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": "2025-04-15T20:34:38.977Z", "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"}
  {"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"}
  {"timestamp": "2025-04-26T03:57:51.060Z", "action": "purchase", "action_argument": "B08K3PVMVN"}
  {"timestamp": "2025-04-26T03:57:59.240Z", "action": "click", "action_argument": "review"}
  {"timestamp": "2025-04-26T03:58:28.195Z", "action": "click_product", "action_argument": "B09KY4C3J5"}
  {"timestamp": "2025-04-26T03:59:14.837Z", "action": "click_product", "action_argument": "B08V57V8LR"}
  {"timestamp": "2025-04-26T03:59:43.204Z", "action": "click", "action_argument": "quantity"}
  {"timestamp": "2025-04-26T03:59:56.926Z", "action": "click", "action_argument": "quantity"}
  {"timestamp": "2025-04-26T04:00:04.425Z", "action": "click", "action_argument": "quantity"}
  {"timestamp": "2025-04-26T04:00:06.853Z", "action": "click", "action_argument": "quantity"}
  {"timestamp": "2025-04-26T04:00:09.646Z", "action": "purchase", "action_argument": "B08YJBM69C"}
  {"timestamp": "2025-04-26T04:01:10.614Z", "action": "click_product", "action_argument": "B01M622WIK"}
  {"timestamp": "2025-04-26T04:01:32.052Z", "action": "click", "action_argument": "product_option"}
  {"timestamp": "2025-04-26T04:02:16.340Z", "action": "purchase", "action_argument": "B01M622WIK"}
  {"timestamp": "2025-04-26T04:02:19.644Z", "action": "click", "action_argument": "review"}
  {"timestamp": "2025-04-26T04:02:35.059Z", "action": "click", "action_argument": "page_related"}
  {"timestamp": "2025-04-26T04:02:43.311Z", "action": "click", "action_argument": "search"}
  {"timestamp": "2025-04-26T04:02:50.061Z", "action": "click", "action_argument": "filter"}
  {"timestamp": "2025-04-26T04:02:50.622Z", "action": "click", "action_argument": "filter"}
  {"timestamp": "2025-04-26T04:03:26.542Z", "action": "click", "action_argument": "page_related"}
  {"timestamp": "2025-04-26T04:03:41.046Z", "action": "input", "action_argument": "shipping box 16 14 10"}
  {"timestamp": "2025-04-26T04:03:41.254Z", "action": "click", "action_argument": "search"}
  {"timestamp": "2025-04-26T04:03:55.915Z", "action": "input", "action_argument": "shipping box 16 14 10"}
  {"timestamp": "2025-04-26T04:03:57.775Z", "action": "click", "action_argument": "search"}
  {"timestamp": "2025-04-26T04:04:01.032Z", "action": "input", "action_argument": "shipping box 20 16 10"}
  {"timestamp": "2025-04-26T04:04:02.194Z", "action": "click", "action_argument": "search"}
  {"timestamp": "2025-04-26T04:04:54.874Z", "action": "click", "action_argument": "cart_side_bar"}
  {"timestamp": "2025-04-26T04:05:22.235Z", "action": "click", "action_argument": "page_related"}
  {"timestamp": "2025-04-26T04:17:46.461Z", "action": "click", "action_argument": "search"}
  {"timestamp": "2025-04-26T04:17:55.718Z", "action": "input", "action_argument": "shipping box 14 14 6"}
  {"timestamp": "2025-04-26T04:17:55.917Z", "action": "click", "action_argument": "search"}
  <|memory_end|>
  
  <|action_start|>
  {"timestamp": "2025-04-29T02:30:55.487Z", "action": "input", "action_argument": "apple airtag"}
  {"timestamp": "2025-04-29T02:30:55.698Z", "action": "click", "action_argument": "search"}
  {"timestamp": "2025-04-29T02:32:19.997Z", "action": "click", "action_argument": "filter"}
  <|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": "apple airtag"}],
  "cart_items": [{"title": "TAPE LOGIC 16 x 14 x 4 Corrugated Cardboard Boxes, Flat 16\"L x 14\"W x 4\"H, Pack of 25 | Shipping, Packaging, Moving, Storage Box for Home or Business, Strong Wholesale Bulk Boxes", "asin": "B01M622WIK", "price": "$49.99", "quantity": "1"},
  {"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", "quantity": "1"},
  {"title": "Allen Brothers, Beef Ribeye Steak, Boneless, USDA Prime, 1 lb", "asin": "B0CSDXNWVR", "price": "$38.08"},
  {"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": "$6.85"},
  {"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"}],
  "promotion_items": [{"title": "HERKKA Clear Packing Tape, 12 Rolls Heavy Duty Packaging Tape for Shipping Packaging Moving Sealing, Thicker Clear Packing Tape, 1.88 inches Wide, 65 Yards Per Roll, 780 Total Yards", "asin": "B085RT11X2", "price": "$25.99", "quantity": ""},
  {"title": "BOX USA Packing Paper Roll 1440'L x 30\"W - 1,000 Sheets 17\u201d Long Equivalent - Large White Newsprint for Shipping, Packaging, Storage and Moving Supplies", "asin": "B01EBB4AOK", "price": "$65.99", "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": "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": "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": "BOX USA 12 x 9 x 7 Corrugated Cardboard Boxes, Small 12\"L x 9\"W x 7\"H, Pack of 25 | Shipping, Packaging, Moving, Storage Box for Home or Business, Strong Wholesale Bulk Boxes", "asin": "B01D273SUG", "price": "$35.99", "quantity": ""},
  {"title": "Instapak Quick RT #10 Cushioning Foam Packing and Shipping Solution (15\" x 18\") 2 PACK", "asin": "B0C4ZSYZNC", "price": "$15.99", "quantity": ""},
  {"title": "Foam Bag For Shipping, 6PCS 20\"x24\" Expanding Foam for shipping Instant Pack Quick Expanding Foam Packaging Bags, Packing, Mailing and Shipping Solutions", "asin": "B0CWX4XYL3", "price": "$33.99", "quantity": ""},
  {"title": "Foam Bag For Shipping, Pack of 8 Handy Foam Room Temperature Expanding Foam Packaging Bags, Instant Pack Quick Expanding Packaging Filler - Packing and Shipping Solution", "asin": "/promo/AL4V6WWRN7LMX", "price": "$23.96", "quantity": ""},
  {"title": "Glad ForceFlex MaxStrength Tall Kitchen Drawstring Trash Bags, 13 Gal, 90 Ct (Package May Vary)", "asin": "B0D6D4K2G8", "price": "$21.99", "quantity": ""},
  {"title": "iClap Instant Hand-Pat Expanding Foam Packaging for Irregular & Fragile Items,Ceramics, Electronics, Artwork, Glassware,Equipment,14\"x16\"Expanded Size, 8-Count Pack", "asin": "B0F325BTXL", "price": "$23.99", "quantity": ""},
  {"title": "8 Pcs 14\u201dx16\u201d Expanding Foam Packaging for PC & Irregular-Shaped Items - Shockproof Expandable Packing Foam, Protective Computer Shipping Material for Electronics & Fragile Devices", "asin": "/promo/A1H1IFT8QJIUGQ", "price": "$24.59", "quantity": ""}],
  "ads": [{"title": "Apple AirTag 4 Pack", "asin": "B0D54JZTHY"},
  {"title": "Apple AirTag", "asin": "B0CWXNS552"},
  {"title": "Apple AirTag FineWoven Key Ring - Black \u200b\u200b\u200b\u200b\u200b\u200b\u200b", "asin": "B0DGJGS493"}],
  "search_results": [{"title": "AirTag", "asin": "B0CWXNS552", "price": "$24.95", "delivery": "One-Day FREE delivery Tomorrow, Apr 29 Or FREE delivery Overnight 4\u202fAM - 8\u202fAM on $25 of qualifying items"},
  {"title": "AirTag 4 Pack", "asin": "B0D54JZTHY", "price": "$79.98", "delivery": "Overnight FREE delivery Overnight 4\u202fAM - 8\u202fAM"},
  {"title": "AirTag", "asin": "B0CWXNS552", "price": "$24.95", "delivery": "One-Day FREE delivery Tomorrow, Apr 29 Or FREE delivery Overnight 4\u202fAM - 8\u202fAM on $25 of qualifying items"},
  {"title": "AirTag 4 Pack", "asin": "B0D54JZTHY", "price": "$79.98", "delivery": "Overnight FREE delivery Overnight 4\u202fAM - 8\u202fAM"},
  {"title": "AirTag 4 Pack", "asin": "B0932QJ2JZ", "delivery": ""},
  {"title": "Apple AirTag Tracking Device, 4-Pack (Renewed)", "asin": "B0DJ1P83SN", "price": "$88.99", "delivery": "One-Day FREE delivery Tomorrow, Apr 29"},
  {"title": "Apple AirTag (Renewed)", "asin": "B0DJ9SLR26", "price": "$22.99", "delivery": "FREE delivery May 2 - 6 Or fastest delivery Wed, Apr 30 Only 8 left in stock - order soon."},
  {"title": "AirTag FineWoven Key Ring - Dark Green", "asin": "B0DGHS85DP", "delivery": ""},
  {"title": "AirTag FineWoven Key Ring - Blackberry \u200b\u200b\u200b\u200b\u200b\u200b\u200b", "asin": "B0DGJC7BHC", "price": "$29.98", "delivery": "One-Day FREE delivery Tomorrow, Apr 29"},
  {"title": "AirTag Loop - Pink Citrus", "asin": "B099BCJKD1", "price": "$18.34", "delivery": "One-Day FREE delivery Tomorrow, Apr 29"},
  {"title": "Belkin AirTag Case with Clip, Secure Holder Protective Cover Key Chain, Key Ring for Apple AirTag with Scratch Resistance Accessory \u2013 Black", "asin": "B0BVF682YT", "price": "$15.82", "delivery": "FREE delivery Wed, May 7 Or fastest delivery Tue, May 6"},
  {"title": "Apple ME177LL/A Time Capsule 2TB (Renewed), White", "asin": "B013PVIPYI", "price": "$239.99", "delivery": "FREE delivery Thu, May 1"},
  {"title": "AirTag Tracking Device, 4-Pack with 1-Year Apple Warranty", "asin": "B0CZLZBFV9", "delivery": ""},
  {"title": "AirTag", "asin": "B0933BVK6T", "delivery": ""},
  {"title": "AirTag FineWoven Key Ring - Taupe, Holder Only", "asin": "B0CHX5M8P3", "delivery": ""}]
  <|observation_end|>
  
  # Output Format
  Please provide your final answer in JSON format within <answer></answer> tags using the following schema (Note that the thinking process should be within 250 words and give enough output space for final answer):
  "<answer>
  {
  "timestamp": "2025-04-29T02:32:50.945Z", // 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": "2025-04-15T20:34:38.977Z", "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"}
  {"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"}
  {"timestamp": "2025-04-26T03:57:51.060Z", "action": "purchase", "action_argument": "B08K3PVMVN"}
  {"timestamp": "2025-04-26T03:57:59.240Z", "action": "click", "action_argument": "review"}
  {"timestamp": "2025-04-26T03:58:28.195Z", "action": "click_product", "action_argument": "B09KY4C3J5"}
  {"timestamp": "2025-04-26T03:59:14.837Z", "action": "click_product", "action_argument": "B08V57V8LR"}
  {"timestamp": "2025-04-26T03:59:43.204Z", "action": "click", "action_argument": "quantity"}
  {"timestamp": "2025-04-26T03:59:56.926Z", "action": "click", "action_argument": "quantity"}
  {"timestamp": "2025-04-26T04:00:04.425Z", "action": "click", "action_argument": "quantity"}
  {"timestamp": "2025-04-26T04:00:06.853Z", "action": "click", "action_argument": "quantity"}
  {"timestamp": "2025-04-26T04:00:09.646Z", "action": "purchase", "action_argument": "B08YJBM69C"}
  {"timestamp": "2025-04-26T04:01:10.614Z", "action": "click_product", "action_argument": "B01M622WIK"}
  {"timestamp": "2025-04-26T04:01:32.052Z", "action": "click", "action_argument": "product_option"}
  {"timestamp": "2025-04-26T04:02:16.340Z", "action": "purchase", "action_argument": "B01M622WIK"}
  {"timestamp": "2025-04-26T04:02:19.644Z", "action": "click", "action_argument": "review"}
  {"timestamp": "2025-04-26T04:02:35.059Z", "action": "click", "action_argument": "page_related"}
  {"timestamp": "2025-04-26T04:02:43.311Z", "action": "click", "action_argument": "search"}
  {"timestamp": "2025-04-26T04:02:50.061Z", "action": "click", "action_argument": "filter"}
  {"timestamp": "2025-04-26T04:02:50.622Z", "action": "click", "action_argument": "filter"}
  {"timestamp": "2025-04-26T04:03:26.542Z", "action": "click", "action_argument": "page_related"}
  {"timestamp": "2025-04-26T04:03:41.046Z", "action": "input", "action_argument": "shipping box 16 14 10"}
  {"timestamp": "2025-04-26T04:03:41.254Z", "action": "click", "action_argument": "search"}
  {"timestamp": "2025-04-26T04:03:55.915Z", "action": "input", "action_argument": "shipping box 16 14 10"}
  {"timestamp": "2025-04-26T04:03:57.775Z", "action": "click", "action_argument": "search"}
  {"timestamp": "2025-04-26T04:04:01.032Z", "action": "input", "action_argument": "shipping box 20 16 10"}
  {"timestamp": "2025-04-26T04:04:02.194Z", "action": "click", "action_argument": "search"}
  {"timestamp": "2025-04-26T04:04:54.874Z", "action": "click", "action_argument": "cart_side_bar"}
  {"timestamp": "2025-04-26T04:05:22.235Z", "action": "click", "action_argument": "page_related"}
  {"timestamp": "2025-04-26T04:17:46.461Z", "action": "click", "action_argument": "search"}
  {"timestamp": "2025-04-26T04:17:55.718Z", "action": "input", "action_argument": "shipping box 14 14 6"}
  {"timestamp": "2025-04-26T04:17:55.917Z", "action": "click", "action_argument": "search"}
  <|memory_end|>
  
  <|action_start|>
  {"timestamp": "2025-04-29T02:30:55.487Z", "action": "input", "action_argument": "apple airtag"}
  {"timestamp": "2025-04-29T02:30:55.698Z", "action": "click", "action_argument": "search"}
  {"timestamp": "2025-04-29T02:32:19.997Z", "action": "click", "action_argument": "filter"}
  <|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": "apple airtag"}],
  "cart_items": [{"title": "TAPE LOGIC 16 x 14 x 4 Corrugated Cardboard Boxes, Flat 16\"L x 14\"W x 4\"H, Pack of 25 | Shipping, Packaging, Moving, Storage Box for Home or Business, Strong Wholesale Bulk Boxes", "asin": "B01M622WIK", "price": "$49.99", "quantity": "1"},
  {"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", "quantity": "1"},
  {"title": "Allen Brothers, Beef Ribeye Steak, Boneless, USDA Prime, 1 lb", "asin": "B0CSDXNWVR", "price": "$38.08"},
  {"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": "$6.85"},
  {"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"}],
  "promotion_items": [{"title": "HERKKA Clear Packing Tape, 12 Rolls Heavy Duty Packaging Tape for Shipping Packaging Moving Sealing, Thicker Clear Packing Tape, 1.88 inches Wide, 65 Yards Per Roll, 780 Total Yards", "asin": "B085RT11X2", "price": "$25.99", "quantity": ""},
  {"title": "BOX USA Packing Paper Roll 1440'L x 30\"W - 1,000 Sheets 17\u201d Long Equivalent - Large White Newsprint for Shipping, Packaging, Storage and Moving Supplies", "asin": "B01EBB4AOK", "price": "$65.99", "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": "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": "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": "BOX USA 12 x 9 x 7 Corrugated Cardboard Boxes, Small 12\"L x 9\"W x 7\"H, Pack of 25 | Shipping, Packaging, Moving, Storage Box for Home or Business, Strong Wholesale Bulk Boxes", "asin": "B01D273SUG", "price": "$35.99", "quantity": ""},
  {"title": "Instapak Quick RT #10 Cushioning Foam Packing and Shipping Solution (15\" x 18\") 2 PACK", "asin": "B0C4ZSYZNC", "price": "$15.99", "quantity": ""},
  {"title": "Foam Bag For Shipping, 6PCS 20\"x24\" Expanding Foam for shipping Instant Pack Quick Expanding Foam Packaging Bags, Packing, Mailing and Shipping Solutions", "asin": "B0CWX4XYL3", "price": "$33.99", "quantity": ""},
  {"title": "Foam Bag For Shipping, Pack of 8 Handy Foam Room Temperature Expanding Foam Packaging Bags, Instant Pack Quick Expanding Packaging Filler - Packing and Shipping Solution", "asin": "/promo/AL4V6WWRN7LMX", "price": "$23.96", "quantity": ""},
  {"title": "Glad ForceFlex MaxStrength Tall Kitchen Drawstring Trash Bags, 13 Gal, 90 Ct (Package May Vary)", "asin": "B0D6D4K2G8", "price": "$21.99", "quantity": ""},
  {"title": "iClap Instant Hand-Pat Expanding Foam Packaging for Irregular & Fragile Items,Ceramics, Electronics, Artwork, Glassware,Equipment,14\"x16\"Expanded Size, 8-Count Pack", "asin": "B0F325BTXL", "price": "$23.99", "quantity": ""},
  {"title": "8 Pcs 14\u201dx16\u201d Expanding Foam Packaging for PC & Irregular-Shaped Items - Shockproof Expandable Packing Foam, Protective Computer Shipping Material for Electronics & Fragile Devices", "asin": "/promo/A1H1IFT8QJIUGQ", "price": "$24.59", "quantity": ""}],
  "ads": [{"title": "Apple AirTag 4 Pack", "asin": "B0D54JZTHY"},
  {"title": "Apple AirTag", "asin": "B0CWXNS552"},
  {"title": "Apple AirTag FineWoven Key Ring - Black \u200b\u200b\u200b\u200b\u200b\u200b\u200b", "asin": "B0DGJGS493"}],
  "search_results": [{"title": "AirTag", "asin": "B0CWXNS552", "price": "$24.95", "delivery": "One-Day FREE delivery Tomorrow, Apr 29 Or FREE delivery Overnight 4\u202fAM - 8\u202fAM on $25 of qualifying items"},
  {"title": "AirTag 4 Pack", "asin": "B0D54JZTHY", "price": "$79.98", "delivery": "Overnight FREE delivery Overnight 4\u202fAM - 8\u202fAM"},
  {"title": "AirTag", "asin": "B0CWXNS552", "price": "$24.95", "delivery": "One-Day FREE delivery Tomorrow, Apr 29 Or FREE delivery Overnight 4\u202fAM - 8\u202fAM on $25 of qualifying items"},
  {"title": "AirTag 4 Pack", "asin": "B0D54JZTHY", "price": "$79.98", "delivery": "Overnight FREE delivery Overnight 4\u202fAM - 8\u202fAM"},
  {"title": "AirTag 4 Pack", "asin": "B0932QJ2JZ", "delivery": ""},
  {"title": "Apple AirTag Tracking Device, 4-Pack (Renewed)", "asin": "B0DJ1P83SN", "price": "$88.99", "delivery": "One-Day FREE delivery Tomorrow, Apr 29"},
  {"title": "Apple AirTag (Renewed)", "asin": "B0DJ9SLR26", "price": "$22.99", "delivery": "FREE delivery May 2 - 6 Or fastest delivery Wed, Apr 30 Only 8 left in stock - order soon."},
  {"title": "AirTag FineWoven Key Ring - Dark Green", "asin": "B0DGHS85DP", "delivery": ""},
  {"title": "AirTag FineWoven Key Ring - Blackberry \u200b\u200b\u200b\u200b\u200b\u200b\u200b", "asin": "B0DGJC7BHC", "price": "$29.98", "delivery": "One-Day FREE delivery Tomorrow, Apr 29"},
  {"title": "AirTag Loop - Pink Citrus", "asin": "B099BCJKD1", "price": "$18.34", "delivery": "One-Day FREE delivery Tomorrow, Apr 29"},
  {"title": "Belkin AirTag Case with Clip, Secure Holder Protective Cover Key Chain, Key Ring for Apple AirTag with Scratch Resistance Accessory \u2013 Black", "asin": "B0BVF682YT", "price": "$15.82", "delivery": "FREE delivery Wed, May 7 Or fastest delivery Tue, May 6"},
  {"title": "Apple ME177LL/A Time Capsule 2TB (Renewed), White", "asin": "B013PVIPYI", "price": "$239.99", "delivery": "FREE delivery Thu, May 1"},
  {"title": "AirTag Tracking Device, 4-Pack with 1-Year Apple Warranty", "asin": "B0CZLZBFV9", "delivery": ""},
  {"title": "AirTag", "asin": "B0933BVK6T", "delivery": ""},
  {"title": "AirTag FineWoven Key Ring - Taupe, Holder Only", "asin": "B0CHX5M8P3", "delivery": ""}]
  <|observation_end|>
  
  # Output Format
  Please provide your final answer in JSON format within <answer></answer> tags using the following schema (Note that the thinking process should be within 250 words and give enough output space for final answer):
  "<answer>
  {
  "timestamp": "2025-04-29T02:32:50.945Z", // 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": "2025-04-15T20:34:38.977Z", "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"}
  {"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"}
  {"timestamp": "2025-04-26T03:57:51.060Z", "action": "purchase", "action_argument": "B08K3PVMVN"}
  {"timestamp": "2025-04-26T03:57:59.240Z", "action": "click", "action_argument": "review"}
  {"timestamp": "2025-04-26T03:58:28.195Z", "action": "click_product", "action_argument": "B09KY4C3J5"}
  {"timestamp": "2025-04-26T03:59:14.837Z", "action": "click_product", "action_argument": "B08V57V8LR"}
  {"timestamp": "2025-04-26T03:59:43.204Z", "action": "click", "action_argument": "quantity"}
  {"timestamp": "2025-04-26T03:59:56.926Z", "action": "click", "action_argument": "quantity"}
  {"timestamp": "2025-04-26T04:00:04.425Z", "action": "click", "action_argument": "quantity"}
  {"timestamp": "2025-04-26T04:00:06.853Z", "action": "click", "action_argument": "quantity"}
  {"timestamp": "2025-04-26T04:00:09.646Z", "action": "purchase", "action_argument": "B08YJBM69C"}
  {"timestamp": "2025-04-26T04:01:10.614Z", "action": "click_product", "action_argument": "B01M622WIK"}
  {"timestamp": "2025-04-26T04:01:32.052Z", "action": "click", "action_argument": "product_option"}
  {"timestamp": "2025-04-26T04:02:16.340Z", "action": "purchase", "action_argument": "B01M622WIK"}
  {"timestamp": "2025-04-26T04:02:19.644Z", "action": "click", "action_argument": "review"}
  {"timestamp": "2025-04-26T04:02:35.059Z", "action": "click", "action_argument": "page_related"}
  {"timestamp": "2025-04-26T04:02:43.311Z", "action": "click", "action_argument": "search"}
  {"timestamp": "2025-04-26T04:02:50.061Z", "action": "click", "action_argument": "filter"}
  {"timestamp": "2025-04-26T04:02:50.622Z", "action": "click", "action_argument": "filter"}
  {"timestamp": "2025-04-26T04:03:26.542Z", "action": "click", "action_argument": "page_related"}
  {"timestamp": "2025-04-26T04:03:41.046Z", "action": "input", "action_argument": "shipping box 16 14 10"}
  {"timestamp": "2025-04-26T04:03:41.254Z", "action": "click", "action_argument": "search"}
  {"timestamp": "2025-04-26T04:03:55.915Z", "action": "input", "action_argument": "shipping box 16 14 10"}
  {"timestamp": "2025-04-26T04:03:57.775Z", "action": "click", "action_argument": "search"}
  {"timestamp": "2025-04-26T04:04:01.032Z", "action": "input", "action_argument": "shipping box 20 16 10"}
  {"timestamp": "2025-04-26T04:04:02.194Z", "action": "click", "action_argument": "search"}
  {"timestamp": "2025-04-26T04:04:54.874Z", "action": "click", "action_argument": "cart_side_bar"}
  {"timestamp": "2025-04-26T04:05:22.235Z", "action": "click", "action_argument": "page_related"}
  {"timestamp": "2025-04-26T04:17:46.461Z", "action": "click", "action_argument": "search"}
  {"timestamp": "2025-04-26T04:17:55.718Z", "action": "input", "action_argument": "shipping box 14 14 6"}
  {"timestamp": "2025-04-26T04:17:55.917Z", "action": "click", "action_argument": "search"}
  <|memory_end|>
  
  <|action_start|>
  {"timestamp": "2025-04-29T02:30:55.487Z", "action": "input", "action_argument": "apple airtag"}
  {"timestamp": "2025-04-29T02:30:55.698Z", "action": "click", "action_argument": "search"}
  {"timestamp": "2025-04-29T02:32:19.997Z", "action": "click", "action_argument": "filter"}
  <|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": "apple airtag"}],
  "cart_items": [{"title": "TAPE LOGIC 16 x 14 x 4 Corrugated Cardboard Boxes, Flat 16\"L x 14\"W x 4\"H, Pack of 25 | Shipping, Packaging, Moving, Storage Box for Home or Business, Strong Wholesale Bulk Boxes", "asin": "B01M622WIK", "price": "$49.99", "quantity": "1"},
  {"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", "quantity": "1"},
  {"title": "Allen Brothers, Beef Ribeye Steak, Boneless, USDA Prime, 1 lb", "asin": "B0CSDXNWVR", "price": "$38.08"},
  {"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": "$6.85"},
  {"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"}],
  "promotion_items": [{"title": "HERKKA Clear Packing Tape, 12 Rolls Heavy Duty Packaging Tape for Shipping Packaging Moving Sealing, Thicker Clear Packing Tape, 1.88 inches Wide, 65 Yards Per Roll, 780 Total Yards", "asin": "B085RT11X2", "price": "$25.99", "quantity": ""},
  {"title": "BOX USA Packing Paper Roll 1440'L x 30\"W - 1,000 Sheets 17\u201d Long Equivalent - Large White Newsprint for Shipping, Packaging, Storage and Moving Supplies", "asin": "B01EBB4AOK", "price": "$65.99", "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": "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": "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": "BOX USA 12 x 9 x 7 Corrugated Cardboard Boxes, Small 12\"L x 9\"W x 7\"H, Pack of 25 | Shipping, Packaging, Moving, Storage Box for Home or Business, Strong Wholesale Bulk Boxes", "asin": "B01D273SUG", "price": "$35.99", "quantity": ""},
  {"title": "Instapak Quick RT #10 Cushioning Foam Packing and Shipping Solution (15\" x 18\") 2 PACK", "asin": "B0C4ZSYZNC", "price": "$15.99", "quantity": ""},
  {"title": "Foam Bag For Shipping, 6PCS 20\"x24\" Expanding Foam for shipping Instant Pack Quick Expanding Foam Packaging Bags, Packing, Mailing and Shipping Solutions", "asin": "B0CWX4XYL3", "price": "$33.99", "quantity": ""},
  {"title": "Foam Bag For Shipping, Pack of 8 Handy Foam Room Temperature Expanding Foam Packaging Bags, Instant Pack Quick Expanding Packaging Filler - Packing and Shipping Solution", "asin": "/promo/AL4V6WWRN7LMX", "price": "$23.96", "quantity": ""},
  {"title": "Glad ForceFlex MaxStrength Tall Kitchen Drawstring Trash Bags, 13 Gal, 90 Ct (Package May Vary)", "asin": "B0D6D4K2G8", "price": "$21.99", "quantity": ""},
  {"title": "iClap Instant Hand-Pat Expanding Foam Packaging for Irregular & Fragile Items,Ceramics, Electronics, Artwork, Glassware,Equipment,14\"x16\"Expanded Size, 8-Count Pack", "asin": "B0F325BTXL", "price": "$23.99", "quantity": ""},
  {"title": "8 Pcs 14\u201dx16\u201d Expanding Foam Packaging for PC & Irregular-Shaped Items - Shockproof Expandable Packing Foam, Protective Computer Shipping Material for Electronics & Fragile Devices", "asin": "/promo/A1H1IFT8QJIUGQ", "price": "$24.59", "quantity": ""}],
  "ads": [{"title": "Apple AirTag 4 Pack", "asin": "B0D54JZTHY"},
  {"title": "Apple AirTag", "asin": "B0CWXNS552"},
  {"title": "Apple AirTag FineWoven Key Ring - Black \u200b\u200b\u200b\u200b\u200b\u200b\u200b", "asin": "B0DGJGS493"}],
  "search_results": [{"title": "AirTag", "asin": "B0CWXNS552", "price": "$24.95", "delivery": "One-Day FREE delivery Tomorrow, Apr 29 Or FREE delivery Overnight 4\u202fAM - 8\u202fAM on $25 of qualifying items"},
  {"title": "AirTag 4 Pack", "asin": "B0D54JZTHY", "price": "$79.98", "delivery": "Overnight FREE delivery Overnight 4\u202fAM - 8\u202fAM"},
  {"title": "AirTag", "asin": "B0CWXNS552", "price": "$24.95", "delivery": "One-Day FREE delivery Tomorrow, Apr 29 Or FREE delivery Overnight 4\u202fAM - 8\u202fAM on $25 of qualifying items"},
  {"title": "AirTag 4 Pack", "asin": "B0D54JZTHY", "price": "$79.98", "delivery": "Overnight FREE delivery Overnight 4\u202fAM - 8\u202fAM"},
  {"title": "AirTag 4 Pack", "asin": "B0932QJ2JZ", "delivery": ""},
  {"title": "Apple AirTag Tracking Device, 4-Pack (Renewed)", "asin": "B0DJ1P83SN", "price": "$88.99", "delivery": "One-Day FREE delivery Tomorrow, Apr 29"},
  {"title": "Apple AirTag (Renewed)", "asin": "B0DJ9SLR26", "price": "$22.99", "delivery": "FREE delivery May 2 - 6 Or fastest delivery Wed, Apr 30 Only 8 left in stock - order soon."},
  {"title": "AirTag FineWoven Key Ring - Dark Green", "asin": "B0DGHS85DP", "delivery": ""},
  {"title": "AirTag FineWoven Key Ring - Blackberry \u200b\u200b\u200b\u200b\u200b\u200b\u200b", "asin": "B0DGJC7BHC", "price": "$29.98", "delivery": "One-Day FREE delivery Tomorrow, Apr 29"},
  {"title": "AirTag Loop - Pink Citrus", "asin": "B099BCJKD1", "price": "$18.34", "delivery": "One-Day FREE delivery Tomorrow, Apr 29"},
  {"title": "Belkin AirTag Case with Clip, Secure Holder Protective Cover Key Chain, Key Ring for Apple AirTag with Scratch Resistance Accessory \u2013 Black", "asin": "B0BVF682YT", "price": "$15.82", "delivery": "FREE delivery Wed, May 7 Or fastest delivery Tue, May 6"},
  {"title": "Apple ME177LL/A Time Capsule 2TB (Renewed), White", "asin": "B013PVIPYI", "price": "$239.99", "delivery": "FREE delivery Thu, May 1"},
  {"title": "AirTag Tracking Device, 4-Pack with 1-Year Apple Warranty", "asin": "B0CZLZBFV9", "delivery": ""},
  {"title": "AirTag", "asin": "B0933BVK6T", "delivery": ""},
  {"title": "AirTag FineWoven Key Ring - Taupe, Holder Only", "asin": "B0CHX5M8P3", "delivery": ""}]
  <|observation_end|>
  
  # Output Format
  Please provide your final answer in JSON format within <answer></answer> tags using the following schema (Note that the thinking process should be within 250 words and give enough output space for final answer):
  "<answer>
  {
  "timestamp": "2025-04-29T02:32:50.945Z", // 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>
  