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"}
  <|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*16*12"}],
  "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"}],
  "promotion_items": [{"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": "The Boxery Moving Boxes 10-Pack X-Large | 22x22x22 inch Brown/Kraft Corrugated Cardboard Packing, Moving & Storage for Business/Home \u2013 Durable - Eco-Friendly, Recyclable - Made in the USA", "asin": "B0DCLPHSK2", "price": "$37.95", "quantity": ""},
  {"title": "BOX USA Shipping Boxes Small 12\"L x 9\"W x 6\"H, 100-Pack | Corrugated Cardboard Box for Packing, Moving and Storage", "asin": "B06WLJC3ZL", "price": "$105.00", "quantity": ""},
  {"title": "BOX USA Shipping Boxes Small 10\"L x 10\"W x 10\"H, 25-Pack | Corrugated Cardboard Box for Packing, Moving and Storage", "asin": "B01D37HA4A", "price": "$32.49", "quantity": ""},
  {"title": "", "asin": "B0BN6TJDT4", "price": "", "quantity": ""},
  {"title": "Prinko 8x6x6 Packaging Corrugated Shipping Boxes 8\"L x 6\u201dW x 6\"H (Pack of 100) - Quality Choice of Sturdy Packing Boxes for USPS, UPS, FedEx Shipping", "asin": "B08Y5WXJYC", "price": "$66.99", "quantity": ""},
  {"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": "EmmChill SF12A EcoFriendly Insulated Shipping Cooler, 12\" x 12\" x 12\" (Pack of 2)(9\" x 9\" x 9\" Inside)", "asin": "B0D1T39W4N", "price": "$51.99", "quantity": ""},
  {"title": "Galvanized Seal semiopen E28 5/8\" for polistrapping and Polyester Corrugated (1000 Units)", "asin": "B0BZB5L6V8", "price": "$37.99", "quantity": ""},
  {"title": "HERKKA Clear Packing Tape, 36 Rolls Heavy Duty Packaging Tape for Shipping Packaging Moving Sealing, Thicker Clear Packing Tape, 2 inches Wide, 65 Yards Per Roll, 2340 Total Yards", "asin": "B0928JWXFW", "price": "$49.99", "quantity": ""},
  {"title": "The Boxery 8x8x22'' Corrugated Shipping Boxes 100 Boxes", "asin": "B075GZ5FKD", "price": "$105.00", "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": "Glad Odorshield Small Drawstring Trash Bags, 4 Gal, Pink, Cherry Blossom, 34 Ct, Pack May Vary", "asin": "B09WNG7W3C", "price": "$5.59", "quantity": ""},
  {"title": "Glad ForceFlex Tall Kitchen Trash Bags, 13 Gal, Gain Moonlight Breeze, 100 Ct (Package May Vary)", "asin": "B079Y1SWZZ", "price": "$26.99", "quantity": ""},
  {"title": "Glad ForceFlex MaxStrength Tall Kitchen Drawstring Trash Bags, 13 Gal, 90 Ct (Package May Vary)", "asin": "B0D6D4K2G8", "price": "$21.99", "quantity": ""},
  {"title": "Glad ForceFlex MaxStrength Kitchen Trash Bags, 13 Gal, 45 Ct (Package May Vary)", "asin": "B0C4BYLKPB", "price": "$13.99", "quantity": ""},
  {"title": "Arkwright SmartEdge Microfiber Cleaning Cloths - (Pack of 12) Thick Edge Less Dish Drying Towel for Car, Polishing, Washing, and Auto Detailing, 16 x 16 in, Pink", "asin": "B0813VGFHS", "price": "$14.44", "quantity": ""},
  {"title": "GliCraft 2 Pcs Cashmere Protection Pouch Wool Cotton Sweater Storage Bag Breathable Washable Cotton Bag for Woolen Cashmere Sweaters Storage, Cashmere, Merino Wool, and More", "asin": "B0D5CN5QCL", "price": "$24.99", "quantity": ""}],
  "ads": [{"title": "Shipping Boxes", "asin": "B0DBR33B18"},
  {"title": "Bags & Mailers", "asin": "B0BM2FTHQ3"},
  {"title": "Bubble Mailers", "asin": "B01H5REJZC"}],
  "search_results": [{"title": "SpaceAid Heavy Duty Moving Bags, Extra Large Storage Totes W/Backpack Straps Strong Handles & Zippers, Alternative to Moving Boxes, Packing & Moving Supplies, Black (8 Pack)", "asin": "B098991PPP", "price": "$28.49", "delivery": "One-Day FREE delivery Tomorrow, Apr 26"},
  {"title": "Large Moving Kit, 2 Room Small Apartment Moving Boxes Kit, 24 Moving Boxes Large Medium Small, Packing Tape, Bubble Wrap, Markers, Moving Supplies", "asin": "B0CYNBG4ZR", "price": "$89.99", "delivery": "FREE delivery May 1 - 5 Or fastest delivery Apr 30 - May 2"},
  {"title": "TAPE LOGIC 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": "B01MF5CZ7K", "price": "$41.49", "delivery": "FREE delivery Tue, Apr 29"},
  {"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", "delivery": "FREE delivery Tue, Apr 29"},
  {"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", "delivery": "FREE delivery Tue, Apr 29"},
  {"title": "The Boxery 16\"x12\"x8\" Brown/Kraft Corrugated Cardboard Shipping Boxes 25-Pack | Mailing, Packing, Moving & Storage for Business/Home \u2013 Durable - Eco-Friendly, Recyclable - Made in the USA", "asin": "B0DFNSR5SY", "price": "$33.50", "delivery": "FREE delivery Mon, May 5"},
  {"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", "delivery": "FREE delivery Tue, Apr 29"},
  {"title": "The Boxery 16\"x12\"x12\" Brown/Kraft Corrugated Cardboard Shipping Boxes 25-Pack | Mailing, Packing, Moving & Storage for Business/Home \u2013 Durable - Eco-Friendly, Recyclable - Made in the USA", "asin": "B0DBR1NQ4L", "price": "$37.50", "delivery": "FREE delivery Mon, May 5"},
  {"title": "AVIDITI Shipping Boxes Medium 16\"L x 12\"W x 12\"H, 25-Pack | Corrugated Cardboard Box for Packing, Moving and Storage", "asin": "B00BT3J6NO", "price": "$47.99", "delivery": "FREE delivery May 2 - 6"},
  {"title": "AVIDITI 16 x 16 x 12 Corrugated Cardboard Boxes, Medium 16\"L x 16\"W x 12\"H, Pack of 25 | Shipping, Packaging, Moving, Storage Box for Home or Business, Strong Wholesale Bulk Boxes", "asin": "B000ZJQFJQ", "price": "$78.63", "delivery": "FREE delivery Tue, Apr 29"},
  {"title": "Aviditi Shipping Boxes Medium 16\"L x 12\"W x 8\"H, 25-Pack | Corrugated Cardboard Box for Packing, Moving and Storage", "asin": "B000ZJSGHA", "price": "$42.38", "delivery": "FREE delivery Tue, Apr 29"},
  {"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", "delivery": "FREE delivery Tue, Apr 29"},
  {"title": "Medium Shipping & Moving Boxes 16 x 12 x 12 inches (5-Pack) - Extra Strength 200 lb vs Regular - Corrugated Boxes for Packaging Moving and Delivering - Box to Pack - Carton Box by IDL Packaging", "asin": "B0BN6TJDT4", "price": "$44.95", "delivery": "Two-Day FREE delivery Sun, Apr 27"},
  {"title": "16x12x12 Shipping and Packing Box (3 Pack)", "asin": "B0DCKS3KWK", "price": "$23.53", "delivery": "FREE delivery May 1 - 5 Or fastest delivery Apr 30 - May 2"},
  {"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", "delivery": "FREE delivery Tue, Apr 29"},
  {"title": "BOX USA 16 x 10 x 6 Corrugated Cardboard Storage Boxes, Medium 16\"L x 10\"W x 6\"H, Pack of 25 | Shipping, Packaging, Moving for Home or Business, Strong Wholesale Bulk Boxes", "asin": "B01D273PEA", "price": "$34.99", "delivery": "FREE delivery Tue, Apr 29"},
  {"title": "AVIDITI Small Shipping Boxes 20\"L x 16\"W x 2\"H, 50-Pack | Cardboard Box Crush-Proof Carton for Mailing, Storing, Package, Gifts, Crafts, Business or Home, White 20x16x2 20162", "asin": "B00DY9YO42", "price": "$163.69", "delivery": "FREE delivery Tue, Apr 29"},
  {"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", "delivery": "FREE delivery Tue, Apr 29"},
  {"title": "BOX USA Moving Boxes Medium 16\"L x 12\"W x 4\"H, 50-Pack | Corrugated Cardboard Box for Packing, Shipping and Storage 16x12x4 16124", "asin": "B01D9T473Y", "price": "$142.99", "delivery": "FREE delivery Tue, Apr 29"},
  {"title": "AVIDITI Moving Boxes Large 16\"L x 12\"W x 6\"H, 25-Pack | Corrugated Cardboard Box for Packing, Shipping and Storage 16126", "asin": "B00BT3MH9E", "price": "$56.25", "delivery": "FREE delivery Tue, Apr 29"},
  {"title": "Partners Brand 16 x 12 x 10 Corrugated Cardboard Boxes, 16\"L x 12\"W x 10\"H, Pack of , 25 | Shipping, Packaging, Moving, Storage Box for Business, Strong Wholesale Bulk Boxes 161210", "asin": "B01D3BGFII", "price": "$48.49", "delivery": "FREE delivery Tue, Apr 29"},
  {"title": "8 Pack Large Strong Moving Bags with Zippers & Carrying Handles - Water-Resistant - Heavy Duty Storage Tote for Space Saving, Fold Flat, Alternative to Moving Box (Semi-Transparent)", "asin": "B0BLKD3H7V", "price": "$27.99", "delivery": "One-Day FREE delivery Tomorrow, Apr 26"}]
  <|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": "2025-04-26T03:46:09.666Z", // 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"}
  <|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*16*12"}],
  "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"}],
  "promotion_items": [{"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": "The Boxery Moving Boxes 10-Pack X-Large | 22x22x22 inch Brown/Kraft Corrugated Cardboard Packing, Moving & Storage for Business/Home \u2013 Durable - Eco-Friendly, Recyclable - Made in the USA", "asin": "B0DCLPHSK2", "price": "$37.95", "quantity": ""},
  {"title": "BOX USA Shipping Boxes Small 12\"L x 9\"W x 6\"H, 100-Pack | Corrugated Cardboard Box for Packing, Moving and Storage", "asin": "B06WLJC3ZL", "price": "$105.00", "quantity": ""},
  {"title": "BOX USA Shipping Boxes Small 10\"L x 10\"W x 10\"H, 25-Pack | Corrugated Cardboard Box for Packing, Moving and Storage", "asin": "B01D37HA4A", "price": "$32.49", "quantity": ""},
  {"title": "", "asin": "B0BN6TJDT4", "price": "", "quantity": ""},
  {"title": "Prinko 8x6x6 Packaging Corrugated Shipping Boxes 8\"L x 6\u201dW x 6\"H (Pack of 100) - Quality Choice of Sturdy Packing Boxes for USPS, UPS, FedEx Shipping", "asin": "B08Y5WXJYC", "price": "$66.99", "quantity": ""},
  {"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": "EmmChill SF12A EcoFriendly Insulated Shipping Cooler, 12\" x 12\" x 12\" (Pack of 2)(9\" x 9\" x 9\" Inside)", "asin": "B0D1T39W4N", "price": "$51.99", "quantity": ""},
  {"title": "Galvanized Seal semiopen E28 5/8\" for polistrapping and Polyester Corrugated (1000 Units)", "asin": "B0BZB5L6V8", "price": "$37.99", "quantity": ""},
  {"title": "HERKKA Clear Packing Tape, 36 Rolls Heavy Duty Packaging Tape for Shipping Packaging Moving Sealing, Thicker Clear Packing Tape, 2 inches Wide, 65 Yards Per Roll, 2340 Total Yards", "asin": "B0928JWXFW", "price": "$49.99", "quantity": ""},
  {"title": "The Boxery 8x8x22'' Corrugated Shipping Boxes 100 Boxes", "asin": "B075GZ5FKD", "price": "$105.00", "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": "Glad Odorshield Small Drawstring Trash Bags, 4 Gal, Pink, Cherry Blossom, 34 Ct, Pack May Vary", "asin": "B09WNG7W3C", "price": "$5.59", "quantity": ""},
  {"title": "Glad ForceFlex Tall Kitchen Trash Bags, 13 Gal, Gain Moonlight Breeze, 100 Ct (Package May Vary)", "asin": "B079Y1SWZZ", "price": "$26.99", "quantity": ""},
  {"title": "Glad ForceFlex MaxStrength Tall Kitchen Drawstring Trash Bags, 13 Gal, 90 Ct (Package May Vary)", "asin": "B0D6D4K2G8", "price": "$21.99", "quantity": ""},
  {"title": "Glad ForceFlex MaxStrength Kitchen Trash Bags, 13 Gal, 45 Ct (Package May Vary)", "asin": "B0C4BYLKPB", "price": "$13.99", "quantity": ""},
  {"title": "Arkwright SmartEdge Microfiber Cleaning Cloths - (Pack of 12) Thick Edge Less Dish Drying Towel for Car, Polishing, Washing, and Auto Detailing, 16 x 16 in, Pink", "asin": "B0813VGFHS", "price": "$14.44", "quantity": ""},
  {"title": "GliCraft 2 Pcs Cashmere Protection Pouch Wool Cotton Sweater Storage Bag Breathable Washable Cotton Bag for Woolen Cashmere Sweaters Storage, Cashmere, Merino Wool, and More", "asin": "B0D5CN5QCL", "price": "$24.99", "quantity": ""}],
  "ads": [{"title": "Shipping Boxes", "asin": "B0DBR33B18"},
  {"title": "Bags & Mailers", "asin": "B0BM2FTHQ3"},
  {"title": "Bubble Mailers", "asin": "B01H5REJZC"}],
  "search_results": [{"title": "SpaceAid Heavy Duty Moving Bags, Extra Large Storage Totes W/Backpack Straps Strong Handles & Zippers, Alternative to Moving Boxes, Packing & Moving Supplies, Black (8 Pack)", "asin": "B098991PPP", "price": "$28.49", "delivery": "One-Day FREE delivery Tomorrow, Apr 26"},
  {"title": "Large Moving Kit, 2 Room Small Apartment Moving Boxes Kit, 24 Moving Boxes Large Medium Small, Packing Tape, Bubble Wrap, Markers, Moving Supplies", "asin": "B0CYNBG4ZR", "price": "$89.99", "delivery": "FREE delivery May 1 - 5 Or fastest delivery Apr 30 - May 2"},
  {"title": "TAPE LOGIC 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": "B01MF5CZ7K", "price": "$41.49", "delivery": "FREE delivery Tue, Apr 29"},
  {"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", "delivery": "FREE delivery Tue, Apr 29"},
  {"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", "delivery": "FREE delivery Tue, Apr 29"},
  {"title": "The Boxery 16\"x12\"x8\" Brown/Kraft Corrugated Cardboard Shipping Boxes 25-Pack | Mailing, Packing, Moving & Storage for Business/Home \u2013 Durable - Eco-Friendly, Recyclable - Made in the USA", "asin": "B0DFNSR5SY", "price": "$33.50", "delivery": "FREE delivery Mon, May 5"},
  {"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", "delivery": "FREE delivery Tue, Apr 29"},
  {"title": "The Boxery 16\"x12\"x12\" Brown/Kraft Corrugated Cardboard Shipping Boxes 25-Pack | Mailing, Packing, Moving & Storage for Business/Home \u2013 Durable - Eco-Friendly, Recyclable - Made in the USA", "asin": "B0DBR1NQ4L", "price": "$37.50", "delivery": "FREE delivery Mon, May 5"},
  {"title": "AVIDITI Shipping Boxes Medium 16\"L x 12\"W x 12\"H, 25-Pack | Corrugated Cardboard Box for Packing, Moving and Storage", "asin": "B00BT3J6NO", "price": "$47.99", "delivery": "FREE delivery May 2 - 6"},
  {"title": "AVIDITI 16 x 16 x 12 Corrugated Cardboard Boxes, Medium 16\"L x 16\"W x 12\"H, Pack of 25 | Shipping, Packaging, Moving, Storage Box for Home or Business, Strong Wholesale Bulk Boxes", "asin": "B000ZJQFJQ", "price": "$78.63", "delivery": "FREE delivery Tue, Apr 29"},
  {"title": "Aviditi Shipping Boxes Medium 16\"L x 12\"W x 8\"H, 25-Pack | Corrugated Cardboard Box for Packing, Moving and Storage", "asin": "B000ZJSGHA", "price": "$42.38", "delivery": "FREE delivery Tue, Apr 29"},
  {"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", "delivery": "FREE delivery Tue, Apr 29"},
  {"title": "Medium Shipping & Moving Boxes 16 x 12 x 12 inches (5-Pack) - Extra Strength 200 lb vs Regular - Corrugated Boxes for Packaging Moving and Delivering - Box to Pack - Carton Box by IDL Packaging", "asin": "B0BN6TJDT4", "price": "$44.95", "delivery": "Two-Day FREE delivery Sun, Apr 27"},
  {"title": "16x12x12 Shipping and Packing Box (3 Pack)", "asin": "B0DCKS3KWK", "price": "$23.53", "delivery": "FREE delivery May 1 - 5 Or fastest delivery Apr 30 - May 2"},
  {"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", "delivery": "FREE delivery Tue, Apr 29"},
  {"title": "BOX USA 16 x 10 x 6 Corrugated Cardboard Storage Boxes, Medium 16\"L x 10\"W x 6\"H, Pack of 25 | Shipping, Packaging, Moving for Home or Business, Strong Wholesale Bulk Boxes", "asin": "B01D273PEA", "price": "$34.99", "delivery": "FREE delivery Tue, Apr 29"},
  {"title": "AVIDITI Small Shipping Boxes 20\"L x 16\"W x 2\"H, 50-Pack | Cardboard Box Crush-Proof Carton for Mailing, Storing, Package, Gifts, Crafts, Business or Home, White 20x16x2 20162", "asin": "B00DY9YO42", "price": "$163.69", "delivery": "FREE delivery Tue, Apr 29"},
  {"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", "delivery": "FREE delivery Tue, Apr 29"},
  {"title": "BOX USA Moving Boxes Medium 16\"L x 12\"W x 4\"H, 50-Pack | Corrugated Cardboard Box for Packing, Shipping and Storage 16x12x4 16124", "asin": "B01D9T473Y", "price": "$142.99", "delivery": "FREE delivery Tue, Apr 29"},
  {"title": "AVIDITI Moving Boxes Large 16\"L x 12\"W x 6\"H, 25-Pack | Corrugated Cardboard Box for Packing, Shipping and Storage 16126", "asin": "B00BT3MH9E", "price": "$56.25", "delivery": "FREE delivery Tue, Apr 29"},
  {"title": "Partners Brand 16 x 12 x 10 Corrugated Cardboard Boxes, 16\"L x 12\"W x 10\"H, Pack of , 25 | Shipping, Packaging, Moving, Storage Box for Business, Strong Wholesale Bulk Boxes 161210", "asin": "B01D3BGFII", "price": "$48.49", "delivery": "FREE delivery Tue, Apr 29"},
  {"title": "8 Pack Large Strong Moving Bags with Zippers & Carrying Handles - Water-Resistant - Heavy Duty Storage Tote for Space Saving, Fold Flat, Alternative to Moving Box (Semi-Transparent)", "asin": "B0BLKD3H7V", "price": "$27.99", "delivery": "One-Day FREE delivery Tomorrow, Apr 26"}]
  <|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": "2025-04-26T03:46:09.666Z", // 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"}
  <|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*16*12"}],
  "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"}],
  "promotion_items": [{"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": "The Boxery Moving Boxes 10-Pack X-Large | 22x22x22 inch Brown/Kraft Corrugated Cardboard Packing, Moving & Storage for Business/Home \u2013 Durable - Eco-Friendly, Recyclable - Made in the USA", "asin": "B0DCLPHSK2", "price": "$37.95", "quantity": ""},
  {"title": "BOX USA Shipping Boxes Small 12\"L x 9\"W x 6\"H, 100-Pack | Corrugated Cardboard Box for Packing, Moving and Storage", "asin": "B06WLJC3ZL", "price": "$105.00", "quantity": ""},
  {"title": "BOX USA Shipping Boxes Small 10\"L x 10\"W x 10\"H, 25-Pack | Corrugated Cardboard Box for Packing, Moving and Storage", "asin": "B01D37HA4A", "price": "$32.49", "quantity": ""},
  {"title": "", "asin": "B0BN6TJDT4", "price": "", "quantity": ""},
  {"title": "Prinko 8x6x6 Packaging Corrugated Shipping Boxes 8\"L x 6\u201dW x 6\"H (Pack of 100) - Quality Choice of Sturdy Packing Boxes for USPS, UPS, FedEx Shipping", "asin": "B08Y5WXJYC", "price": "$66.99", "quantity": ""},
  {"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": "EmmChill SF12A EcoFriendly Insulated Shipping Cooler, 12\" x 12\" x 12\" (Pack of 2)(9\" x 9\" x 9\" Inside)", "asin": "B0D1T39W4N", "price": "$51.99", "quantity": ""},
  {"title": "Galvanized Seal semiopen E28 5/8\" for polistrapping and Polyester Corrugated (1000 Units)", "asin": "B0BZB5L6V8", "price": "$37.99", "quantity": ""},
  {"title": "HERKKA Clear Packing Tape, 36 Rolls Heavy Duty Packaging Tape for Shipping Packaging Moving Sealing, Thicker Clear Packing Tape, 2 inches Wide, 65 Yards Per Roll, 2340 Total Yards", "asin": "B0928JWXFW", "price": "$49.99", "quantity": ""},
  {"title": "The Boxery 8x8x22'' Corrugated Shipping Boxes 100 Boxes", "asin": "B075GZ5FKD", "price": "$105.00", "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": "Glad Odorshield Small Drawstring Trash Bags, 4 Gal, Pink, Cherry Blossom, 34 Ct, Pack May Vary", "asin": "B09WNG7W3C", "price": "$5.59", "quantity": ""},
  {"title": "Glad ForceFlex Tall Kitchen Trash Bags, 13 Gal, Gain Moonlight Breeze, 100 Ct (Package May Vary)", "asin": "B079Y1SWZZ", "price": "$26.99", "quantity": ""},
  {"title": "Glad ForceFlex MaxStrength Tall Kitchen Drawstring Trash Bags, 13 Gal, 90 Ct (Package May Vary)", "asin": "B0D6D4K2G8", "price": "$21.99", "quantity": ""},
  {"title": "Glad ForceFlex MaxStrength Kitchen Trash Bags, 13 Gal, 45 Ct (Package May Vary)", "asin": "B0C4BYLKPB", "price": "$13.99", "quantity": ""},
  {"title": "Arkwright SmartEdge Microfiber Cleaning Cloths - (Pack of 12) Thick Edge Less Dish Drying Towel for Car, Polishing, Washing, and Auto Detailing, 16 x 16 in, Pink", "asin": "B0813VGFHS", "price": "$14.44", "quantity": ""},
  {"title": "GliCraft 2 Pcs Cashmere Protection Pouch Wool Cotton Sweater Storage Bag Breathable Washable Cotton Bag for Woolen Cashmere Sweaters Storage, Cashmere, Merino Wool, and More", "asin": "B0D5CN5QCL", "price": "$24.99", "quantity": ""}],
  "ads": [{"title": "Shipping Boxes", "asin": "B0DBR33B18"},
  {"title": "Bags & Mailers", "asin": "B0BM2FTHQ3"},
  {"title": "Bubble Mailers", "asin": "B01H5REJZC"}],
  "search_results": [{"title": "SpaceAid Heavy Duty Moving Bags, Extra Large Storage Totes W/Backpack Straps Strong Handles & Zippers, Alternative to Moving Boxes, Packing & Moving Supplies, Black (8 Pack)", "asin": "B098991PPP", "price": "$28.49", "delivery": "One-Day FREE delivery Tomorrow, Apr 26"},
  {"title": "Large Moving Kit, 2 Room Small Apartment Moving Boxes Kit, 24 Moving Boxes Large Medium Small, Packing Tape, Bubble Wrap, Markers, Moving Supplies", "asin": "B0CYNBG4ZR", "price": "$89.99", "delivery": "FREE delivery May 1 - 5 Or fastest delivery Apr 30 - May 2"},
  {"title": "TAPE LOGIC 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": "B01MF5CZ7K", "price": "$41.49", "delivery": "FREE delivery Tue, Apr 29"},
  {"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", "delivery": "FREE delivery Tue, Apr 29"},
  {"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", "delivery": "FREE delivery Tue, Apr 29"},
  {"title": "The Boxery 16\"x12\"x8\" Brown/Kraft Corrugated Cardboard Shipping Boxes 25-Pack | Mailing, Packing, Moving & Storage for Business/Home \u2013 Durable - Eco-Friendly, Recyclable - Made in the USA", "asin": "B0DFNSR5SY", "price": "$33.50", "delivery": "FREE delivery Mon, May 5"},
  {"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", "delivery": "FREE delivery Tue, Apr 29"},
  {"title": "The Boxery 16\"x12\"x12\" Brown/Kraft Corrugated Cardboard Shipping Boxes 25-Pack | Mailing, Packing, Moving & Storage for Business/Home \u2013 Durable - Eco-Friendly, Recyclable - Made in the USA", "asin": "B0DBR1NQ4L", "price": "$37.50", "delivery": "FREE delivery Mon, May 5"},
  {"title": "AVIDITI Shipping Boxes Medium 16\"L x 12\"W x 12\"H, 25-Pack | Corrugated Cardboard Box for Packing, Moving and Storage", "asin": "B00BT3J6NO", "price": "$47.99", "delivery": "FREE delivery May 2 - 6"},
  {"title": "AVIDITI 16 x 16 x 12 Corrugated Cardboard Boxes, Medium 16\"L x 16\"W x 12\"H, Pack of 25 | Shipping, Packaging, Moving, Storage Box for Home or Business, Strong Wholesale Bulk Boxes", "asin": "B000ZJQFJQ", "price": "$78.63", "delivery": "FREE delivery Tue, Apr 29"},
  {"title": "Aviditi Shipping Boxes Medium 16\"L x 12\"W x 8\"H, 25-Pack | Corrugated Cardboard Box for Packing, Moving and Storage", "asin": "B000ZJSGHA", "price": "$42.38", "delivery": "FREE delivery Tue, Apr 29"},
  {"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", "delivery": "FREE delivery Tue, Apr 29"},
  {"title": "Medium Shipping & Moving Boxes 16 x 12 x 12 inches (5-Pack) - Extra Strength 200 lb vs Regular - Corrugated Boxes for Packaging Moving and Delivering - Box to Pack - Carton Box by IDL Packaging", "asin": "B0BN6TJDT4", "price": "$44.95", "delivery": "Two-Day FREE delivery Sun, Apr 27"},
  {"title": "16x12x12 Shipping and Packing Box (3 Pack)", "asin": "B0DCKS3KWK", "price": "$23.53", "delivery": "FREE delivery May 1 - 5 Or fastest delivery Apr 30 - May 2"},
  {"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", "delivery": "FREE delivery Tue, Apr 29"},
  {"title": "BOX USA 16 x 10 x 6 Corrugated Cardboard Storage Boxes, Medium 16\"L x 10\"W x 6\"H, Pack of 25 | Shipping, Packaging, Moving for Home or Business, Strong Wholesale Bulk Boxes", "asin": "B01D273PEA", "price": "$34.99", "delivery": "FREE delivery Tue, Apr 29"},
  {"title": "AVIDITI Small Shipping Boxes 20\"L x 16\"W x 2\"H, 50-Pack | Cardboard Box Crush-Proof Carton for Mailing, Storing, Package, Gifts, Crafts, Business or Home, White 20x16x2 20162", "asin": "B00DY9YO42", "price": "$163.69", "delivery": "FREE delivery Tue, Apr 29"},
  {"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", "delivery": "FREE delivery Tue, Apr 29"},
  {"title": "BOX USA Moving Boxes Medium 16\"L x 12\"W x 4\"H, 50-Pack | Corrugated Cardboard Box for Packing, Shipping and Storage 16x12x4 16124", "asin": "B01D9T473Y", "price": "$142.99", "delivery": "FREE delivery Tue, Apr 29"},
  {"title": "AVIDITI Moving Boxes Large 16\"L x 12\"W x 6\"H, 25-Pack | Corrugated Cardboard Box for Packing, Shipping and Storage 16126", "asin": "B00BT3MH9E", "price": "$56.25", "delivery": "FREE delivery Tue, Apr 29"},
  {"title": "Partners Brand 16 x 12 x 10 Corrugated Cardboard Boxes, 16\"L x 12\"W x 10\"H, Pack of , 25 | Shipping, Packaging, Moving, Storage Box for Business, Strong Wholesale Bulk Boxes 161210", "asin": "B01D3BGFII", "price": "$48.49", "delivery": "FREE delivery Tue, Apr 29"},
  {"title": "8 Pack Large Strong Moving Bags with Zippers & Carrying Handles - Water-Resistant - Heavy Duty Storage Tote for Space Saving, Fold Flat, Alternative to Moving Box (Semi-Transparent)", "asin": "B0BLKD3H7V", "price": "$27.99", "delivery": "One-Day FREE delivery Tomorrow, Apr 26"}]
  <|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": "2025-04-26T03:46:09.666Z", // 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>
  