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": "2025-04-13T22:25:47.129Z", "action": "click", "action_argument": "nav_bar"}
  {"timestamp": "2025-04-13T22:26:41.052Z", "action": "click", "action_argument": "page_related"}
  {"timestamp": "2025-04-13T22:27:12.817Z", "action": "click", "action_argument": "product_option"}
  {"timestamp": "2025-04-13T22:31:11.321Z", "action": "purchase", "action_argument": "B08R58D9FH"}
  {"timestamp": "2025-04-13T22:32:07.725Z", "action": "click", "action_argument": "other"}
  {"timestamp": "2025-04-13T22:48:36.970Z", "action": "click", "action_argument": "cart_side_bar"}
  {"timestamp": "2025-04-13T23:00:23.623Z", "action": "click_product", "action_argument": "B0DK7Q5SCN"}
  {"timestamp": "2025-04-13T23:00:41.275Z", "action": "click", "action_argument": "product_option"}
  {"timestamp": "2025-04-13T23:08:22.727Z", "action": "click", "action_argument": "other"}
  {"timestamp": "2025-04-13T23:17:24.979Z", "action": "click", "action_argument": "product_option"}
  {"timestamp": "2025-04-13T23:18:20.788Z", "action": "click", "action_argument": "quantity"}
  {"timestamp": "2025-04-13T23:18:24.655Z", "action": "click", "action_argument": "quantity"}
  {"timestamp": "2025-04-13T23:18:26.716Z", "action": "click", "action_argument": "quantity"}
  {"timestamp": "2025-04-19T00:44:05.237Z", "action": "input", "action_argument": "pain relief patch"}
  {"timestamp": "2025-04-19T00:44:05.364Z", "action": "click", "action_argument": "search"}
  {"timestamp": "2025-04-19T00:46:00.072Z", "action": "click", "action_argument": "review"}
  {"timestamp": "2025-04-19T00:46:04.043Z", "action": "click", "action_argument": "other"}
  {"timestamp": "2025-04-19T00:46:14.711Z", "action": "click", "action_argument": "product_option"}
  {"timestamp": "2025-04-19T00:46:35.154Z", "action": "click", "action_argument": "product_option"}
  {"timestamp": "2025-04-19T00:46:50.315Z", "action": "click", "action_argument": "other"}
  {"timestamp": "2025-04-19T00:46:50.571Z", "action": "click", "action_argument": "other"}
  {"timestamp": "2025-04-19T00:46:52.518Z", "action": "click", "action_argument": "quantity"}
  {"timestamp": "2025-04-19T00:48:38.279Z", "action": "purchase", "action_argument": "B00HA84YXE"}
  {"timestamp": "2025-04-19T00:49:28.516Z", "action": "click", "action_argument": "quantity"}
  {"timestamp": "2025-04-19T00:49:29.261Z", "action": "click", "action_argument": "quantity"}
  {"timestamp": "2025-04-19T00:49:32.189Z", "action": "purchase", "action_argument": "B06X91GH75"}
  {"timestamp": "2025-04-19T00:49:34.785Z", "action": "click", "action_argument": "other"}
  {"timestamp": "2025-04-19T00:49:37.187Z", "action": "click", "action_argument": "cart_page_select"}
  {"timestamp": "2025-04-19T00:49:38.870Z", "action": "click", "action_argument": "cart_page_select"}
  {"timestamp": "2025-04-19T00:49:41.065Z", "action": "click", "action_argument": "cart_page_select"}
  {"timestamp": "2025-04-19T00:49:41.085Z", "action": "click", "action_argument": "cart_page_select"}
  {"timestamp": "2025-04-19T00:49:43.954Z", "action": "click", "action_argument": "cart_page_select"}
  {"timestamp": "2025-04-19T00:49:43.972Z", "action": "click", "action_argument": "cart_page_select"}
  {"timestamp": "2025-04-19T00:49:47.160Z", "action": "click", "action_argument": "cart_page_select"}
  {"timestamp": "2025-04-19T00:49:47.181Z", "action": "click", "action_argument": "cart_page_select"}
  {"timestamp": "2025-04-19T00:49:49.762Z", "action": "purchase", "action_argument": "B06X91GH75, B01AB4U6PI, B00HA84YXE, B0D42FL9CG"}
  {"timestamp": "2025-04-19T00:50:39.575Z", "action": "input", "action_argument": "ipad air "}
  {"timestamp": "2025-04-19T00:50:39.693Z", "action": "click", "action_argument": "search"}
  {"timestamp": "2025-04-19T00:50:46.220Z", "action": "click_product", "action_argument": "B0D3J7N642"}
  {"timestamp": "2025-04-19T00:51:00.453Z", "action": "click", "action_argument": "product_option"}
  <|memory_end|>
  
  <|action_start|>
  <|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": ""}],
  "cart_items": [{"title": "NETGEAR Nighthawk WiFi 6E Router (RAXE500) - Security Features, 12-Stream Gigabit Router AXE11000 Tri-Band Wireless Speed (Up to 10.8Gbps), New 6GHz Band, Coverage up to 3,500 sq. ft, 60 Devices", "asin": "B08R58D9FH", "price": "$299.97", "quantity": "1"},
  {"title": "NETGEAR Nighthawk WiFi 7 Router (BE9300) \u2013 Security Features, 9.3Gbps Wireless Speed, 2.5 Gigabit Internet Port, Tri-Band Gaming Router, Covers 2,500 sq. ft., 100 Devices, Built-in VPN, USB 3.0", "asin": "B0DK7Q5SCN", "price": "$279.99", "quantity": "1"},
  {"title": "The Invisible Computer: Why Good Products Can Fail, the Personal Computer Is So Complex, and Information Appliances Are the Solution", "asin": "0262640414", "price": "$35.00", "quantity": "1"},
  {"title": "Scenario-Based Design: Envisioning Work and Technology in System Development", "asin": "0471076597", "price": "$35.68", "quantity": "1"},
  {"title": "Things That Make Us Smart (William Patrick Book)", "asin": "0201626950", "price": "$11.33", "quantity": "1"},
  {"title": "Participatory Design: Principles and Practices", "asin": "0805809511", "price": "$99.99", "quantity": "1"},
  {"title": "The Nurnberg Funnel: Designing Minimalist Instruction for Practical Computer Skill (Technical Communication, Multimedia, and Information Systems)", "asin": "0262031639", "price": "$11.93", "quantity": "1"},
  {"title": "Computer-Supported Cooperative Work: A Book of Readings", "asin": "0934613575", "price": "$16.30", "quantity": "1"},
  {"title": "User Centered System Design: New Perspectives on Human-computer Interaction", "asin": "0898598729", "price": "$104.00", "quantity": "1"},
  {"title": "Human-Machine Reconfigurations: Plans and Situated Actions (Learning in Doing: Social, Cognitive and Computational Perspectives)", "asin": "052167588X", "price": "$44.99", "quantity": "1"},
  {"title": "The Human Use Of Human Beings", "asin": "0306803208", "price": "$8.87", "quantity": "1"},
  {"title": "Emotional Design: Why We Love (or Hate) Everyday Things", "asin": "0465051367", "price": "$10.79", "quantity": "1"},
  {"title": "The Design of Everyday Things: Revised and Expanded Edition", "asin": "0465050654", "price": "$12.77", "quantity": "1"}],
  "product_details": [{"asin": "B0BBL3D5QG"},
  {"title": "Spigen Rugged Armor Pro Designed for Apple Watch Ultra 2/1 Case with Band Protective TPU Cover with Strap - Crystal Clear"},
  {"price": "$23.99"},
  {"bullet_list": "Rugged design: Unibody case with unique carbon fiber accents absorbs shock, keeping your Apple Watch Ultra safe from bumps and scratches Protection around the clock: Raised edges around the bezel protect the display Uncompromising Functionality: Precise cutouts ensure effortless access to all functionalities, including Digital Crown, speaker, Action Button, and side button One size fits most: Fits most wrist sizes from 5.5\" (140mm) - 8.5\" (215mm) Check for Compatibility: Only compatible with Apple Watch Ultra 2 (2024, 2023)/Apple Watch Ultra (2022)"}],
  "product_quantity": [{"quantity": "1"},
  {"quantity": "1 "}],
  "product_options": [{"Color": "Crystal Clear"}],
  "promotion_items": [{"title": "MOFREE Stainless Steel Watch Band with Case Compatible for Apple Watch 49mm Ultra 2 (2024) / Ultra for Men, Rugged Strap with Metal Protective Bumper Cover for iWatch Band 49mm Silver", "asin": "B0DQTY9RK8", "price": "$30.99", "quantity": ""},
  {"title": "Delidigi Rugged Case and Band Compatible with Apple Watch 49mm 46mm 45mm 44mm, TPU Sport Strap with Protective Cover Bumper Case for iWatch Ultra 2 Series 10 9 8 SE2 7 6 SE 5 4 Men Women", "asin": "B0DPWQCYTB", "price": "$27.99", "quantity": ""},
  {"title": "amBand Bands Case Screen Protector Compatible with Apple Watch Ultra 2/1 49mm, M1 Sport Series Rugged Cover Strap and 9H Tempered Glass Film, Military Protective Bumper for iWatch 49 mm Men Clear", "asin": "B0C1YD8LG2", "price": "$27.99", "quantity": ""},
  {"title": "Metal Case for Apple Watch Ultra 49mm, 2 in 1 Rugged Protective Silicone Bumper Cov...", "asin": "B0DGQDWB2W", "price": "$26.99", "quantity": ""},
  {"title": "Case compatible with Apple Watch Series 10 46mm Bands for Men, iG3200 High End Spor...", "asin": "B0DT4KYBRR", "price": "$58.99", "quantity": ""},
  {"title": "iG-3200 Modified Watch Case for (2024) Apple Watch Series 10 46mm Band with Cover R...", "asin": "B0DHVFV45C", "price": "$56.99", "quantity": ""},
  {"title": "ULTIMAL Rugged Case with Band for Apple Watch 49mm,Compatible with Apple Watch Ultra/Ultra 2, Military Grade Shockproof Bumper Cover for iWatch Tactical Band Men (49mm,Black)", "asin": "B0DT3S6CDD", "price": "$37.99", "quantity": ""},
  {"title": "amBand 3 in 1 Metal Case Compatible with Apple Watch Series 9/8/7 45mm, W1 Rugged Bumper Protector [Turning into Ultra 2/1 Upgrade] with Watch Crown + Back Cover, Natural Titanium", "asin": "B0CT8V7Z6K", "price": "$19.99", "quantity": ""},
  {"title": "amBand Bands Compatible with Apple Watch Ultra 2/1 49mm, M1 Sport Series Rugged Durable Strap with Metal Connector to Match Ultra's Titanium Case for iWatch 49 mm Men Titanium/Black", "asin": "B0D3HVDZ4L", "price": "$29.99", "quantity": ""},
  {"title": "amBand Compatible with Apple Watch Ultra 2/1 Bands Case 49mm for Men, M3 Rugged Cover Military Sport Strap with Glass Screen Protector, Heavy Duty Protective Bumper for iWatch 49 mm - Matte Black", "asin": "B0DGG6YHFS", "price": "$39.99", "quantity": ""},
  {"title": "Delidigi Rugged Case and Band Compatible with Apple Watch 49mm 46mm 45mm 44mm, TPU Sport Strap with Protective Cover Bumper Case for iWatch Ultra 2 Series 10 9 8 SE2 7 6 SE 5 4 Men Women", "asin": "B0CWTZ5N5G", "price": "$27.99", "quantity": ""},
  {"title": "WSKEN for Apple Watch Ultra 2/Ultra Screen Protector 49mm,9H Tempered Glass + Titanium Alloy Frame, [Keep Original] [Touch Sensitive] Lightweight Protective Film iwatch 2 Pack,Original", "asin": "B0BPS842DH", "price": "$14.99", "quantity": ""},
  {"title": "Business Stainless Steel Case with Band Compatiable for 49mm Apple Watch Ultra 2/1 bands for men, Rugged Metal Apple Watch Bumper Case Cover with Solid Replacement Strap for iWatch Band,Silver", "asin": "B0DQTQCMXQ", "price": "$30.25", "quantity": ""},
  {"title": "Jopinl Watch Band for Apple Watch Ultra 2 Band 49mm 46mm 45mm 44mm, Men Luxury Rugged Silicone Rubber Strap with Metal Connector & Folding Clasp for iWatch Series 10 9 8 7 6 5 4 3 2 1 SE", "asin": "B0CZRKM41K", "price": "$23.99", "quantity": ""},
  {"title": "amBand 3 in 1 Metal Case Compatible with Apple Watch Series 6/5/4 SE/SE2 44mm, W1 Rugged Bumper Protector [Turning into Ultra 2/1 Upgrade] with Watch Crown + Back Cover, Natural Titanium", "asin": "B0CT8VPK54", "price": "$19.99", "quantity": ""},
  {"title": "amBand Bands Compatible with Apple Watch 9/8/7 45mm, M1 Sport Series Rugged Durable Strap with Stainless Steel Connector to Match Watch's Metal Case for iWatch SE/6/5/4/3 44mm 42mm Men Titanium/Black", "asin": "B0D3YXQQJK", "price": "$29.99", "quantity": ""},
  {"title": "Business Stainless Steel Case with Band Compatiable for 49mm Apple Watch Ultra 2/1 bands for men, Rugged Metal Apple Watch Bumper Case Cover with Solid Replacement Strap for iWatch Band,Silver", "asin": "B0DQTQCMXQ", "price": "$30.25", "quantity": ""},
  {"title": "Milanese Mesh Loop Compatible with Apple Watch Band Ultra 2/Ultra 49mm 46mm 45mm 44mm Men Women, Designer Parachute-Style Metal Buckle Adjustable Strap for iWatch SE Series 10/9/8/7/6/5/4", "asin": "B0DHL79RBJ", "price": "$29.29", "quantity": ""},
  {"title": "Delidigi Rugged Case and Band Compatible with Apple Watch 49mm 46mm 45mm 44mm, TPU Sport Strap with Protective Cover Bumper Case for iWatch Ultra 2 Series 10 9 8 SE2 7 6 SE 5 4 Men Women", "asin": "B0CWTZ5N5G", "price": "$27.99", "quantity": ""},
  {"title": "amBand Compatible with Apple Watch Ultra 2/1 Bands Case 49mm for Men, M3 Rugged Cover Military Sport Strap with Glass Screen Protector, Heavy Duty Protective Bumper for iWatch 49 mm - Matte Black", "asin": "B0DGG6YHFS", "price": "$39.99", "quantity": ""},
  {"title": "MOFREE Stainless Steel Watch Band with Case Compatible for Apple Watch 49mm Ultra 2 (2024) / Ultra for Men, Rugged Strap with Metal Protective Bumper Cover for iWatch Band 49mm Silver", "asin": "B0DQTY9RK8", "price": "$30.99", "quantity": ""}],
  "comparison_items": [{"title": "Spigen Rugged Armor Pro Designed for Apple Watch Ultra 2/1 Case with Band Protective TPU Cover with Strap - Crystal Clear", "asin": "B0BBL3D5QG", "price": "$23.99"},
  {"title": "Wrist Strap Band Compatible with AirPods Pro Case Breathable Bands Silicone Wrist Shell Compatible with Apple AirPods Pro Protective Cover Wireless Charging Case (Pink Purple)", "asin": "B085G5BCFW", "price": "$9.98"},
  {"title": "Spigen Lock Fit Secure Locking System Cover Designed for Apple Watch Ultra 2/1 Case 49mm - Black", "asin": "B0BYMDB2ZN", "price": "$19.99"},
  {"title": "Spigen Rugged Armor Designed for Apple Watch Ultra 2/1 Case 49mm Durable TPU Cover - Black", "asin": "B0BBL6JXZ2", "price": "$18.99"},
  {"title": "Elkson Made for Apple Watch Ultra 2 1 Bumper Case Screen Protector Kit 49mm Quattro Max Series Rugged, Military-Grade Durable Flexible Shockproof Protective Cover w/Tempered Glass for iWatch, Black", "asin": "B0BKZC6B7Q", "price": "$14.99"},
  {"title": "amBand for Apple Watch Ultra 2 Case, M1 Sport Series Durable Bumper and Screen Protector Fits iWatch Ultra2/1 Bands 49mm, Waterproof Gym Workout Accessories for Running Swimming Boating - Navy Blue", "asin": "B0CZKWVLLT", "price": "$27.99"}]
  <|observation_end|>
  
  # Output Format
  Please provide your final answer in JSON format within <answer></answer> tags using the following schema (Note that the thinking process should be within 250 words and give enough output space for final answer):
  "<answer>
  {
  "timestamp": "2025-04-19T06:44:30.524Z", // 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": "2025-04-13T22:25:47.129Z", "action": "click", "action_argument": "nav_bar"}
  {"timestamp": "2025-04-13T22:26:41.052Z", "action": "click", "action_argument": "page_related"}
  {"timestamp": "2025-04-13T22:27:12.817Z", "action": "click", "action_argument": "product_option"}
  {"timestamp": "2025-04-13T22:31:11.321Z", "action": "purchase", "action_argument": "B08R58D9FH"}
  {"timestamp": "2025-04-13T22:32:07.725Z", "action": "click", "action_argument": "other"}
  {"timestamp": "2025-04-13T22:48:36.970Z", "action": "click", "action_argument": "cart_side_bar"}
  {"timestamp": "2025-04-13T23:00:23.623Z", "action": "click_product", "action_argument": "B0DK7Q5SCN"}
  {"timestamp": "2025-04-13T23:00:41.275Z", "action": "click", "action_argument": "product_option"}
  {"timestamp": "2025-04-13T23:08:22.727Z", "action": "click", "action_argument": "other"}
  {"timestamp": "2025-04-13T23:17:24.979Z", "action": "click", "action_argument": "product_option"}
  {"timestamp": "2025-04-13T23:18:20.788Z", "action": "click", "action_argument": "quantity"}
  {"timestamp": "2025-04-13T23:18:24.655Z", "action": "click", "action_argument": "quantity"}
  {"timestamp": "2025-04-13T23:18:26.716Z", "action": "click", "action_argument": "quantity"}
  {"timestamp": "2025-04-19T00:44:05.237Z", "action": "input", "action_argument": "pain relief patch"}
  {"timestamp": "2025-04-19T00:44:05.364Z", "action": "click", "action_argument": "search"}
  {"timestamp": "2025-04-19T00:46:00.072Z", "action": "click", "action_argument": "review"}
  {"timestamp": "2025-04-19T00:46:04.043Z", "action": "click", "action_argument": "other"}
  {"timestamp": "2025-04-19T00:46:14.711Z", "action": "click", "action_argument": "product_option"}
  {"timestamp": "2025-04-19T00:46:35.154Z", "action": "click", "action_argument": "product_option"}
  {"timestamp": "2025-04-19T00:46:50.315Z", "action": "click", "action_argument": "other"}
  {"timestamp": "2025-04-19T00:46:50.571Z", "action": "click", "action_argument": "other"}
  {"timestamp": "2025-04-19T00:46:52.518Z", "action": "click", "action_argument": "quantity"}
  {"timestamp": "2025-04-19T00:48:38.279Z", "action": "purchase", "action_argument": "B00HA84YXE"}
  {"timestamp": "2025-04-19T00:49:28.516Z", "action": "click", "action_argument": "quantity"}
  {"timestamp": "2025-04-19T00:49:29.261Z", "action": "click", "action_argument": "quantity"}
  {"timestamp": "2025-04-19T00:49:32.189Z", "action": "purchase", "action_argument": "B06X91GH75"}
  {"timestamp": "2025-04-19T00:49:34.785Z", "action": "click", "action_argument": "other"}
  {"timestamp": "2025-04-19T00:49:37.187Z", "action": "click", "action_argument": "cart_page_select"}
  {"timestamp": "2025-04-19T00:49:38.870Z", "action": "click", "action_argument": "cart_page_select"}
  {"timestamp": "2025-04-19T00:49:41.065Z", "action": "click", "action_argument": "cart_page_select"}
  {"timestamp": "2025-04-19T00:49:41.085Z", "action": "click", "action_argument": "cart_page_select"}
  {"timestamp": "2025-04-19T00:49:43.954Z", "action": "click", "action_argument": "cart_page_select"}
  {"timestamp": "2025-04-19T00:49:43.972Z", "action": "click", "action_argument": "cart_page_select"}
  {"timestamp": "2025-04-19T00:49:47.160Z", "action": "click", "action_argument": "cart_page_select"}
  {"timestamp": "2025-04-19T00:49:47.181Z", "action": "click", "action_argument": "cart_page_select"}
  {"timestamp": "2025-04-19T00:49:49.762Z", "action": "purchase", "action_argument": "B06X91GH75, B01AB4U6PI, B00HA84YXE, B0D42FL9CG"}
  {"timestamp": "2025-04-19T00:50:39.575Z", "action": "input", "action_argument": "ipad air "}
  {"timestamp": "2025-04-19T00:50:39.693Z", "action": "click", "action_argument": "search"}
  {"timestamp": "2025-04-19T00:50:46.220Z", "action": "click_product", "action_argument": "B0D3J7N642"}
  {"timestamp": "2025-04-19T00:51:00.453Z", "action": "click", "action_argument": "product_option"}
  <|memory_end|>
  
  <|action_start|>
  <|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": ""}],
  "cart_items": [{"title": "NETGEAR Nighthawk WiFi 6E Router (RAXE500) - Security Features, 12-Stream Gigabit Router AXE11000 Tri-Band Wireless Speed (Up to 10.8Gbps), New 6GHz Band, Coverage up to 3,500 sq. ft, 60 Devices", "asin": "B08R58D9FH", "price": "$299.97", "quantity": "1"},
  {"title": "NETGEAR Nighthawk WiFi 7 Router (BE9300) \u2013 Security Features, 9.3Gbps Wireless Speed, 2.5 Gigabit Internet Port, Tri-Band Gaming Router, Covers 2,500 sq. ft., 100 Devices, Built-in VPN, USB 3.0", "asin": "B0DK7Q5SCN", "price": "$279.99", "quantity": "1"},
  {"title": "The Invisible Computer: Why Good Products Can Fail, the Personal Computer Is So Complex, and Information Appliances Are the Solution", "asin": "0262640414", "price": "$35.00", "quantity": "1"},
  {"title": "Scenario-Based Design: Envisioning Work and Technology in System Development", "asin": "0471076597", "price": "$35.68", "quantity": "1"},
  {"title": "Things That Make Us Smart (William Patrick Book)", "asin": "0201626950", "price": "$11.33", "quantity": "1"},
  {"title": "Participatory Design: Principles and Practices", "asin": "0805809511", "price": "$99.99", "quantity": "1"},
  {"title": "The Nurnberg Funnel: Designing Minimalist Instruction for Practical Computer Skill (Technical Communication, Multimedia, and Information Systems)", "asin": "0262031639", "price": "$11.93", "quantity": "1"},
  {"title": "Computer-Supported Cooperative Work: A Book of Readings", "asin": "0934613575", "price": "$16.30", "quantity": "1"},
  {"title": "User Centered System Design: New Perspectives on Human-computer Interaction", "asin": "0898598729", "price": "$104.00", "quantity": "1"},
  {"title": "Human-Machine Reconfigurations: Plans and Situated Actions (Learning in Doing: Social, Cognitive and Computational Perspectives)", "asin": "052167588X", "price": "$44.99", "quantity": "1"},
  {"title": "The Human Use Of Human Beings", "asin": "0306803208", "price": "$8.87", "quantity": "1"},
  {"title": "Emotional Design: Why We Love (or Hate) Everyday Things", "asin": "0465051367", "price": "$10.79", "quantity": "1"},
  {"title": "The Design of Everyday Things: Revised and Expanded Edition", "asin": "0465050654", "price": "$12.77", "quantity": "1"}],
  "product_details": [{"asin": "B0BBL3D5QG"},
  {"title": "Spigen Rugged Armor Pro Designed for Apple Watch Ultra 2/1 Case with Band Protective TPU Cover with Strap - Crystal Clear"},
  {"price": "$23.99"},
  {"bullet_list": "Rugged design: Unibody case with unique carbon fiber accents absorbs shock, keeping your Apple Watch Ultra safe from bumps and scratches Protection around the clock: Raised edges around the bezel protect the display Uncompromising Functionality: Precise cutouts ensure effortless access to all functionalities, including Digital Crown, speaker, Action Button, and side button One size fits most: Fits most wrist sizes from 5.5\" (140mm) - 8.5\" (215mm) Check for Compatibility: Only compatible with Apple Watch Ultra 2 (2024, 2023)/Apple Watch Ultra (2022)"}],
  "product_quantity": [{"quantity": "1"},
  {"quantity": "1 "}],
  "product_options": [{"Color": "Crystal Clear"}],
  "promotion_items": [{"title": "MOFREE Stainless Steel Watch Band with Case Compatible for Apple Watch 49mm Ultra 2 (2024) / Ultra for Men, Rugged Strap with Metal Protective Bumper Cover for iWatch Band 49mm Silver", "asin": "B0DQTY9RK8", "price": "$30.99", "quantity": ""},
  {"title": "Delidigi Rugged Case and Band Compatible with Apple Watch 49mm 46mm 45mm 44mm, TPU Sport Strap with Protective Cover Bumper Case for iWatch Ultra 2 Series 10 9 8 SE2 7 6 SE 5 4 Men Women", "asin": "B0DPWQCYTB", "price": "$27.99", "quantity": ""},
  {"title": "amBand Bands Case Screen Protector Compatible with Apple Watch Ultra 2/1 49mm, M1 Sport Series Rugged Cover Strap and 9H Tempered Glass Film, Military Protective Bumper for iWatch 49 mm Men Clear", "asin": "B0C1YD8LG2", "price": "$27.99", "quantity": ""},
  {"title": "Metal Case for Apple Watch Ultra 49mm, 2 in 1 Rugged Protective Silicone Bumper Cov...", "asin": "B0DGQDWB2W", "price": "$26.99", "quantity": ""},
  {"title": "Case compatible with Apple Watch Series 10 46mm Bands for Men, iG3200 High End Spor...", "asin": "B0DT4KYBRR", "price": "$58.99", "quantity": ""},
  {"title": "iG-3200 Modified Watch Case for (2024) Apple Watch Series 10 46mm Band with Cover R...", "asin": "B0DHVFV45C", "price": "$56.99", "quantity": ""},
  {"title": "ULTIMAL Rugged Case with Band for Apple Watch 49mm,Compatible with Apple Watch Ultra/Ultra 2, Military Grade Shockproof Bumper Cover for iWatch Tactical Band Men (49mm,Black)", "asin": "B0DT3S6CDD", "price": "$37.99", "quantity": ""},
  {"title": "amBand 3 in 1 Metal Case Compatible with Apple Watch Series 9/8/7 45mm, W1 Rugged Bumper Protector [Turning into Ultra 2/1 Upgrade] with Watch Crown + Back Cover, Natural Titanium", "asin": "B0CT8V7Z6K", "price": "$19.99", "quantity": ""},
  {"title": "amBand Bands Compatible with Apple Watch Ultra 2/1 49mm, M1 Sport Series Rugged Durable Strap with Metal Connector to Match Ultra's Titanium Case for iWatch 49 mm Men Titanium/Black", "asin": "B0D3HVDZ4L", "price": "$29.99", "quantity": ""},
  {"title": "amBand Compatible with Apple Watch Ultra 2/1 Bands Case 49mm for Men, M3 Rugged Cover Military Sport Strap with Glass Screen Protector, Heavy Duty Protective Bumper for iWatch 49 mm - Matte Black", "asin": "B0DGG6YHFS", "price": "$39.99", "quantity": ""},
  {"title": "Delidigi Rugged Case and Band Compatible with Apple Watch 49mm 46mm 45mm 44mm, TPU Sport Strap with Protective Cover Bumper Case for iWatch Ultra 2 Series 10 9 8 SE2 7 6 SE 5 4 Men Women", "asin": "B0CWTZ5N5G", "price": "$27.99", "quantity": ""},
  {"title": "WSKEN for Apple Watch Ultra 2/Ultra Screen Protector 49mm,9H Tempered Glass + Titanium Alloy Frame, [Keep Original] [Touch Sensitive] Lightweight Protective Film iwatch 2 Pack,Original", "asin": "B0BPS842DH", "price": "$14.99", "quantity": ""},
  {"title": "Business Stainless Steel Case with Band Compatiable for 49mm Apple Watch Ultra 2/1 bands for men, Rugged Metal Apple Watch Bumper Case Cover with Solid Replacement Strap for iWatch Band,Silver", "asin": "B0DQTQCMXQ", "price": "$30.25", "quantity": ""},
  {"title": "Jopinl Watch Band for Apple Watch Ultra 2 Band 49mm 46mm 45mm 44mm, Men Luxury Rugged Silicone Rubber Strap with Metal Connector & Folding Clasp for iWatch Series 10 9 8 7 6 5 4 3 2 1 SE", "asin": "B0CZRKM41K", "price": "$23.99", "quantity": ""},
  {"title": "amBand 3 in 1 Metal Case Compatible with Apple Watch Series 6/5/4 SE/SE2 44mm, W1 Rugged Bumper Protector [Turning into Ultra 2/1 Upgrade] with Watch Crown + Back Cover, Natural Titanium", "asin": "B0CT8VPK54", "price": "$19.99", "quantity": ""},
  {"title": "amBand Bands Compatible with Apple Watch 9/8/7 45mm, M1 Sport Series Rugged Durable Strap with Stainless Steel Connector to Match Watch's Metal Case for iWatch SE/6/5/4/3 44mm 42mm Men Titanium/Black", "asin": "B0D3YXQQJK", "price": "$29.99", "quantity": ""},
  {"title": "Business Stainless Steel Case with Band Compatiable for 49mm Apple Watch Ultra 2/1 bands for men, Rugged Metal Apple Watch Bumper Case Cover with Solid Replacement Strap for iWatch Band,Silver", "asin": "B0DQTQCMXQ", "price": "$30.25", "quantity": ""},
  {"title": "Milanese Mesh Loop Compatible with Apple Watch Band Ultra 2/Ultra 49mm 46mm 45mm 44mm Men Women, Designer Parachute-Style Metal Buckle Adjustable Strap for iWatch SE Series 10/9/8/7/6/5/4", "asin": "B0DHL79RBJ", "price": "$29.29", "quantity": ""},
  {"title": "Delidigi Rugged Case and Band Compatible with Apple Watch 49mm 46mm 45mm 44mm, TPU Sport Strap with Protective Cover Bumper Case for iWatch Ultra 2 Series 10 9 8 SE2 7 6 SE 5 4 Men Women", "asin": "B0CWTZ5N5G", "price": "$27.99", "quantity": ""},
  {"title": "amBand Compatible with Apple Watch Ultra 2/1 Bands Case 49mm for Men, M3 Rugged Cover Military Sport Strap with Glass Screen Protector, Heavy Duty Protective Bumper for iWatch 49 mm - Matte Black", "asin": "B0DGG6YHFS", "price": "$39.99", "quantity": ""},
  {"title": "MOFREE Stainless Steel Watch Band with Case Compatible for Apple Watch 49mm Ultra 2 (2024) / Ultra for Men, Rugged Strap with Metal Protective Bumper Cover for iWatch Band 49mm Silver", "asin": "B0DQTY9RK8", "price": "$30.99", "quantity": ""}],
  "comparison_items": [{"title": "Spigen Rugged Armor Pro Designed for Apple Watch Ultra 2/1 Case with Band Protective TPU Cover with Strap - Crystal Clear", "asin": "B0BBL3D5QG", "price": "$23.99"},
  {"title": "Wrist Strap Band Compatible with AirPods Pro Case Breathable Bands Silicone Wrist Shell Compatible with Apple AirPods Pro Protective Cover Wireless Charging Case (Pink Purple)", "asin": "B085G5BCFW", "price": "$9.98"},
  {"title": "Spigen Lock Fit Secure Locking System Cover Designed for Apple Watch Ultra 2/1 Case 49mm - Black", "asin": "B0BYMDB2ZN", "price": "$19.99"},
  {"title": "Spigen Rugged Armor Designed for Apple Watch Ultra 2/1 Case 49mm Durable TPU Cover - Black", "asin": "B0BBL6JXZ2", "price": "$18.99"},
  {"title": "Elkson Made for Apple Watch Ultra 2 1 Bumper Case Screen Protector Kit 49mm Quattro Max Series Rugged, Military-Grade Durable Flexible Shockproof Protective Cover w/Tempered Glass for iWatch, Black", "asin": "B0BKZC6B7Q", "price": "$14.99"},
  {"title": "amBand for Apple Watch Ultra 2 Case, M1 Sport Series Durable Bumper and Screen Protector Fits iWatch Ultra2/1 Bands 49mm, Waterproof Gym Workout Accessories for Running Swimming Boating - Navy Blue", "asin": "B0CZKWVLLT", "price": "$27.99"}]
  <|observation_end|>
  
  # Output Format
  Please provide your final answer in JSON format within <answer></answer> tags using the following schema (Note that the thinking process should be within 250 words and give enough output space for final answer):
  "<answer>
  {
  "timestamp": "2025-04-19T06:44:30.524Z", // 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": "2025-04-13T22:25:47.129Z", "action": "click", "action_argument": "nav_bar"}
  {"timestamp": "2025-04-13T22:26:41.052Z", "action": "click", "action_argument": "page_related"}
  {"timestamp": "2025-04-13T22:27:12.817Z", "action": "click", "action_argument": "product_option"}
  {"timestamp": "2025-04-13T22:31:11.321Z", "action": "purchase", "action_argument": "B08R58D9FH"}
  {"timestamp": "2025-04-13T22:32:07.725Z", "action": "click", "action_argument": "other"}
  {"timestamp": "2025-04-13T22:48:36.970Z", "action": "click", "action_argument": "cart_side_bar"}
  {"timestamp": "2025-04-13T23:00:23.623Z", "action": "click_product", "action_argument": "B0DK7Q5SCN"}
  {"timestamp": "2025-04-13T23:00:41.275Z", "action": "click", "action_argument": "product_option"}
  {"timestamp": "2025-04-13T23:08:22.727Z", "action": "click", "action_argument": "other"}
  {"timestamp": "2025-04-13T23:17:24.979Z", "action": "click", "action_argument": "product_option"}
  {"timestamp": "2025-04-13T23:18:20.788Z", "action": "click", "action_argument": "quantity"}
  {"timestamp": "2025-04-13T23:18:24.655Z", "action": "click", "action_argument": "quantity"}
  {"timestamp": "2025-04-13T23:18:26.716Z", "action": "click", "action_argument": "quantity"}
  {"timestamp": "2025-04-19T00:44:05.237Z", "action": "input", "action_argument": "pain relief patch"}
  {"timestamp": "2025-04-19T00:44:05.364Z", "action": "click", "action_argument": "search"}
  {"timestamp": "2025-04-19T00:46:00.072Z", "action": "click", "action_argument": "review"}
  {"timestamp": "2025-04-19T00:46:04.043Z", "action": "click", "action_argument": "other"}
  {"timestamp": "2025-04-19T00:46:14.711Z", "action": "click", "action_argument": "product_option"}
  {"timestamp": "2025-04-19T00:46:35.154Z", "action": "click", "action_argument": "product_option"}
  {"timestamp": "2025-04-19T00:46:50.315Z", "action": "click", "action_argument": "other"}
  {"timestamp": "2025-04-19T00:46:50.571Z", "action": "click", "action_argument": "other"}
  {"timestamp": "2025-04-19T00:46:52.518Z", "action": "click", "action_argument": "quantity"}
  {"timestamp": "2025-04-19T00:48:38.279Z", "action": "purchase", "action_argument": "B00HA84YXE"}
  {"timestamp": "2025-04-19T00:49:28.516Z", "action": "click", "action_argument": "quantity"}
  {"timestamp": "2025-04-19T00:49:29.261Z", "action": "click", "action_argument": "quantity"}
  {"timestamp": "2025-04-19T00:49:32.189Z", "action": "purchase", "action_argument": "B06X91GH75"}
  {"timestamp": "2025-04-19T00:49:34.785Z", "action": "click", "action_argument": "other"}
  {"timestamp": "2025-04-19T00:49:37.187Z", "action": "click", "action_argument": "cart_page_select"}
  {"timestamp": "2025-04-19T00:49:38.870Z", "action": "click", "action_argument": "cart_page_select"}
  {"timestamp": "2025-04-19T00:49:41.065Z", "action": "click", "action_argument": "cart_page_select"}
  {"timestamp": "2025-04-19T00:49:41.085Z", "action": "click", "action_argument": "cart_page_select"}
  {"timestamp": "2025-04-19T00:49:43.954Z", "action": "click", "action_argument": "cart_page_select"}
  {"timestamp": "2025-04-19T00:49:43.972Z", "action": "click", "action_argument": "cart_page_select"}
  {"timestamp": "2025-04-19T00:49:47.160Z", "action": "click", "action_argument": "cart_page_select"}
  {"timestamp": "2025-04-19T00:49:47.181Z", "action": "click", "action_argument": "cart_page_select"}
  {"timestamp": "2025-04-19T00:49:49.762Z", "action": "purchase", "action_argument": "B06X91GH75, B01AB4U6PI, B00HA84YXE, B0D42FL9CG"}
  {"timestamp": "2025-04-19T00:50:39.575Z", "action": "input", "action_argument": "ipad air "}
  {"timestamp": "2025-04-19T00:50:39.693Z", "action": "click", "action_argument": "search"}
  {"timestamp": "2025-04-19T00:50:46.220Z", "action": "click_product", "action_argument": "B0D3J7N642"}
  {"timestamp": "2025-04-19T00:51:00.453Z", "action": "click", "action_argument": "product_option"}
  <|memory_end|>
  
  <|action_start|>
  <|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": ""}],
  "cart_items": [{"title": "NETGEAR Nighthawk WiFi 6E Router (RAXE500) - Security Features, 12-Stream Gigabit Router AXE11000 Tri-Band Wireless Speed (Up to 10.8Gbps), New 6GHz Band, Coverage up to 3,500 sq. ft, 60 Devices", "asin": "B08R58D9FH", "price": "$299.97", "quantity": "1"},
  {"title": "NETGEAR Nighthawk WiFi 7 Router (BE9300) \u2013 Security Features, 9.3Gbps Wireless Speed, 2.5 Gigabit Internet Port, Tri-Band Gaming Router, Covers 2,500 sq. ft., 100 Devices, Built-in VPN, USB 3.0", "asin": "B0DK7Q5SCN", "price": "$279.99", "quantity": "1"},
  {"title": "The Invisible Computer: Why Good Products Can Fail, the Personal Computer Is So Complex, and Information Appliances Are the Solution", "asin": "0262640414", "price": "$35.00", "quantity": "1"},
  {"title": "Scenario-Based Design: Envisioning Work and Technology in System Development", "asin": "0471076597", "price": "$35.68", "quantity": "1"},
  {"title": "Things That Make Us Smart (William Patrick Book)", "asin": "0201626950", "price": "$11.33", "quantity": "1"},
  {"title": "Participatory Design: Principles and Practices", "asin": "0805809511", "price": "$99.99", "quantity": "1"},
  {"title": "The Nurnberg Funnel: Designing Minimalist Instruction for Practical Computer Skill (Technical Communication, Multimedia, and Information Systems)", "asin": "0262031639", "price": "$11.93", "quantity": "1"},
  {"title": "Computer-Supported Cooperative Work: A Book of Readings", "asin": "0934613575", "price": "$16.30", "quantity": "1"},
  {"title": "User Centered System Design: New Perspectives on Human-computer Interaction", "asin": "0898598729", "price": "$104.00", "quantity": "1"},
  {"title": "Human-Machine Reconfigurations: Plans and Situated Actions (Learning in Doing: Social, Cognitive and Computational Perspectives)", "asin": "052167588X", "price": "$44.99", "quantity": "1"},
  {"title": "The Human Use Of Human Beings", "asin": "0306803208", "price": "$8.87", "quantity": "1"},
  {"title": "Emotional Design: Why We Love (or Hate) Everyday Things", "asin": "0465051367", "price": "$10.79", "quantity": "1"},
  {"title": "The Design of Everyday Things: Revised and Expanded Edition", "asin": "0465050654", "price": "$12.77", "quantity": "1"}],
  "product_details": [{"asin": "B0BBL3D5QG"},
  {"title": "Spigen Rugged Armor Pro Designed for Apple Watch Ultra 2/1 Case with Band Protective TPU Cover with Strap - Crystal Clear"},
  {"price": "$23.99"},
  {"bullet_list": "Rugged design: Unibody case with unique carbon fiber accents absorbs shock, keeping your Apple Watch Ultra safe from bumps and scratches Protection around the clock: Raised edges around the bezel protect the display Uncompromising Functionality: Precise cutouts ensure effortless access to all functionalities, including Digital Crown, speaker, Action Button, and side button One size fits most: Fits most wrist sizes from 5.5\" (140mm) - 8.5\" (215mm) Check for Compatibility: Only compatible with Apple Watch Ultra 2 (2024, 2023)/Apple Watch Ultra (2022)"}],
  "product_quantity": [{"quantity": "1"},
  {"quantity": "1 "}],
  "product_options": [{"Color": "Crystal Clear"}],
  "promotion_items": [{"title": "MOFREE Stainless Steel Watch Band with Case Compatible for Apple Watch 49mm Ultra 2 (2024) / Ultra for Men, Rugged Strap with Metal Protective Bumper Cover for iWatch Band 49mm Silver", "asin": "B0DQTY9RK8", "price": "$30.99", "quantity": ""},
  {"title": "Delidigi Rugged Case and Band Compatible with Apple Watch 49mm 46mm 45mm 44mm, TPU Sport Strap with Protective Cover Bumper Case for iWatch Ultra 2 Series 10 9 8 SE2 7 6 SE 5 4 Men Women", "asin": "B0DPWQCYTB", "price": "$27.99", "quantity": ""},
  {"title": "amBand Bands Case Screen Protector Compatible with Apple Watch Ultra 2/1 49mm, M1 Sport Series Rugged Cover Strap and 9H Tempered Glass Film, Military Protective Bumper for iWatch 49 mm Men Clear", "asin": "B0C1YD8LG2", "price": "$27.99", "quantity": ""},
  {"title": "Metal Case for Apple Watch Ultra 49mm, 2 in 1 Rugged Protective Silicone Bumper Cov...", "asin": "B0DGQDWB2W", "price": "$26.99", "quantity": ""},
  {"title": "Case compatible with Apple Watch Series 10 46mm Bands for Men, iG3200 High End Spor...", "asin": "B0DT4KYBRR", "price": "$58.99", "quantity": ""},
  {"title": "iG-3200 Modified Watch Case for (2024) Apple Watch Series 10 46mm Band with Cover R...", "asin": "B0DHVFV45C", "price": "$56.99", "quantity": ""},
  {"title": "ULTIMAL Rugged Case with Band for Apple Watch 49mm,Compatible with Apple Watch Ultra/Ultra 2, Military Grade Shockproof Bumper Cover for iWatch Tactical Band Men (49mm,Black)", "asin": "B0DT3S6CDD", "price": "$37.99", "quantity": ""},
  {"title": "amBand 3 in 1 Metal Case Compatible with Apple Watch Series 9/8/7 45mm, W1 Rugged Bumper Protector [Turning into Ultra 2/1 Upgrade] with Watch Crown + Back Cover, Natural Titanium", "asin": "B0CT8V7Z6K", "price": "$19.99", "quantity": ""},
  {"title": "amBand Bands Compatible with Apple Watch Ultra 2/1 49mm, M1 Sport Series Rugged Durable Strap with Metal Connector to Match Ultra's Titanium Case for iWatch 49 mm Men Titanium/Black", "asin": "B0D3HVDZ4L", "price": "$29.99", "quantity": ""},
  {"title": "amBand Compatible with Apple Watch Ultra 2/1 Bands Case 49mm for Men, M3 Rugged Cover Military Sport Strap with Glass Screen Protector, Heavy Duty Protective Bumper for iWatch 49 mm - Matte Black", "asin": "B0DGG6YHFS", "price": "$39.99", "quantity": ""},
  {"title": "Delidigi Rugged Case and Band Compatible with Apple Watch 49mm 46mm 45mm 44mm, TPU Sport Strap with Protective Cover Bumper Case for iWatch Ultra 2 Series 10 9 8 SE2 7 6 SE 5 4 Men Women", "asin": "B0CWTZ5N5G", "price": "$27.99", "quantity": ""},
  {"title": "WSKEN for Apple Watch Ultra 2/Ultra Screen Protector 49mm,9H Tempered Glass + Titanium Alloy Frame, [Keep Original] [Touch Sensitive] Lightweight Protective Film iwatch 2 Pack,Original", "asin": "B0BPS842DH", "price": "$14.99", "quantity": ""},
  {"title": "Business Stainless Steel Case with Band Compatiable for 49mm Apple Watch Ultra 2/1 bands for men, Rugged Metal Apple Watch Bumper Case Cover with Solid Replacement Strap for iWatch Band,Silver", "asin": "B0DQTQCMXQ", "price": "$30.25", "quantity": ""},
  {"title": "Jopinl Watch Band for Apple Watch Ultra 2 Band 49mm 46mm 45mm 44mm, Men Luxury Rugged Silicone Rubber Strap with Metal Connector & Folding Clasp for iWatch Series 10 9 8 7 6 5 4 3 2 1 SE", "asin": "B0CZRKM41K", "price": "$23.99", "quantity": ""},
  {"title": "amBand 3 in 1 Metal Case Compatible with Apple Watch Series 6/5/4 SE/SE2 44mm, W1 Rugged Bumper Protector [Turning into Ultra 2/1 Upgrade] with Watch Crown + Back Cover, Natural Titanium", "asin": "B0CT8VPK54", "price": "$19.99", "quantity": ""},
  {"title": "amBand Bands Compatible with Apple Watch 9/8/7 45mm, M1 Sport Series Rugged Durable Strap with Stainless Steel Connector to Match Watch's Metal Case for iWatch SE/6/5/4/3 44mm 42mm Men Titanium/Black", "asin": "B0D3YXQQJK", "price": "$29.99", "quantity": ""},
  {"title": "Business Stainless Steel Case with Band Compatiable for 49mm Apple Watch Ultra 2/1 bands for men, Rugged Metal Apple Watch Bumper Case Cover with Solid Replacement Strap for iWatch Band,Silver", "asin": "B0DQTQCMXQ", "price": "$30.25", "quantity": ""},
  {"title": "Milanese Mesh Loop Compatible with Apple Watch Band Ultra 2/Ultra 49mm 46mm 45mm 44mm Men Women, Designer Parachute-Style Metal Buckle Adjustable Strap for iWatch SE Series 10/9/8/7/6/5/4", "asin": "B0DHL79RBJ", "price": "$29.29", "quantity": ""},
  {"title": "Delidigi Rugged Case and Band Compatible with Apple Watch 49mm 46mm 45mm 44mm, TPU Sport Strap with Protective Cover Bumper Case for iWatch Ultra 2 Series 10 9 8 SE2 7 6 SE 5 4 Men Women", "asin": "B0CWTZ5N5G", "price": "$27.99", "quantity": ""},
  {"title": "amBand Compatible with Apple Watch Ultra 2/1 Bands Case 49mm for Men, M3 Rugged Cover Military Sport Strap with Glass Screen Protector, Heavy Duty Protective Bumper for iWatch 49 mm - Matte Black", "asin": "B0DGG6YHFS", "price": "$39.99", "quantity": ""},
  {"title": "MOFREE Stainless Steel Watch Band with Case Compatible for Apple Watch 49mm Ultra 2 (2024) / Ultra for Men, Rugged Strap with Metal Protective Bumper Cover for iWatch Band 49mm Silver", "asin": "B0DQTY9RK8", "price": "$30.99", "quantity": ""}],
  "comparison_items": [{"title": "Spigen Rugged Armor Pro Designed for Apple Watch Ultra 2/1 Case with Band Protective TPU Cover with Strap - Crystal Clear", "asin": "B0BBL3D5QG", "price": "$23.99"},
  {"title": "Wrist Strap Band Compatible with AirPods Pro Case Breathable Bands Silicone Wrist Shell Compatible with Apple AirPods Pro Protective Cover Wireless Charging Case (Pink Purple)", "asin": "B085G5BCFW", "price": "$9.98"},
  {"title": "Spigen Lock Fit Secure Locking System Cover Designed for Apple Watch Ultra 2/1 Case 49mm - Black", "asin": "B0BYMDB2ZN", "price": "$19.99"},
  {"title": "Spigen Rugged Armor Designed for Apple Watch Ultra 2/1 Case 49mm Durable TPU Cover - Black", "asin": "B0BBL6JXZ2", "price": "$18.99"},
  {"title": "Elkson Made for Apple Watch Ultra 2 1 Bumper Case Screen Protector Kit 49mm Quattro Max Series Rugged, Military-Grade Durable Flexible Shockproof Protective Cover w/Tempered Glass for iWatch, Black", "asin": "B0BKZC6B7Q", "price": "$14.99"},
  {"title": "amBand for Apple Watch Ultra 2 Case, M1 Sport Series Durable Bumper and Screen Protector Fits iWatch Ultra2/1 Bands 49mm, Waterproof Gym Workout Accessories for Running Swimming Boating - Navy Blue", "asin": "B0CZKWVLLT", "price": "$27.99"}]
  <|observation_end|>
  
  # Output Format
  Please provide your final answer in JSON format within <answer></answer> tags using the following schema (Note that the thinking process should be within 250 words and give enough output space for final answer):
  "<answer>
  {
  "timestamp": "2025-04-19T06:44:30.524Z", // 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>
  