", "action_argument": "quantity"}
  {"timestamp": "2025-04-04T04:17:19.685Z", "action": "purchase", "action_argument": "B015TKPT1A"}
  {"timestamp": "2025-04-12T20:51:52.658Z", "action": "input", "action_argument": "passport protector"}
  {"timestamp": "2025-04-12T20:51:52.953Z", "action": "click", "action_argument": "search"}
  {"timestamp": "2025-04-12T20:52:03.656Z", "action": "input", "action_argument": "passport protector"}
  {"timestamp": "2025-04-12T20:52:03.733Z", "action": "click", "action_argument": "suggested_term"}
  {"timestamp": "2025-04-15T20:34:38.977Z", "action": "input", "action_argument": "car windsh"}
  {"timestamp": "2025-04-15T20:34:39.062Z", "action": "click", "action_argument": "suggested_term"}
  {"timestamp": "2025-04-15T20:34:47.309Z", "action": "input", "action_argument": "car windshield inner cleaner tool"}
  {"timestamp": "2025-04-15T20:34:47.593Z", "action": "click", "action_argument": "search"}
  {"timestamp": "2025-04-15T20:34:58.535Z", "action": "click_product", "action_argument": "B07SGQJ6C9"}
  {"timestamp": "2025-04-15T20:35:30.755Z", "action": "purchase", "action_argument": "B07SGQJ6C9"}
  {"timestamp": "2025-04-26T03:30:22.914Z", "action": "click", "action_argument": "suggested_term"}
  {"timestamp": "2025-04-26T03:30:40.451Z", "action": "input", "action_argument": "zipper bags for clothes"}
  {"timestamp": "2025-04-26T03:30:40.527Z", "action": "click", "action_argument": "suggested_term"}
  {"timestamp": "2025-04-26T03:30:51.225Z", "action": "click", "action_argument": "nav_bar"}
  {"timestamp": "2025-04-26T03:30:54.035Z", "action": "click", "action_argument": "other"}
  {"timestamp": "2025-04-26T03:31:07.451Z", "action": "click", "action_argument": "other"}
  {"timestamp": "2025-04-26T03:31:14.359Z", "action": "input", "action_argument": "garment covers"}
  {"timestamp": "2025-04-26T03:31:14.705Z", "action": "click", "action_argument": "search"}
  {"timestamp": "2025-04-26T03:31:32.047Z", "action": "input", "action_argument": "garment covers"}
  {"timestamp": "2025-04-26T03:31:37.777Z", "action": "click", "action_argument": "other"}
  {"timestamp": "2025-04-26T03:43:48.476Z", "action": "purchase", "action_argument": "B0CQ2FVH66"}
  <|memory_end|>
  
  <|action_start|>
  {"timestamp": "2025-04-26T03:44:45.017Z", "action": "input", "action_argument": "shipping box 16*16*12"}
  {"timestamp": "2025-04-26T03:44:45.454Z", "action": "click", "action_argument": "search"}
  {"timestamp": "2025-04-26T03:46:09.666Z", "action": "input", "action_argument": "shipping box 16 16 12"}
  {"timestamp": "2025-04-26T03:46:09.893Z", "action": "click", "action_argument": "search"}
  {"timestamp": "2025-04-26T03:46:17.453Z", "action": "click", "action_argument": "search"}
  {"timestamp": "2025-04-26T03:46:18.291Z", "action": "click", "action_argument": "search"}
  {"timestamp": "2025-04-26T03:46:25.255Z", "action": "click_product", "action_argument": "B01D272I5M"}
  {"timestamp": "2025-04-26T03:46:58.919Z", "action": "click", "action_argument": "search"}
  {"timestamp": "2025-04-26T03:47:06.677Z", "action": "click", "action_argument": "search"}
  {"timestamp": "2025-04-26T03:50:38.053Z", "action": "click", "action_argument": "filter"}
  {"timestamp": "2025-04-26T03:50:53.410Z", "action": "click", "action_argument": "filter"}
  {"timestamp": "2025-04-26T03:52:08.955Z", "action": "click", "action_argument": "page_related"}
  {"timestamp": "2025-04-26T03:52:13.303Z", "action": "click", "action_argument": "filter"}
  {"timestamp": "2025-04-26T03:52:18.671Z", "action": "click", "action_argument": "filter"}
  {"timestamp": "2025-04-26T03:52:23.686Z", "action": "click", "action_argument": "filter"}
  {"timestamp": "2025-04-26T03:53:09.895Z", "action": "click", "action_argument": "filter"}
  {"timestamp": "2025-04-26T03:53:16.371Z", "action": "input", "action_argument": "16x14x10 box"}
  {"timestamp": "2025-04-26T03:53:16.600Z", "action": "click", "action_argument": "search"}
  {"timestamp": "2025-04-26T03:55:44.358Z", "action": "click", "action_argument": "suggested_term"}
  <|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": "shipping box 16 14 4"}],
  "cart_items": [{"title": "Allen Brothers, Beef Ribeye Steak, Boneless, USDA Prime, 1 lb", "asin": "B0CSDXNWVR", "price": "$54.33"},
  {"title": "Lindt LINDOR Milk Chocolate Candy Truffles, Milk Chocolate with Smooth, Melting Truffle Center, 5.1 oz. Bag", "asin": "B00TDP2Y8Y", "price": "$3.99"},
  {"title": "Robert Mondavi Private Selection Cabernet Sauvignon Red Wine, 750 mL bottle", "asin": "B00194EW0K", "price": "$6.75"},
  {"title": "Purina Fancy Feast Grilled Wet Cat Food Seafood Collection in Wet Cat Food Variety Pack - (Pack of 24) 3 oz. Cans", "asin": "B001STX13U", "price": "$17.39"},
  {"title": "Ziploc Quart Food Storage Freezer Bags, New Stay Open Design with Stand-Up Bottom, Easy to Fill, 19 Count", "asin": "B000R91CLU", "price": "$3.48"}],
  "product_details": [{"asin": "B08K3PVMVN"},
  {"title": "16\" x 14\" x 4\" Corrugated Boxes 32 ECT (Pack of 5-16x14x4) | Quality Moving Boxes. Great for Shipping Boxes for Business, Office or Home."},
  {"price": "$29.02"},
  {"bullet_list": "Box Dimension: 16x14x4 Number of Boxes in Order: 5 Individual Box Girth: 52 Individual Box Strength: Single Wall Corrugated and 32-LB Edge Crush Test (ECT) Save on postage using strong lightweight material"}],
  "product_quantity": [{"quantity": "1"}],
  "promotion_items": [{"title": "AVIDITI Shipping Boxes Flat 16\"L x 16\"W x 4\"H (25-Pack) Corrugated Cardboard Box for Packing, Moving and Storage", "asin": "B00BT48GZW", "price": "$56.99", "quantity": ""},
  {"title": "Flat Cardboard Boxes 48\"L x 15\"W x 3\"H (Pack of 12) - USA-Made Packing Boxes for Mo...", "asin": "B0F2W44CLQ", "price": "$154.95", "quantity": ""},
  {"title": "Long Cardboard Boxes 14\"L x 14\"W x 40\"H (Pack of 12) - USA-Made Packing Boxes for M...", "asin": "B0F2VGQRD3", "price": "$169.95", "quantity": ""},
  {"title": "AVIDITI Shipping Boxes Medium 16\"L x 12\"W x 10\"H, 25-Pack | Corrugated Cardboard Box for Packing, Moving and Storage", "asin": "B00BT3J5QM", "price": "$54.75", "quantity": ""},
  {"title": "BOX USA 16 x 12 x 4 Corrugated Cardboard Boxes, Flat 16\"L x 12\"W x 4\"H, Pack of 100 | Shipping, Packaging, Moving, Storage Box for Home or Business, Strong Wholesale Bulk Boxes", "asin": "B06W9GKB4G", "price": "$139.88", "quantity": ""},
  {"title": "Partners Brand 14 x 12 x 6 Corrugated Cardboard Boxes, 14\"L x 12\"W x 6\"H, Pack of , 25 | Shipping, Packaging, Moving, Storage Box for Business, Strong Wholesale Bulk Boxes 14126", "asin": "B01D3BIXRE", "price": "$40.99", "quantity": ""},
  {"title": "BOX USA 16 x 12 x 4 Corrugated Cardboard Boxes, Flat 16\"L x 12\"W x 4\"H, Pack of 100 | Shipping, Packaging, Moving, Storage Box for Home or Business, Strong Wholesale Bulk Boxes", "asin": "B06W9GKB4G", "price": "$139.88", "quantity": ""},
  {"title": "BOXES FAST 16 x 12 x 4 Corrugated Cardboard Boxes, Flat 16\"L x 12\"W x 4\"H, Pack of 25 | Shipping, Packaging, Moving, Storage Box for Home or Business, Strong Wholesale Bulk Boxes", "asin": "B077BWHTBG", "price": "$43.99", "quantity": ""},
  {"title": "Partners Brand 14 x 12 x 6 Corrugated Cardboard Boxes, 14\"L x 12\"W x 6\"H, Pack of , 25 | Shipping, Packaging, Moving, Storage Box for Business, Strong Wholesale Bulk Boxes 14126", "asin": "B01D3BIXRE", "price": "$40.99", "quantity": ""},
  {"title": "AVIDITI 16 x 14 x 14 Corrugated Cardboard Boxes, Medium 16\"L x 14\"W x 14\"H, Pack of 25 | Shipping, Packaging, Moving, Storage Box for Home or Business, Strong Wholesale Bulk Boxes", "asin": "B00BT3VV4G", "price": "$70.99", "quantity": ""},
  {"title": "BOX USA 15 x 15 x 4 Corrugated Cardboard Boxes, Flat 15\"L x 15\"W x 4\"H, Pack of 25 | Shipping, Packaging, Moving, Storage Box for Home or Business, Strong Wholesale Bulk Boxes", "asin": "B01D274NIW", "price": "$47.63", "quantity": ""},
  {"title": "AVIDITI Shipping Boxes Medium 14\"L x 4\"W x 4\"H, 50-Pack | Corrugated Cardboard Box for Packing, Moving and Storage 14x4x4 1444", "asin": "B00KFK57S0", "price": "$70.25", "quantity": ""},
  {"title": "BOX USA 4x4x16 Tall Corrugated Boxes, Tall, 4L x 4W x 16H, Pack of 25 | Shipping, Packaging, Moving, Storage Box for Home or Business, Strong Wholesale Bulk Boxes", "asin": "B01D37GBBS", "price": "$36.99", "quantity": ""},
  {"title": "Aviditi 16\"L x 12\"W x 4\"H Flat Corrugated Cardboard Boxes (25-Pack) with AVIDITI Newsprint Packing Paper 17\" x 27\" Sheets (2 lbs.) | Pre-Cut Large Packing Paper Sheets", "asin": "B0DW1SFLJ6", "price": "$80.98", "quantity": ""},
  {"title": "Long Cardboard Boxes 14\"L x 14\"W x 40\"H (Pack of 6) - USA-Made Packing Boxes for Mo...", "asin": "B0F2VPSQ4T", "price": "$99.95", "quantity": ""},
  {"title": "AVIDITI Shipping Boxes Medium 14\"L x 4\"W x 4\"H, 50-Pack | Corrugated Cardboard Box for Packing, Moving and Storage 14x4x4 1444", "asin": "B00KFK57S0", "price": "$70.25", "quantity": ""},
  {"title": "BOX USA 16 x 12 x 4 Corrugated Cardboard Boxes, Flat 16\"L x 12\"W x 4\"H, Pack of 100 | Shipping, Packaging, Moving, Storage Box for Home or Business, Strong Wholesale Bulk Boxes", "asin": "B06W9GKB4G", "price": "$139.88", "quantity": ""},
  {"title": "AVIDITI 16 x 14 x 14 Corrugated Cardboard Boxes, Medium 16\"L x 14\"W x 14\"H, Pack of 25 | Shipping, Packaging, Moving, Storage Box for Home or Business, Strong Wholesale Bulk Boxes", "asin": "B00BT3VV4G", "price": "$70.99", "quantity": ""},
  {"title": "Partners Brand 14 x 12 x 6 Corrugated Cardboard Boxes, 14\"L x 12\"W x 6\"H, Pack of , 25 | Shipping, Packaging, Moving, Storage Box for Business, Strong Wholesale Bulk Boxes 14126", "asin": "B01D3BIXRE", "price": "$40.99", "quantity": ""},
  {"title": "BOX USA 20 x 14 x 4 Corrugated Cardboard Boxes, Flat 20\"L x 14\"W x 4\"H, Pack of 25 | Shipping, Packaging, Moving, Storage Box for Home or Business, Strong Wholesale Bulk Boxes", "asin": "B01D275I2M", "price": "$49.99", "quantity": ""},
  {"title": "Partners Brand 16x12x12 Corrugated Cardboard Boxes, 16\"L x 12\"W x 12\"H, Pack of 25 | Shipping, Packaging, Moving, Storage Box for Business, Strong Wholesale Bulk Boxes 16x12x12 161212", "asin": "B01D3BGHL8", "price": "$55.99", "quantity": ""},
  {"title": "BOX USA 15 x 15 x 4 Corrugated Cardboard Boxes, Flat 15\"L x 15\"W x 4\"H, Pack of 25 | Shipping, Packaging, Moving, Storage Box for Home or Business, Strong Wholesale Bulk Boxes", "asin": "B01D274NIW", "price": "$47.63", "quantity": ""},
  {"title": "BOX USA 16 x 12 x 6 Corrugated Cardboard Boxes, Flat 16\"L x 12\"W x 6\"H, Pack of 25 | Shipping, Packaging, Moving, Storage Box for Home or Business, Strong Wholesale Bulk Boxes", "asin": "B01D273WG6", "price": "$45.49", "quantity": ""},
  {"title": "AVIDITI 16 x 14 x 14 Corrugated Cardboard Boxes, Medium 16\"L x 14\"W x 14\"H, Pack of 25 | Shipping, Packaging, Moving, Storage Box for Home or Business, Strong Wholesale Bulk Boxes", "asin": "B00BT3VV4G", "price": "$70.99", "quantity": ""},
  {"title": "Partners Brand 14 x 12 x 6 Corrugated Cardboard Boxes, 14\"L x 12\"W x 6\"H, Pack of , 25 | Shipping, Packaging, Moving, Storage Box for Business, Strong Wholesale Bulk Boxes 14126", "asin": "B01D3BIXRE", "price": "$40.99", "quantity": ""},
  {"title": "BOX USA 4x4x16 Tall Corrugated Boxes, Tall, 4L x 4W x 16H, Pack of 25 | Shipping, Packaging, Moving, Storage Box for Home or Business, Strong Wholesale Bulk Boxes", "asin": "B01D37GBBS", "price": "$36.99", "quantity": ""}],
  "comparison_items": [{"title": "E1 Packaging 16\" x 14\" x 4\" Corrugated Boxes 32 ECT (Pack of 5-16x14x4) | Quality Moving Boxes. Great for Shipping Boxes for Business, Office or Home.", "asin": "B08K3PVMVN", "price": "$29.02"},
  {"title": "AVIDITI Small Shipping Boxes 18\"L x 12\"W x 2\"H, 50-Pack | Cardboard Box Crush-Proof Carton for Mailing, Storing, Package, Gifts, Crafts, Business or Home, White 18x12x2 18122", "asin": "B00K6EFGAY", "price": "$74.15"},
  {"title": "Boxes Fast Small Business Packaging, Shipping Box Bulk | Cardboard, Gift, Storage, Small Corrugated Boxes,", "asin": "B0781W136B", "price": "$29.99"},
  {"title": "TAPE LOGIC 12 x 12 x 4 Corrugated Cardboard Boxes, Flat 12\"L x 12\"W x 4\"H, Pack of 25 | Shipping, Packaging, Moving, Storage Box for Home or Business, Strong Wholesale Bulk Boxes", "asin": "B01M991CA9", "price": "$36.75"},
  {"title": "BOX USA 13 x 13 x 3 Corrugated Cardboard Boxes, Flat 13\"L x 13\"W x 3\"H, Pack of 25 | Shipping, Packaging, Moving, Storage Box for Home or Business, Strong Wholesale Bulk Boxes", "asin": "B01BGFUCQO", "price": "$63.58"},
  {"title": "BOX USA 16 x 12 x 4 Corrugated Cardboard Boxes, Flat 16\"L x 12\"W x 4\"H, Pack of 25 | Shipping, Packaging, Moving, Storage Box for Home or Business, Strong Wholesale Bulk Boxes", "asin": "B01D273WIE", "price": "$42.99"}]
  <|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": "2025-04-26T03:57:51.060Z", // 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": "2025-04-04T04:15:31.331Z", "action": "input", "action_argument": "jump starter"}
  {"timestamp": "2025-04-04T04:15:31.571Z", "action": "click", "action_argument": "search"}
  {"timestamp": "2025-04-04T04:15:48.462Z", "action": "click_product", "action_argument": "B015TKPT1A"}
  {"timestamp": "2025-04-04T04:16:13.804Z", "action": "purchase", "action_argument": "B015TKPT1A"}
  {"timestamp": "2025-04-04T04:16:18.908Z", "action": "click", "action_argument": "other"}
  {"timestamp": "2025-04-04T04:16:23.716Z", "action": "click", "action_argument": "quantity"}
  {"timestamp": "2025-04-04T04:16:25.645Z", "action": "click", "action_argument": "quantity"}
  {"timestamp": "2025-04-04T04:16:27.270Z", "action": "click", "action_argument": "quantity"}
  {"timestamp": "2025-04-04T04:16:29.487Z", "action": "click", "action_argument": "quantity"}
  {"timestamp": "2025-04-04T04:16:31.260Z", "action": "click", "action_argument": "quantity"}
  {"timestamp": "2025-04-04T04:16:33.216Z", "action": "click", "action_argument": "quantity"}
  {"timestamp": "2025-04-04T04:16:35.183Z", "action": "click", "action_argument": "quantity"}
  {"timestamp": "2025-04-04T04:16:37.321Z", "action": "click", "action_argument": "quantity"}
  {"timestamp": "2025-04-04T04:16:39.359Z", "action": "click", "action_argument": "quantity"}
  {"timestamp": "2025-04-04T04:16:41.979Z", "action": "click", "action_argument": "quantity"}
  {"timestamp": "2025-04-04T04:16:43.956Z", "action": "click", "action_argument": "quantity"}
  {"timestamp": "2025-04-04T04:16:46.587Z", "action": "click", "action_argument": "quantity"}
  {"timestamp": "2025-04-04T04:16:48.165Z", "action": "click", "action_argument": "quantity"}
  {"timestamp": "2025-04-04T04:16:49.602Z", "action": "click", "action_argument": "quantity"}
  {"timestamp": "2025-04-04T04:16:51.283Z", "action": "click", "action_argument": "quantity"}
  {"timestamp": "2025-04-04T04:17:03.299Z", "action": "click", "action_argument": "quantity"}
  {"timestamp": "2025-04-04T04:17:04.816Z", "action": "click", "action_argument": "quantity"}
  {"timestamp": "2025-04-04T04:17:19.685Z", "action": "purchase", "action_argument": "B015TKPT1A"}
  {"timestamp": "2025-04-12T20:51:52.658Z", "action": "input", "action_argument": "passport protector"}
  {"timestamp": "2025-04-12T20:51:52.953Z", "action": "click", "action_argument": "search"}
  {"timestamp": "2025-04-12T20:52:03.656Z", "action": "input", "action_argument": "passport protector"}
  {"timestamp": "2025-04-12T20:52:03.733Z", "action": "click", "action_argument": "suggested_term"}
  {"timestamp": "2025-04-15T20:34:38.977Z", "action": "input", "action_argument": "car windsh"}
  {"timestamp": "2025-04-15T20:34:39.062Z", "action": "click", "action_argument": "suggested_term"}
  {"timestamp": "2025-04-15T20:34:47.309Z", "action": "input", "action_argument": "car windshield inner cleaner tool"}
  {"timestamp": "2025-04-15T20:34:47.593Z", "action": "click", "action_argument": "search"}
  {"timestamp": "2025-04-15T20:34:58.535Z", "action": "click_product", "action_argument": "B07SGQJ6C9"}
  {"timestamp": "2025-04-15T20:35:30.755Z", "action": "purchase", "action_argument": "B07SGQJ6C9"}
  {"timestamp": "2025-04-26T03:30:22.914Z", "action": "click", "action_argument": "suggested_term"}
  {"timestamp": "2025-04-26T03:30:40.451Z", "action": "input", "action_argument": "zipper bags for clothes"}
  {"timestamp": "2025-04-26T03:30:40.527Z", "action": "click", "action_argument": "suggested_term"}
  {"timestamp": "2025-04-26T03:30:51.225Z", "action": "click", "action_argument": "nav_bar"}
  {"timestamp": "2025-04-26T03:30:54.035Z", "action": "click", "action_argument": "other"}
  {"timestamp": "2025-04-26T03:31:07.451Z", "action": "click", "action_argument": "other"}
  {"timestamp": "2025-04-26T03:31:14.359Z", "action": "input", "action_argument": "garment covers"}
  {"timestamp": "2025-04-26T03:31:14.705Z", "action": "click", "action_argument": "search"}
  {"timestamp": "2025-04-26T03:31:32.047Z", "action": "input", "action_argument": "garment covers"}
  {"timestamp": "2025-04-26T03:31:37.777Z", "action": "click", "action_argument": "other"}
  {"timestamp": "2025-04-26T03:43:48.476Z", "action": "purchase", "action_argument": "B0CQ2FVH66"}
  <|memory_end|>
  
  <|action_start|>
  {"timestamp": "2025-04-26T03:44:45.017Z", "action": "input", "action_argument": "shipping box 16*16*12"}
  {"timestamp": "2025-04-26T03:44:45.454Z", "action": "click", "action_argument": "search"}
  {"timestamp": "2025-04-26T03:46:09.666Z", "action": "input", "action_argument": "shipping box 16 16 12"}
  {"timestamp": "2025-04-26T03:46:09.893Z", "action": "click", "action_argument": "search"}
  {"timestamp": "2025-04-26T03:46:17.453Z", "action": "click", "action_argument": "search"}
  {"timestamp": "2025-04-26T03:46:18.291Z", "action": "click", "action_argument": "search"}
  {"timestamp": "2025-04-26T03:46:25.255Z", "action": "click_product", "action_argument": "B01D272I5M"}
  {"timestamp": "2025-04-26T03:46:58.919Z", "action": "click", "action_argument": "search"}
  {"timestamp": "2025-04-26T03:47:06.677Z", "action": "click", "action_argument": "search"}
  {"timestamp": "2025-04-26T03:50:38.053Z", "action": "click", "action_argument": "filter"}
  {"timestamp": "2025-04-26T03:50:53.410Z", "action": "click", "action_argument": "filter"}
  {"timestamp": "2025-04-26T03:52:08.955Z", "action": "click", "action_argument": "page_related"}
  {"timestamp": "2025-04-26T03:52:13.303Z", "action": "click", "action_argument": "filter"}
  {"timestamp": "2025-04-26T03:52:18.671Z", "action": "click", "action_argument": "filter"}
  {"timestamp": "2025-04-26T03:52:23.686Z", "action": "click", "action_argument": "filter"}
  {"timestamp": "2025-04-26T03:53:09.895Z", "action": "click", "action_argument": "filter"}
  {"timestamp": "2025-04-26T03:53:16.371Z", "action": "input", "action_argument": "16x14x10 box"}
  {"timestamp": "2025-04-26T03:53:16.600Z", "action": "click", "action_argument": "search"}
  {"timestamp": "2025-04-26T03:55:44.358Z", "action": "click", "action_argument": "suggested_term"}
  <|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": "shipping box 16 14 4"}],
  "cart_items": [{"title": "Allen Brothers, Beef Ribeye Steak, Boneless, USDA Prime, 1 lb", "asin": "B0CSDXNWVR", "price": "$54.33"},
  {"title": "Lindt LINDOR Milk Chocolate Candy Truffles, Milk Chocolate with Smooth, Melting Truffle Center, 5.1 oz. Bag", "asin": "B00TDP2Y8Y", "price": "$3.99"},
  {"title": "Robert Mondavi Private Selection Cabernet Sauvignon Red Wine, 750 mL bottle", "asin": "B00194EW0K", "price": "$6.75"},
  {"title": "Purina Fancy Feast Grilled Wet Cat Food Seafood Collection in Wet Cat Food Variety Pack - (Pack of 24) 3 oz. Cans", "asin": "B001STX13U", "price": "$17.39"},
  {"title": "Ziploc Quart Food Storage Freezer Bags, New Stay Open Design with Stand-Up Bottom, Easy to Fill, 19 Count", "asin": "B000R91CLU", "price": "$3.48"}],
  "product_details": [{"asin": "B08K3PVMVN"},
  {"title": "16\" x 14\" x 4\" Corrugated Boxes 32 ECT (Pack of 5-16x14x4) | Quality Moving Boxes. Great for Shipping Boxes for Business, Office or Home."},
  {"price": "$29.02"},
  {"bullet_list": "Box Dimension: 16x14x4 Number of Boxes in Order: 5 Individual Box Girth: 52 Individual Box Strength: Single Wall Corrugated and 32-LB Edge Crush Test (ECT) Save on postage using strong lightweight material"}],
  "product_quantity": [{"quantity": "1"}],
  "promotion_items": [{"title": "AVIDITI Shipping Boxes Flat 16\"L x 16\"W x 4\"H (25-Pack) Corrugated Cardboard Box for Packing, Moving and Storage", "asin": "B00BT48GZW", "price": "$56.99", "quantity": ""},
  {"title": "Flat Cardboard Boxes 48\"L x 15\"W x 3\"H (Pack of 12) - USA-Made Packing Boxes for Mo...", "asin": "B0F2W44CLQ", "price": "$154.95", "quantity": ""},
  {"title": "Long Cardboard Boxes 14\"L x 14\"W x 40\"H (Pack of 12) - USA-Made Packing Boxes for M...", "asin": "B0F2VGQRD3", "price": "$169.95", "quantity": ""},
  {"title": "AVIDITI Shipping Boxes Medium 16\"L x 12\"W x 10\"H, 25-Pack | Corrugated Cardboard Box for Packing, Moving and Storage", "asin": "B00BT3J5QM", "price": "$54.75", "quantity": ""},
  {"title": "BOX USA 16 x 12 x 4 Corrugated Cardboard Boxes, Flat 16\"L x 12\"W x 4\"H, Pack of 100 | Shipping, Packaging, Moving, Storage Box for Home or Business, Strong Wholesale Bulk Boxes", "asin": "B06W9GKB4G", "price": "$139.88", "quantity": ""},
  {"title": "Partners Brand 14 x 12 x 6 Corrugated Cardboard Boxes, 14\"L x 12\"W x 6\"H, Pack of , 25 | Shipping, Packaging, Moving, Storage Box for Business, Strong Wholesale Bulk Boxes 14126", "asin": "B01D3BIXRE", "price": "$40.99", "quantity": ""},
  {"title": "BOX USA 16 x 12 x 4 Corrugated Cardboard Boxes, Flat 16\"L x 12\"W x 4\"H, Pack of 100 | Shipping, Packaging, Moving, Storage Box for Home or Business, Strong Wholesale Bulk Boxes", "asin": "B06W9GKB4G", "price": "$139.88", "quantity": ""},
  {"title": "BOXES FAST 16 x 12 x 4 Corrugated Cardboard Boxes, Flat 16\"L x 12\"W x 4\"H, Pack of 25 | Shipping, Packaging, Moving, Storage Box for Home or Business, Strong Wholesale Bulk Boxes", "asin": "B077BWHTBG", "price": "$43.99", "quantity": ""},
  {"title": "Partners Brand 14 x 12 x 6 Corrugated Cardboard Boxes, 14\"L x 12\"W x 6\"H, Pack of , 25 | Shipping, Packaging, Moving, Storage Box for Business, Strong Wholesale Bulk Boxes 14126", "asin": "B01D3BIXRE", "price": "$40.99", "quantity": ""},
  {"title": "AVIDITI 16 x 14 x 14 Corrugated Cardboard Boxes, Medium 16\"L x 14\"W x 14\"H, Pack of 25 | Shipping, Packaging, Moving, Storage Box for Home or Business, Strong Wholesale Bulk Boxes", "asin": "B00BT3VV4G", "price": "$70.99", "quantity": ""},
  {"title": "BOX USA 15 x 15 x 4 Corrugated Cardboard Boxes, Flat 15\"L x 15\"W x 4\"H, Pack of 25 | Shipping, Packaging, Moving, Storage Box for Home or Business, Strong Wholesale Bulk Boxes", "asin": "B01D274NIW", "price": "$47.63", "quantity": ""},
  {"title": "AVIDITI Shipping Boxes Medium 14\"L x 4\"W x 4\"H, 50-Pack | Corrugated Cardboard Box for Packing, Moving and Storage 14x4x4 1444", "asin": "B00KFK57S0", "price": "$70.25", "quantity": ""},
  {"title": "BOX USA 4x4x16 Tall Corrugated Boxes, Tall, 4L x 4W x 16H, Pack of 25 | Shipping, Packaging, Moving, Storage Box for Home or Business, Strong Wholesale Bulk Boxes", "asin": "B01D37GBBS", "price": "$36.99", "quantity": ""},
  {"title": "Aviditi 16\"L x 12\"W x 4\"H Flat Corrugated Cardboard Boxes (25-Pack) with AVIDITI Newsprint Packing Paper 17\" x 27\" Sheets (2 lbs.) | Pre-Cut Large Packing Paper Sheets", "asin": "B0DW1SFLJ6", "price": "$80.98", "quantity": ""},
  {"title": "Long Cardboard Boxes 14\"L x 14\"W x 40\"H (Pack of 6) - USA-Made Packing Boxes for Mo...", "asin": "B0F2VPSQ4T", "price": "$99.95", "quantity": ""},
  {"title": "AVIDITI Shipping Boxes Medium 14\"L x 4\"W x 4\"H, 50-Pack | Corrugated Cardboard Box for Packing, Moving and Storage 14x4x4 1444", "asin": "B00KFK57S0", "price": "$70.25", "quantity": ""},
  {"title": "BOX USA 16 x 12 x 4 Corrugated Cardboard Boxes, Flat 16\"L x 12\"W x 4\"H, Pack of 100 | Shipping, Packaging, Moving, Storage Box for Home or Business, Strong Wholesale Bulk Boxes", "asin": "B06W9GKB4G", "price": "$139.88", "quantity": ""},
  {"title": "AVIDITI 16 x 14 x 14 Corrugated Cardboard Boxes, Medium 16\"L x 14\"W x 14\"H, Pack of 25 | Shipping, Packaging, Moving, Storage Box for Home or Business, Strong Wholesale Bulk Boxes", "asin": "B00BT3VV4G", "price": "$70.99", "quantity": ""},
  {"title": "Partners Brand 14 x 12 x 6 Corrugated Cardboard Boxes, 14\"L x 12\"W x 6\"H, Pack of , 25 | Shipping, Packaging, Moving, Storage Box for Business, Strong Wholesale Bulk Boxes 14126", "asin": "B01D3BIXRE", "price": "$40.99", "quantity": ""},
  {"title": "BOX USA 20 x 14 x 4 Corrugated Cardboard Boxes, Flat 20\"L x 14\"W x 4\"H, Pack of 25 | Shipping, Packaging, Moving, Storage Box for Home or Business, Strong Wholesale Bulk Boxes", "asin": "B01D275I2M", "price": "$49.99", "quantity": ""},
  {"title": "Partners Brand 16x12x12 Corrugated Cardboard Boxes, 16\"L x 12\"W x 12\"H, Pack of 25 | Shipping, Packaging, Moving, Storage Box for Business, Strong Wholesale Bulk Boxes 16x12x12 161212", "asin": "B01D3BGHL8", "price": "$55.99", "quantity": ""},
  {"title": "BOX USA 15 x 15 x 4 Corrugated Cardboard Boxes, Flat 15\"L x 15\"W x 4\"H, Pack of 25 | Shipping, Packaging, Moving, Storage Box for Home or Business, Strong Wholesale Bulk Boxes", "asin": "B01D274NIW", "price": "$47.63", "quantity": ""},
  {"title": "BOX USA 16 x 12 x 6 Corrugated Cardboard Boxes, Flat 16\"L x 12\"W x 6\"H, Pack of 25 | Shipping, Packaging, Moving, Storage Box for Home or Business, Strong Wholesale Bulk Boxes", "asin": "B01D273WG6", "price": "$45.49", "quantity": ""},
  {"title": "AVIDITI 16 x 14 x 14 Corrugated Cardboard Boxes, Medium 16\"L x 14\"W x 14\"H, Pack of 25 | Shipping, Packaging, Moving, Storage Box for Home or Business, Strong Wholesale Bulk Boxes", "asin": "B00BT3VV4G", "price": "$70.99", "quantity": ""},
  {"title": "Partners Brand 14 x 12 x 6 Corrugated Cardboard Boxes, 14\"L x 12\"W x 6\"H, Pack of , 25 | Shipping, Packaging, Moving, Storage Box for Business, Strong Wholesale Bulk Boxes 14126", "asin": "B01D3BIXRE", "price": "$40.99", "quantity": ""},
  {"title": "BOX USA 4x4x16 Tall Corrugated Boxes, Tall, 4L x 4W x 16H, Pack of 25 | Shipping, Packaging, Moving, Storage Box for Home or Business, Strong Wholesale Bulk Boxes", "asin": "B01D37GBBS", "price": "$36.99", "quantity": ""}],
  "comparison_items": [{"title": "E1 Packaging 16\" x 14\" x 4\" Corrugated Boxes 32 ECT (Pack of 5-16x14x4) | Quality Moving Boxes. Great for Shipping Boxes for Business, Office or Home.", "asin": "B08K3PVMVN", "price": "$29.02"},
  {"title": "AVIDITI Small Shipping Boxes 18\"L x 12\"W x 2\"H, 50-Pack | Cardboard Box Crush-Proof Carton for Mailing, Storing, Package, Gifts, Crafts, Business or Home, White 18x12x2 18122", "asin": "B00K6EFGAY", "price": "$74.15"},
  {"title": "Boxes Fast Small Business Packaging, Shipping Box Bulk | Cardboard, Gift, Storage, Small Corrugated Boxes,", "asin": "B0781W136B", "price": "$29.99"},
  {"title": "TAPE LOGIC 12 x 12 x 4 Corrugated Cardboard Boxes, Flat 12\"L x 12\"W x 4\"H, Pack of 25 | Shipping, Packaging, Moving, Storage Box for Home or Business, Strong Wholesale Bulk Boxes", "asin": "B01M991CA9", "price": "$36.75"},
  {"title": "BOX USA 13 x 13 x 3 Corrugated Cardboard Boxes, Flat 13\"L x 13\"W x 3\"H, Pack of 25 | Shipping, Packaging, Moving, Storage Box for Home or Business, Strong Wholesale Bulk Boxes", "asin": "B01BGFUCQO", "price": "$63.58"},
  {"title": "BOX USA 16 x 12 x 4 Corrugated Cardboard Boxes, Flat 16\"L x 12\"W x 4\"H, Pack of 25 | Shipping, Packaging, Moving, Storage Box for Home or Business, Strong Wholesale Bulk Boxes", "asin": "B01D273WIE", "price": "$42.99"}]
  <|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": "2025-04-26T03:57:51.060Z", // 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": "2025-04-04T04:15:31.331Z", "action": "input", "action_argument": "jump starter"}
  {"timestamp": "2025-04-04T04:15:31.571Z", "action": "click", "action_argument": "search"}
  {"timestamp": "2025-04-04T04:15:48.462Z", "action": "click_product", "action_argument": "B015TKPT1A"}
  {"timestamp": "2025-04-04T04:16:13.804Z", "action": "purchase", "action_argument": "B015TKPT1A"}
  {"timestamp": "2025-04-04T04:16:18.908Z", "action": "click", "action_argument": "other"}
  {"timestamp": "2025-04-04T04:16:23.716Z", "action": "click", "action_argument": "quantity"}
  {"timestamp": "2025-04-04T04:16:25.645Z", "action": "click", "action_argument": "quantity"}
  {"timestamp": "2025-04-04T04:16:27.270Z", "action": "click", "action_argument": "quantity"}
  {"timestamp": "2025-04-04T04:16:29.487Z", "action": "click", "action_argument": "quantity"}
  {"timestamp": "2025-04-04T04:16:31.260Z", "action": "click", "action_argument": "quantity"}
  {"timestamp": "2025-04-04T04:16:33.216Z", "action": "click", "action_argument": "quantity"}
  {"timestamp": "2025-04-04T04:16:35.183Z", "action": "click", "action_argument": "quantity"}
  {"timestamp": "2025-04-04T04:16:37.321Z", "action": "click", "action_argument": "quantity"}
  {"timestamp": "2025-04-04T04:16:39.359Z", "action": "click", "action_argument": "quantity"}
  {"timestamp": "2025-04-04T04:16:41.979Z", "action": "click", "action_argument": "quantity"}
  {"timestamp": "2025-04-04T04:16:43.956Z", "action": "click", "action_argument": "quantity"}
  {"timestamp": "2025-04-04T04:16:46.587Z", "action": "click", "action_argument": "quantity"}
  {"timestamp": "2025-04-04T04:16:48.165Z", "action": "click", "action_argument": "quantity"}
  {"timestamp": "2025-04-04T04:16:49.602Z", "action": "click", "action_argument": "quantity"}
  {"timestamp": "2025-04-04T04:16:51.283Z", "action": "click", "action_argument": "quantity"}
  {"timestamp": "2025-04-04T04:17:03.299Z", "action": "click", "action_argument": "quantity"}
  {"timestamp": "2025-04-04T04:17:04.816Z", "action": "click", "action_argument": "quantity"}
  {"timestamp": "2025-04-04T04:17:19.685Z", "action": "purchase", "action_argument": "B015TKPT1A"}
  {"timestamp": "2025-04-12T20:51:52.658Z", "action": "input", "action_argument": "passport protector"}
  {"timestamp": "2025-04-12T20:51:52.953Z", "action": "click", "action_argument": "search"}
  {"timestamp": "2025-04-12T20:52:03.656Z", "action": "input", "action_argument": "passport protector"}
  {"timestamp": "2025-04-12T20:52:03.733Z", "action": "click", "action_argument": "suggested_term"}
  {"timestamp": "2025-04-15T20:34:38.977Z", "action": "input", "action_argument": "car windsh"}
  {"timestamp": "2025-04-15T20:34:39.062Z", "action": "click", "action_argument": "suggested_term"}
  {"timestamp": "2025-04-15T20:34:47.309Z", "action": "input", "action_argument": "car windshield inner cleaner tool"}
  {"timestamp": "2025-04-15T20:34:47.593Z", "action": "click", "action_argument": "search"}
  {"timestamp": "2025-04-15T20:34:58.535Z", "action": "click_product", "action_argument": "B07SGQJ6C9"}
  {"timestamp": "2025-04-15T20:35:30.755Z", "action": "purchase", "action_argument": "B07SGQJ6C9"}
  {"timestamp": "2025-04-26T03:30:22.914Z", "action": "click", "action_argument": "suggested_term"}
  {"timestamp": "2025-04-26T03:30:40.451Z", "action": "input", "action_argument": "zipper bags for clothes"}
  {"timestamp": "2025-04-26T03:30:40.527Z", "action": "click", "action_argument": "suggested_term"}
  {"timestamp": "2025-04-26T03:30:51.225Z", "action": "click", "action_argument": "nav_bar"}
  {"timestamp": "2025-04-26T03:30:54.035Z", "action": "click", "action_argument": "other"}
  {"timestamp": "2025-04-26T03:31:07.451Z", "action": "click", "action_argument": "other"}
  {"timestamp": "2025-04-26T03:31:14.359Z", "action": "input", "action_argument": "garment covers"}
  {"timestamp": "2025-04-26T03:31:14.705Z", "action": "click", "action_argument": "search"}
  {"timestamp": "2025-04-26T03:31:32.047Z", "action": "input", "action_argument": "garment covers"}
  {"timestamp": "2025-04-26T03:31:37.777Z", "action": "click", "action_argument": "other"}
  {"timestamp": "2025-04-26T03:43:48.476Z", "action": "purchase", "action_argument": "B0CQ2FVH66"}
  <|memory_end|>
  
  <|action_start|>
  {"timestamp": "2025-04-26T03:44:45.017Z", "action": "input", "action_argument": "shipping box 16*16*12"}
  {"timestamp": "2025-04-26T03:44:45.454Z", "action": "click", "action_argument": "search"}
  {"timestamp": "2025-04-26T03:46:09.666Z", "action": "input", "action_argument": "shipping box 16 16 12"}
  {"timestamp": "2025-04-26T03:46:09.893Z", "action": "click", "action_argument": "search"}
  {"timestamp": "2025-04-26T03:46:17.453Z", "action": "click", "action_argument": "search"}
  {"timestamp": "2025-04-26T03:46:18.291Z", "action": "click", "action_argument": "search"}
  {"timestamp": "2025-04-26T03:46:25.255Z", "action": "click_product", "action_argument": "B01D272I5M"}
  {"timestamp": "2025-04-26T03:46:58.919Z", "action": "click", "action_argument": "search"}
  {"timestamp": "2025-04-26T03:47:06.677Z", "action": "click", "action_argument": "search"}
  {"timestamp": "2025-04-26T03:50:38.053Z", "action": "click", "action_argument": "filter"}
  {"timestamp": "2025-04-26T03:50:53.410Z", "action": "click", "action_argument": "filter"}
  {"timestamp": "2025-04-26T03:52:08.955Z", "action": "click", "action_argument": "page_related"}
  {"timestamp": "2025-04-26T03:52:13.303Z", "action": "click", "action_argument": "filter"}
  {"timestamp": "2025-04-26T03:52:18.671Z", "action": "click", "action_argument": "filter"}
  {"timestamp": "2025-04-26T03:52:23.686Z", "action": "click", "action_argument": "filter"}
  {"timestamp": "2025-04-26T03:53:09.895Z", "action": "click", "action_argument": "filter"}
  {"timestamp": "2025-04-26T03:53:16.371Z", "action": "input", "action_argument": "16x14x10 box"}
  {"timestamp": "2025-04-26T03:53:16.600Z", "action": "click", "action_argument": "search"}
  {"timestamp": "2025-04-26T03:55:44.358Z", "action": "click", "action_argument": "suggested_term"}
  <|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": "shipping box 16 14 4"}],
  "cart_items": [{"title": "Allen Brothers, Beef Ribeye Steak, Boneless, USDA Prime, 1 lb", "asin": "B0CSDXNWVR", "price": "$54.33"},
  {"title": "Lindt LINDOR Milk Chocolate Candy Truffles, Milk Chocolate with Smooth, Melting Truffle Center, 5.1 oz. Bag", "asin": "B00TDP2Y8Y", "price": "$3.99"},
  {"title": "Robert Mondavi Private Selection Cabernet Sauvignon Red Wine, 750 mL bottle", "asin": "B00194EW0K", "price": "$6.75"},
  {"title": "Purina Fancy Feast Grilled Wet Cat Food Seafood Collection in Wet Cat Food Variety Pack - (Pack of 24) 3 oz. Cans", "asin": "B001STX13U", "price": "$17.39"},
  {"title": "Ziploc Quart Food Storage Freezer Bags, New Stay Open Design with Stand-Up Bottom, Easy to Fill, 19 Count", "asin": "B000R91CLU", "price": "$3.48"}],
  "product_details": [{"asin": "B08K3PVMVN"},
  {"title": "16\" x 14\" x 4\" Corrugated Boxes 32 ECT (Pack of 5-16x14x4) | Quality Moving Boxes. Great for Shipping Boxes for Business, Office or Home."},
  {"price": "$29.02"},
  {"bullet_list": "Box Dimension: 16x14x4 Number of Boxes in Order: 5 Individual Box Girth: 52 Individual Box Strength: Single Wall Corrugated and 32-LB Edge Crush Test (ECT) Save on postage using strong lightweight material"}],
  "product_quantity": [{"quantity": "1"}],
  "promotion_items": [{"title": "AVIDITI Shipping Boxes Flat 16\"L x 16\"W x 4\"H (25-Pack) Corrugated Cardboard Box for Packing, Moving and Storage", "asin": "B00BT48GZW", "price": "$56.99", "quantity": ""},
  {"title": "Flat Cardboard Boxes 48\"L x 15\"W x 3\"H (Pack of 12) - USA-Made Packing Boxes for Mo...", "asin": "B0F2W44CLQ", "price": "$154.95", "quantity": ""},
  {"title": "Long Cardboard Boxes 14\"L x 14\"W x 40\"H (Pack of 12) - USA-Made Packing Boxes for M...", "asin": "B0F2VGQRD3", "price": "$169.95", "quantity": ""},
  {"title": "AVIDITI Shipping Boxes Medium 16\"L x 12\"W x 10\"H, 25-Pack | Corrugated Cardboard Box for Packing, Moving and Storage", "asin": "B00BT3J5QM", "price": "$54.75", "quantity": ""},
  {"title": "BOX USA 16 x 12 x 4 Corrugated Cardboard Boxes, Flat 16\"L x 12\"W x 4\"H, Pack of 100 | Shipping, Packaging, Moving, Storage Box for Home or Business, Strong Wholesale Bulk Boxes", "asin": "B06W9GKB4G", "price": "$139.88", "quantity": ""},
  {"title": "Partners Brand 14 x 12 x 6 Corrugated Cardboard Boxes, 14\"L x 12\"W x 6\"H, Pack of , 25 | Shipping, Packaging, Moving, Storage Box for Business, Strong Wholesale Bulk Boxes 14126", "asin": "B01D3BIXRE", "price": "$40.99", "quantity": ""},
  {"title": "BOX USA 16 x 12 x 4 Corrugated Cardboard Boxes, Flat 16\"L x 12\"W x 4\"H, Pack of 100 | Shipping, Packaging, Moving, Storage Box for Home or Business, Strong Wholesale Bulk Boxes", "asin": "B06W9GKB4G", "price": "$139.88", "quantity": ""},
  {"title": "BOXES FAST 16 x 12 x 4 Corrugated Cardboard Boxes, Flat 16\"L x 12\"W x 4\"H, Pack of 25 | Shipping, Packaging, Moving, Storage Box for Home or Business, Strong Wholesale Bulk Boxes", "asin": "B077BWHTBG", "price": "$43.99", "quantity": ""},
  {"title": "Partners Brand 14 x 12 x 6 Corrugated Cardboard Boxes, 14\"L x 12\"W x 6\"H, Pack of , 25 | Shipping, Packaging, Moving, Storage Box for Business, Strong Wholesale Bulk Boxes 14126", "asin": "B01D3BIXRE", "price": "$40.99", "quantity": ""},
  {"title": "AVIDITI 16 x 14 x 14 Corrugated Cardboard Boxes, Medium 16\"L x 14\"W x 14\"H, Pack of 25 | Shipping, Packaging, Moving, Storage Box for Home or Business, Strong Wholesale Bulk Boxes", "asin": "B00BT3VV4G", "price": "$70.99", "quantity": ""},
  {"title": "BOX USA 15 x 15 x 4 Corrugated Cardboard Boxes, Flat 15\"L x 15\"W x 4\"H, Pack of 25 | Shipping, Packaging, Moving, Storage Box for Home or Business, Strong Wholesale Bulk Boxes", "asin": "B01D274NIW", "price": "$47.63", "quantity": ""},
  {"title": "AVIDITI Shipping Boxes Medium 14\"L x 4\"W x 4\"H, 50-Pack | Corrugated Cardboard Box for Packing, Moving and Storage 14x4x4 1444", "asin": "B00KFK57S0", "price": "$70.25", "quantity": ""},
  {"title": "BOX USA 4x4x16 Tall Corrugated Boxes, Tall, 4L x 4W x 16H, Pack of 25 | Shipping, Packaging, Moving, Storage Box for Home or Business, Strong Wholesale Bulk Boxes", "asin": "B01D37GBBS", "price": "$36.99", "quantity": ""},
  {"title": "Aviditi 16\"L x 12\"W x 4\"H Flat Corrugated Cardboard Boxes (25-Pack) with AVIDITI Newsprint Packing Paper 17\" x 27\" Sheets (2 lbs.) | Pre-Cut Large Packing Paper Sheets", "asin": "B0DW1SFLJ6", "price": "$80.98", "quantity": ""},
  {"title": "Long Cardboard Boxes 14\"L x 14\"W x 40\"H (Pack of 6) - USA-Made Packing Boxes for Mo...", "asin": "B0F2VPSQ4T", "price": "$99.95", "quantity": ""},
  {"title": "AVIDITI Shipping Boxes Medium 14\"L x 4\"W x 4\"H, 50-Pack | Corrugated Cardboard Box for Packing, Moving and Storage 14x4x4 1444", "asin": "B00KFK57S0", "price": "$70.25", "quantity": ""},
  {"title": "BOX USA 16 x 12 x 4 Corrugated Cardboard Boxes, Flat 16\"L x 12\"W x 4\"H, Pack of 100 | Shipping, Packaging, Moving, Storage Box for Home or Business, Strong Wholesale Bulk Boxes", "asin": "B06W9GKB4G", "price": "$139.88", "quantity": ""},
  {"title": "AVIDITI 16 x 14 x 14 Corrugated Cardboard Boxes, Medium 16\"L x 14\"W x 14\"H, Pack of 25 | Shipping, Packaging, Moving, Storage Box for Home or Business, Strong Wholesale Bulk Boxes", "asin": "B00BT3VV4G", "price": "$70.99", "quantity": ""},
  {"title": "Partners Brand 14 x 12 x 6 Corrugated Cardboard Boxes, 14\"L x 12\"W x 6\"H, Pack of , 25 | Shipping, Packaging, Moving, Storage Box for Business, Strong Wholesale Bulk Boxes 14126", "asin": "B01D3BIXRE", "price": "$40.99", "quantity": ""},
  {"title": "BOX USA 20 x 14 x 4 Corrugated Cardboard Boxes, Flat 20\"L x 14\"W x 4\"H, Pack of 25 | Shipping, Packaging, Moving, Storage Box for Home or Business, Strong Wholesale Bulk Boxes", "asin": "B01D275I2M", "price": "$49.99", "quantity": ""},
  {"title": "Partners Brand 16x12x12 Corrugated Cardboard Boxes, 16\"L x 12\"W x 12\"H, Pack of 25 | Shipping, Packaging, Moving, Storage Box for Business, Strong Wholesale Bulk Boxes 16x12x12 161212", "asin": "B01D3BGHL8", "price": "$55.99", "quantity": ""},
  {"title": "BOX USA 15 x 15 x 4 Corrugated Cardboard Boxes, Flat 15\"L x 15\"W x 4\"H, Pack of 25 | Shipping, Packaging, Moving, Storage Box for Home or Business, Strong Wholesale Bulk Boxes", "asin": "B01D274NIW", "price": "$47.63", "quantity": ""},
  {"title": "BOX USA 16 x 12 x 6 Corrugated Cardboard Boxes, Flat 16\"L x 12\"W x 6\"H, Pack of 25 | Shipping, Packaging, Moving, Storage Box for Home or Business, Strong Wholesale Bulk Boxes", "asin": "B01D273WG6", "price": "$45.49", "quantity": ""},
  {"title": "AVIDITI 16 x 14 x 14 Corrugated Cardboard Boxes, Medium 16\"L x 14\"W x 14\"H, Pack of 25 | Shipping, Packaging, Moving, Storage Box for Home or Business, Strong Wholesale Bulk Boxes", "asin": "B00BT3VV4G", "price": "$70.99", "quantity": ""},
  {"title": "Partners Brand 14 x 12 x 6 Corrugated Cardboard Boxes, 14\"L x 12\"W x 6\"H, Pack of , 25 | Shipping, Packaging, Moving, Storage Box for Business, Strong Wholesale Bulk Boxes 14126", "asin": "B01D3BIXRE", "price": "$40.99", "quantity": ""},
  {"title": "BOX USA 4x4x16 Tall Corrugated Boxes, Tall, 4L x 4W x 16H, Pack of 25 | Shipping, Packaging, Moving, Storage Box for Home or Business, Strong Wholesale Bulk Boxes", "asin": "B01D37GBBS", "price": "$36.99", "quantity": ""}],
  "comparison_items": [{"title": "E1 Packaging 16\" x 14\" x 4\" Corrugated Boxes 32 ECT (Pack of 5-16x14x4) | Quality Moving Boxes. Great for Shipping Boxes for Business, Office or Home.", "asin": "B08K3PVMVN", "price": "$29.02"},
  {"title": "AVIDITI Small Shipping Boxes 18\"L x 12\"W x 2\"H, 50-Pack | Cardboard Box Crush-Proof Carton for Mailing, Storing, Package, Gifts, Crafts, Business or Home, White 18x12x2 18122", "asin": "B00K6EFGAY", "price": "$74.15"},
  {"title": "Boxes Fast Small Business Packaging, Shipping Box Bulk | Cardboard, Gift, Storage, Small Corrugated Boxes,", "asin": "B0781W136B", "price": "$29.99"},
  {"title": "TAPE LOGIC 12 x 12 x 4 Corrugated Cardboard Boxes, Flat 12\"L x 12\"W x 4\"H, Pack of 25 | Shipping, Packaging, Moving, Storage Box for Home or Business, Strong Wholesale Bulk Boxes", "asin": "B01M991CA9", "price": "$36.75"},
  {"title": "BOX USA 13 x 13 x 3 Corrugated Cardboard Boxes, Flat 13\"L x 13\"W x 3\"H, Pack of 25 | Shipping, Packaging, Moving, Storage Box for Home or Business, Strong Wholesale Bulk Boxes", "asin": "B01BGFUCQO", "price": "$63.58"},
  {"title": "BOX USA 16 x 12 x 4 Corrugated Cardboard Boxes, Flat 16\"L x 12\"W x 4\"H, Pack of 25 | Shipping, Packaging, Moving, Storage Box for Home or Business, Strong Wholesale Bulk Boxes", "asin": "B01D273WIE", "price": "$42.99"}]
  <|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": "2025-04-26T03:57:51.060Z", // 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>
  