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": "2025-04-10T17:07:04.811Z", "action": "click", "action_argument": "search"}
  {"timestamp": "2025-04-10T17:08:02.346Z", "action": "input", "action_argument": "kindle"}
  {"timestamp": "2025-04-10T17:08:02.478Z", "action": "click", "action_argument": "suggested_term"}
  {"timestamp": "2025-04-10T17:08:09.252Z", "action": "click_product", "action_argument": "B0CFPJYX7P"}
  {"timestamp": "2025-04-11T18:58:26.008Z", "action": "click", "action_argument": "search"}
  {"timestamp": "2025-04-11T18:58:28.581Z", "action": "click", "action_argument": "search"}
  {"timestamp": "2025-04-11T18:58:38.042Z", "action": "click_product", "action_argument": "B0CFPJYX7P"}
  {"timestamp": "2025-04-11T19:20:31.865Z", "action": "click", "action_argument": "search"}
  {"timestamp": "2025-04-23T01:03:30.223Z", "action": "click", "action_argument": "search"}
  {"timestamp": "2025-04-23T01:03:40.093Z", "action": "click", "action_argument": "search"}
  {"timestamp": "2025-04-23T01:04:34.600Z", "action": "click_product", "action_argument": "B083C76GRS"}
  {"timestamp": "2025-04-23T01:05:19.119Z", "action": "purchase", "action_argument": "B083C76GRS"}
  {"timestamp": "2025-04-23T01:06:16.989Z", "action": "click", "action_argument": "search"}
  {"timestamp": "2025-04-23T01:07:28.555Z", "action": "click", "action_argument": "review"}
  {"timestamp": "2025-04-23T01:09:36.022Z", "action": "purchase", "action_argument": "1942148011"}
  {"timestamp": "2025-04-23T01:09:41.886Z", "action": "click", "action_argument": "cart_side_bar"}
  {"timestamp": "2025-04-23T01:09:55.403Z", "action": "click", "action_argument": "quantity"}
  {"timestamp": "2025-04-23T01:10:02.577Z", "action": "click", "action_argument": "cart_side_bar"}
  {"timestamp": "2025-04-23T01:10:08.141Z", "action": "purchase", "action_argument": "1942148011"}
  {"timestamp": "2025-04-24T02:36:38.226Z", "action": "click", "action_argument": "search"}
  {"timestamp": "2025-04-24T02:36:46.832Z", "action": "click", "action_argument": "search"}
  {"timestamp": "2025-04-24T02:37:15.269Z", "action": "input", "action_argument": "new commute speed space and chill"}
  <|memory_end|>
  
  <|action_start|>
  {"timestamp": "2025-05-01T15:25:39.717Z", "action": "click", "action_argument": "other"}
  {"timestamp": "2025-05-01T15:30:26.213Z", "action": "click", "action_argument": "nav_bar"}
  {"timestamp": "2025-05-01T15:30:30.549Z", "action": "click", "action_argument": "quantity"}
  {"timestamp": "2025-05-01T15:30:32.095Z", "action": "click", "action_argument": "quantity"}
  {"timestamp": "2025-05-01T15:30:33.702Z", "action": "click", "action_argument": "search"}
  {"timestamp": "2025-05-01T15:30:41.802Z", "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": "apple tag battery"}],
  "search_results": [{"title": "2032 Lithium Battery. 4 Count Pack. Child Safety Features. Compatible with Apple AirTag, Key Fob, and other devices. CR2032 Lithium 3V Cell. 2032 Battery, Lithium Coin Battery", "asin": "B009108SGS", "price": "$5.69", "delivery": " One-Day FREE delivery Tomorrow, May 2"},
  {"title": "2032 Lithium Battery, 9 Count (Pack of 1) Child Safety Features, Compatible with Apple AirTag, Key Fob, Tea Light Candles and Other Devices, CR2032 Battery, Lithium Coin Battery", "asin": "B0C15WJXL2", "price": "$11.24", "delivery": " Same-Day FREE delivery Today 2\u202fPM - 6\u202fPM on $25 of qualifying items"},
  {"title": "2032 Lithium Battery. 2 Count Pack. Child Safety Features. Compatible with Apple AirTag, Key Fob, and other devices. CR2032 Lithium 3V Cell. 2032 Battery, Lithium Coin Battery", "asin": "B07G7KRQQ5", "price": "$3.39", "delivery": " Same-Day FREE delivery Today 2\u202fPM - 6\u202fPM on $25 of qualifying items"},
  {"title": "2032 Lithium Battery. 8 Count Pack. Child Safety Features. Compatible with Apple AirTag, Key Fob, and other devices. CR2032 Battery Lithium Coin Battery. CR Lithium 3V Cell", "asin": "B098BQHB2G", "price": "$11.34", "delivery": " One-Day FREE delivery Tomorrow, May 2"},
  {"title": "2032 Lithium Battery. 6 Count Pack. Child Safety Features. Compatible with Apple AirTag, Key Fob, and other devices. CR2032 Battery Lithium Coin Battery. CR Lithium 3V Cell", "asin": "B0855FD9P2", "price": "$7.97", "delivery": " Same-Day FREE delivery Today 2\u202fPM - 6\u202fPM on $25 of qualifying items"},
  {"title": "2032 Batteries (10 Pack), 3V Lithium Coin Batteries", "asin": "B0CH1N7X5W", "price": "$12.96", "delivery": "FREE delivery May 15 - 25 for Prime members"},
  {"title": "CR2032 3V Lithium Battery (10pcs), Compatible with AirTag, Key Fobs, Smart Sensors, Scales, Candles and More", "asin": "B098ZW4GDY", "price": "$5.89", "delivery": " Same-Day FREE delivery Today 2\u202fPM - 6\u202fPM on $25 of qualifying items"},
  {"title": "CR2032 3V Lithium Battery(10-Pack)", "asin": "B071D4DKTZ", "price": "$5.99", "delivery": " Same-Day FREE delivery Today 2\u202fPM - 6\u202fPM on $25 of qualifying items"},
  {"title": "2032 Battery Compatible with Apple AirTag CR2032 Lithium 3V Coin Battery for Child Safety, Suitable for Key Fobs, Smart Sensors, Scales, Candles and More 12pcs", "asin": "B0DHL1XGZY", "price": "$4.99", "delivery": " Same-Day FREE delivery Today 2\u202fPM - 6\u202fPM on $25 of qualifying items"},
  {"title": "High Capacity CR2032 Battery 12 Pack - CR2032 Lithium 3V Coin Battery Replacement for Apple Airtag Key Fob Remote Controller LED Candles Glucometer", "asin": "B0C7QT3QK7", "price": "$5.58", "delivery": " Same-Day FREE delivery Today 2\u202fPM - 6\u202fPM on $25 of qualifying items"},
  {"title": "15 Pack CR2032 Batteries - [Extended Life] Airtag Battery 220mAh 3 Volt Lithium Replacement Airbag 3v C2032 Watch Battery Coin Round Button Cell - Key FOB - Child Resistant | 5 Year Guarantee", "asin": "B01LY8TNRS", "price": "$9.99", "delivery": " One-Day FREE delivery Tomorrow, May 2 Or FREE delivery Overnight 4\u202fAM - 8\u202fAM on $25 of qualifying items"},
  {"title": "2032 Lithium Battery, 10 Count (Pack of 2). Child Safety Features. Compatible with Apple AirTag, Key Fob, and Other Devices. CR2032 Lithium 3V Cell. 2032 Battery, Lithium Coin Battery", "asin": "B0D366T8MT", "price": "$13.89", "delivery": " Same-Day Delivery Today 2\u202fPM - 6\u202fPM"},
  {"title": "AirTag Battery Kit, Size CR2032 with Bitterant Coating-Removing Wipe, Apple-Approved OEM Replacement for AirTag", "asin": "B0BQVSN9XQ", "price": "$6.99", "delivery": " One-Day FREE delivery Tomorrow, May 2 Or FREE delivery Overnight 4\u202fAM - 8\u202fAM on $25 of qualifying items"},
  {"title": "CR2032 Battery 3V Lithium Batteries 5 Count Pack CR2032 Batteries - CR 2032 Coin Cell Batteries for AirTag, Key Fob, Remotes- 10 Years Shelf Life", "asin": "B0CB3N8VWZ", "price": "$4.59", "delivery": " Same-Day FREE delivery Today 2\u202fPM - 6\u202fPM on $25 of qualifying items"},
  {"title": "2Pack CR2032 Battery Replacement for AirTag, Original OEM Battery fits AirTag Cover Shell,Long Lifetime and Long Expiry Day, Airtags Accessories", "asin": "B0CZ33LJ55", "price": "$9.94", "delivery": " One-Day FREE delivery Tomorrow, May 2 Or FREE delivery Overnight 4\u202fAM - 8\u202fAM on $25 of qualifying items"},
  {"title": "AirTag 10-Year Battery Case - TimeCapsule - Over 14x More Capacity Than CR2032 | IP69 Waterproof, Uses AA Batteries, Patented", "asin": "B0D1LH7ZCT", "price": "$44.99", "delivery": " Same-Day FREE delivery Today 2\u202fPM - 6\u202fPM"},
  {"title": "AirTag Replacement Batteries (No Bitter Coating, Perfectly Fits Apple AirTag) CR2032 OEM Battery 3V (Pack of 4)", "asin": "B0F3GSD1WZ", "price": "$14.99", "delivery": " One-Day FREE delivery Tomorrow, May 2 Or FREE delivery Overnight 4\u202fAM - 8\u202fAM on $25 of qualifying items"},
  {"title": "2032 Lithium Battery. 4 Count 3 Pack. Child Safety Features. Compatible with Apple AirTag, Key Fob, and Other Devices. CR2032 Lithium 3V Cell. Bonus! Sack to Keep Extra Batteries", "asin": "B0DCPNRVVZ", "price": "$16.99", "delivery": " One-Day FREE delivery Tomorrow, May 2 Or FREE delivery Overnight 4\u202fAM - 8\u202fAM on $25 of qualifying items"},
  {"title": "CR2032 Lithium 3V Airtag Battery Replacement - Perfect Battery for Apple Airtags Replacement (1 pcs)", "asin": "B0CWPK5CLF", "price": "$6.89", "delivery": " One-Day FREE delivery Tomorrow, May 2 Or FREE delivery Overnight 4\u202fAM - 8\u202fAM on $25 of qualifying items"},
  {"title": "TagPopper Battery Cover Removal and Reassembly Tool for Apple AirTag \u2013 Precision Grip, Twist Off Opener, Durable CR2032 Battery Tool, Easy Battery Replacement, Accessory for AirTag (Patent Pending)", "asin": "B0D9QZ41QK", "price": "$19.99", "delivery": " One-Day FREE delivery Tomorrow, May 2 Or FREE delivery Overnight 4\u202fAM - 8\u202fAM on $25 of qualifying items"},
  {"title": "2032 Lithium Battery. 12 Count 2 Pack. Child Safety Features. Compatible with Apple AirTag, Key Fob, and Other Devices. CR2032 Lithium 3V Cell.", "asin": "B0DFNN3P29", "price": "$27.01", "delivery": "FREE delivery May 7 - 9"},
  {"title": "AirTag Battery Replacement Kit with Coating-Removing Wipe, Size CR2032, Original OEM Replacement Battery for Apple AirTags (4-Pack)", "asin": "B0DJCNFZ3G", "price": "$8.99", "delivery": " One-Day FREE delivery Tomorrow, May 2"},
  {"title": "CR2032 Lithium 3V Coin Battery \u2013 5 Pack CR 2032 Batteries for Apple Air Tag Battery Key Fob Garage Door Opener Sensor Home Kitchen Scales Blood Glucose Meter Monitor Airtag Replacement", "asin": "B0BR5FWF8B", "price": "$4.59", "delivery": " One-Day FREE delivery Tomorrow, May 2"},
  {"title": "CR2032 Batteries, 100 Pack, CR2032 3v Lithium Battery, Key Fob Battery CR2032, CR2032 Battery for Car Remote Key, Compatible Apple Airtag Battery Replacement", "asin": "B0CM9BPY1S", "price": "$18.99", "delivery": " One-Day FREE delivery Tomorrow, May 2"},
  {"title": "2 Pack Original OEM Battery Replacement for AirTag, CR2032 Battery Fits AirTag Cover Shell", "asin": "B0CZ8VGHVZ", "price": "$9.99", "delivery": " Two-Day FREE delivery Sat, May 3"},
  {"title": "CR2032 3V Lithium Battery(20pcs)-Coin & Button Cell for Apple Airtag/Car Remote/Key Fobs/Glucose Monitor/Candles/Watches/Scales/Doorbell/Intelligent Sensors/3Volt 2032 Battery Replacement", "asin": "B0CPSQ294L", "price": "$6.77", "delivery": "FREE delivery Mon, May 5"},
  {"title": "CR2032 Batteries 3V Lithium Cell - 10Pcs 3 Volt CR 2032 Coin Button Lithium Battery Replacement for Apple Airtag Car Key Fob Remote Control LED Light Candles Glucose Monitor Doorbell Air Tag", "asin": "B0BR5XP87K", "price": "$5.99", "delivery": " One-Day FREE delivery Tomorrow, May 2"},
  {"title": "25 Pack CR2032 Lithium 3v Battery, 3 Volt Button Cell Coin 2032 Batteries for Airtag, Key Fob, Car Remote Key", "asin": "B0CQXGW3KL", "price": "$7.59", "delivery": " One-Day FREE delivery Tomorrow, May 2 Or FREE delivery Overnight 4\u202fAM - 8\u202fAM on $25 of qualifying items"},
  {"title": "Lir2032 Rechargeable Battery Replace Cr2032 Batteries for Airtag Key Fob Battery with Button Battery Charger 8 Pack- 3.6V Lithium Ion Coin Cell", "asin": "B0C2BQHVSP", "price": "$19.99", "delivery": " One-Day FREE delivery Tomorrow, May 2 Or FREE delivery Overnight 4\u202fAM - 8\u202fAM on $25 of qualifying items"},
  {"title": "Smart Air Tags 2025, Key Finder Works for Apple Find My (iOS Only),Bluetooth Luggage Tracker, ltem Locator for Key,Wallet, Backpack,Suitcase, Bag, Season Birthday Gift Choice (1 Pack, Black)", "asin": "B0F2HG9LBZ", "price": "$9.99", "delivery": " Two-Day FREE delivery Sat, May 3 Only 12 left in stock - order soon."},
  {"title": "Airtag Battery Replacement,Airtag Holder Air Tag Case with Keychain 4 Pack,with 4 Count CR2032 Lithium Battery,Anti-Scratch Airtags Key Chain for Apple Air Tags (Black/Black/Black/Black)", "asin": "B0DMP29QT4", "price": "$17.99", "delivery": " One-Day FREE delivery Tomorrow, May 2"},
  {"title": "Replacement Battery for Apple AirTag", "asin": "B093CZV8LJ", "delivery": ""},
  {"title": "Compatible with iPhone 13/13Mini - QianLi Tag-on Battery Flex for iCopy/Apollo/Copy Power", "asin": "B0B7N7KPFP", "price": "$28.99", "delivery": "$12.99 delivery May 13 - 20 Or fastest delivery May 7 - 9 Only 9 left in stock - order soon."},
  {"title": "Apple AirTag Holder - 4 Pack [Fit Tightly Design] [Easy to Install] [Hold Air Tag Securely] Waterproof TPU Shell Protective Case with 304 Stainless Steel Keychain Key Ring", "asin": "B0BS9FWY6H", "price": "$21.99", "delivery": " Same-Day FREE delivery Today 2\u202fPM - 6\u202fPM on $25 of qualifying items"},
  {"title": "Replacement Battery Tag-On Flex Cable Compatible for iPhone 13 Pro / 13 Pro Max / 14 Pro / 14 Pro Max (AmpSentrix)", "asin": "B0CCGVQSZQ", "delivery": ""},
  {"title": "Replacement Battery Tag-On Flex Cable Compatible for iPhone 11 (AmpSentrix)", "asin": "B0CCGY9W64", "delivery": ""},
  {"title": "Replacement Battery Tag-On Flex Cable Compatible for iPhone 13/13 Mini (AmpSentrix)", "asin": "B0CCGW2N61", "delivery": ""},
  {"title": "Replacement Battery Tag-On Flex Cable Compatible for iPhone 11 Pro / 11 Pro Max (AmpSentrix)", "asin": "B0CCGWZF2W", "delivery": ""},
  {"title": "Replacement Battery Tag-On Flex Cable Compatible for iPhone 12/12 Mini / 12 Pro (AmpSentrix)", "asin": "B0CCGM2D68", "delivery": ""},
  {"title": "Smart Air Tags 2025 for Apple Find My, Bluetooth Tracker for Keys, Luggage, Wallet, iOS Key Finder, Waterproof Item Locator, 5 Pack Macaron Birthday Gifts", "asin": "B0F2HHCW6P", "price": "$39.99", "delivery": " Two-Day FREE delivery Sat, May 3"},
  {"title": "Airtag Holder Air Tag Case with Keychain,with 4 Count CR2032 Lithium Airtag Battery Replacement,Anti-Scratch Airtags Key Chain for Apple Air Tags,Airtag Accessories for GPS Item Finder Tracker", "asin": "B0DR8HD8L4", "price": "$15.99", "delivery": " One-Day FREE delivery Tomorrow, May 2"},
  {"title": "Replacement Battery Tag-On Flex Cable Compatible for iPhone 12 Pro Max (AmpSentrix)", "asin": "B0CCGZGBW1", "delivery": ""},
  {"title": "Air Tracker Tag 2 Packs, White Wallet Tracker Works with Find My App (iOS Only), Replaceable Battery,", "asin": "B0DYF2QDYM", "price": "$17.99", "delivery": " One-Day FREE delivery Tomorrow, May 2 Only 20 left in stock - order soon."},
  {"title": "for Apple AirTag Holder, Airtag Lock Case with Wire Cable, IPX8 Waterproof, for Luggage, Key Ring Key Chain Luggage tag Backpack (4 Pack-Black)", "asin": "B0DHBW1CHH", "price": "$12.79", "delivery": " One-Day FREE delivery Tomorrow, May 2"}]
  <|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": "2025-05-01T15:58:25.911Z", // 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": "2025-04-10T17:07:04.811Z", "action": "click", "action_argument": "search"}
  {"timestamp": "2025-04-10T17:08:02.346Z", "action": "input", "action_argument": "kindle"}
  {"timestamp": "2025-04-10T17:08:02.478Z", "action": "click", "action_argument": "suggested_term"}
  {"timestamp": "2025-04-10T17:08:09.252Z", "action": "click_product", "action_argument": "B0CFPJYX7P"}
  {"timestamp": "2025-04-11T18:58:26.008Z", "action": "click", "action_argument": "search"}
  {"timestamp": "2025-04-11T18:58:28.581Z", "action": "click", "action_argument": "search"}
  {"timestamp": "2025-04-11T18:58:38.042Z", "action": "click_product", "action_argument": "B0CFPJYX7P"}
  {"timestamp": "2025-04-11T19:20:31.865Z", "action": "click", "action_argument": "search"}
  {"timestamp": "2025-04-23T01:03:30.223Z", "action": "click", "action_argument": "search"}
  {"timestamp": "2025-04-23T01:03:40.093Z", "action": "click", "action_argument": "search"}
  {"timestamp": "2025-04-23T01:04:34.600Z", "action": "click_product", "action_argument": "B083C76GRS"}
  {"timestamp": "2025-04-23T01:05:19.119Z", "action": "purchase", "action_argument": "B083C76GRS"}
  {"timestamp": "2025-04-23T01:06:16.989Z", "action": "click", "action_argument": "search"}
  {"timestamp": "2025-04-23T01:07:28.555Z", "action": "click", "action_argument": "review"}
  {"timestamp": "2025-04-23T01:09:36.022Z", "action": "purchase", "action_argument": "1942148011"}
  {"timestamp": "2025-04-23T01:09:41.886Z", "action": "click", "action_argument": "cart_side_bar"}
  {"timestamp": "2025-04-23T01:09:55.403Z", "action": "click", "action_argument": "quantity"}
  {"timestamp": "2025-04-23T01:10:02.577Z", "action": "click", "action_argument": "cart_side_bar"}
  {"timestamp": "2025-04-23T01:10:08.141Z", "action": "purchase", "action_argument": "1942148011"}
  {"timestamp": "2025-04-24T02:36:38.226Z", "action": "click", "action_argument": "search"}
  {"timestamp": "2025-04-24T02:36:46.832Z", "action": "click", "action_argument": "search"}
  {"timestamp": "2025-04-24T02:37:15.269Z", "action": "input", "action_argument": "new commute speed space and chill"}
  <|memory_end|>
  
  <|action_start|>
  {"timestamp": "2025-05-01T15:25:39.717Z", "action": "click", "action_argument": "other"}
  {"timestamp": "2025-05-01T15:30:26.213Z", "action": "click", "action_argument": "nav_bar"}
  {"timestamp": "2025-05-01T15:30:30.549Z", "action": "click", "action_argument": "quantity"}
  {"timestamp": "2025-05-01T15:30:32.095Z", "action": "click", "action_argument": "quantity"}
  {"timestamp": "2025-05-01T15:30:33.702Z", "action": "click", "action_argument": "search"}
  {"timestamp": "2025-05-01T15:30:41.802Z", "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": "apple tag battery"}],
  "search_results": [{"title": "2032 Lithium Battery. 4 Count Pack. Child Safety Features. Compatible with Apple AirTag, Key Fob, and other devices. CR2032 Lithium 3V Cell. 2032 Battery, Lithium Coin Battery", "asin": "B009108SGS", "price": "$5.69", "delivery": " One-Day FREE delivery Tomorrow, May 2"},
  {"title": "2032 Lithium Battery, 9 Count (Pack of 1) Child Safety Features, Compatible with Apple AirTag, Key Fob, Tea Light Candles and Other Devices, CR2032 Battery, Lithium Coin Battery", "asin": "B0C15WJXL2", "price": "$11.24", "delivery": " Same-Day FREE delivery Today 2\u202fPM - 6\u202fPM on $25 of qualifying items"},
  {"title": "2032 Lithium Battery. 2 Count Pack. Child Safety Features. Compatible with Apple AirTag, Key Fob, and other devices. CR2032 Lithium 3V Cell. 2032 Battery, Lithium Coin Battery", "asin": "B07G7KRQQ5", "price": "$3.39", "delivery": " Same-Day FREE delivery Today 2\u202fPM - 6\u202fPM on $25 of qualifying items"},
  {"title": "2032 Lithium Battery. 8 Count Pack. Child Safety Features. Compatible with Apple AirTag, Key Fob, and other devices. CR2032 Battery Lithium Coin Battery. CR Lithium 3V Cell", "asin": "B098BQHB2G", "price": "$11.34", "delivery": " One-Day FREE delivery Tomorrow, May 2"},
  {"title": "2032 Lithium Battery. 6 Count Pack. Child Safety Features. Compatible with Apple AirTag, Key Fob, and other devices. CR2032 Battery Lithium Coin Battery. CR Lithium 3V Cell", "asin": "B0855FD9P2", "price": "$7.97", "delivery": " Same-Day FREE delivery Today 2\u202fPM - 6\u202fPM on $25 of qualifying items"},
  {"title": "2032 Batteries (10 Pack), 3V Lithium Coin Batteries", "asin": "B0CH1N7X5W", "price": "$12.96", "delivery": "FREE delivery May 15 - 25 for Prime members"},
  {"title": "CR2032 3V Lithium Battery (10pcs), Compatible with AirTag, Key Fobs, Smart Sensors, Scales, Candles and More", "asin": "B098ZW4GDY", "price": "$5.89", "delivery": " Same-Day FREE delivery Today 2\u202fPM - 6\u202fPM on $25 of qualifying items"},
  {"title": "CR2032 3V Lithium Battery(10-Pack)", "asin": "B071D4DKTZ", "price": "$5.99", "delivery": " Same-Day FREE delivery Today 2\u202fPM - 6\u202fPM on $25 of qualifying items"},
  {"title": "2032 Battery Compatible with Apple AirTag CR2032 Lithium 3V Coin Battery for Child Safety, Suitable for Key Fobs, Smart Sensors, Scales, Candles and More 12pcs", "asin": "B0DHL1XGZY", "price": "$4.99", "delivery": " Same-Day FREE delivery Today 2\u202fPM - 6\u202fPM on $25 of qualifying items"},
  {"title": "High Capacity CR2032 Battery 12 Pack - CR2032 Lithium 3V Coin Battery Replacement for Apple Airtag Key Fob Remote Controller LED Candles Glucometer", "asin": "B0C7QT3QK7", "price": "$5.58", "delivery": " Same-Day FREE delivery Today 2\u202fPM - 6\u202fPM on $25 of qualifying items"},
  {"title": "15 Pack CR2032 Batteries - [Extended Life] Airtag Battery 220mAh 3 Volt Lithium Replacement Airbag 3v C2032 Watch Battery Coin Round Button Cell - Key FOB - Child Resistant | 5 Year Guarantee", "asin": "B01LY8TNRS", "price": "$9.99", "delivery": " One-Day FREE delivery Tomorrow, May 2 Or FREE delivery Overnight 4\u202fAM - 8\u202fAM on $25 of qualifying items"},
  {"title": "2032 Lithium Battery, 10 Count (Pack of 2). Child Safety Features. Compatible with Apple AirTag, Key Fob, and Other Devices. CR2032 Lithium 3V Cell. 2032 Battery, Lithium Coin Battery", "asin": "B0D366T8MT", "price": "$13.89", "delivery": " Same-Day Delivery Today 2\u202fPM - 6\u202fPM"},
  {"title": "AirTag Battery Kit, Size CR2032 with Bitterant Coating-Removing Wipe, Apple-Approved OEM Replacement for AirTag", "asin": "B0BQVSN9XQ", "price": "$6.99", "delivery": " One-Day FREE delivery Tomorrow, May 2 Or FREE delivery Overnight 4\u202fAM - 8\u202fAM on $25 of qualifying items"},
  {"title": "CR2032 Battery 3V Lithium Batteries 5 Count Pack CR2032 Batteries - CR 2032 Coin Cell Batteries for AirTag, Key Fob, Remotes- 10 Years Shelf Life", "asin": "B0CB3N8VWZ", "price": "$4.59", "delivery": " Same-Day FREE delivery Today 2\u202fPM - 6\u202fPM on $25 of qualifying items"},
  {"title": "2Pack CR2032 Battery Replacement for AirTag, Original OEM Battery fits AirTag Cover Shell,Long Lifetime and Long Expiry Day, Airtags Accessories", "asin": "B0CZ33LJ55", "price": "$9.94", "delivery": " One-Day FREE delivery Tomorrow, May 2 Or FREE delivery Overnight 4\u202fAM - 8\u202fAM on $25 of qualifying items"},
  {"title": "AirTag 10-Year Battery Case - TimeCapsule - Over 14x More Capacity Than CR2032 | IP69 Waterproof, Uses AA Batteries, Patented", "asin": "B0D1LH7ZCT", "price": "$44.99", "delivery": " Same-Day FREE delivery Today 2\u202fPM - 6\u202fPM"},
  {"title": "AirTag Replacement Batteries (No Bitter Coating, Perfectly Fits Apple AirTag) CR2032 OEM Battery 3V (Pack of 4)", "asin": "B0F3GSD1WZ", "price": "$14.99", "delivery": " One-Day FREE delivery Tomorrow, May 2 Or FREE delivery Overnight 4\u202fAM - 8\u202fAM on $25 of qualifying items"},
  {"title": "2032 Lithium Battery. 4 Count 3 Pack. Child Safety Features. Compatible with Apple AirTag, Key Fob, and Other Devices. CR2032 Lithium 3V Cell. Bonus! Sack to Keep Extra Batteries", "asin": "B0DCPNRVVZ", "price": "$16.99", "delivery": " One-Day FREE delivery Tomorrow, May 2 Or FREE delivery Overnight 4\u202fAM - 8\u202fAM on $25 of qualifying items"},
  {"title": "CR2032 Lithium 3V Airtag Battery Replacement - Perfect Battery for Apple Airtags Replacement (1 pcs)", "asin": "B0CWPK5CLF", "price": "$6.89", "delivery": " One-Day FREE delivery Tomorrow, May 2 Or FREE delivery Overnight 4\u202fAM - 8\u202fAM on $25 of qualifying items"},
  {"title": "TagPopper Battery Cover Removal and Reassembly Tool for Apple AirTag \u2013 Precision Grip, Twist Off Opener, Durable CR2032 Battery Tool, Easy Battery Replacement, Accessory for AirTag (Patent Pending)", "asin": "B0D9QZ41QK", "price": "$19.99", "delivery": " One-Day FREE delivery Tomorrow, May 2 Or FREE delivery Overnight 4\u202fAM - 8\u202fAM on $25 of qualifying items"},
  {"title": "2032 Lithium Battery. 12 Count 2 Pack. Child Safety Features. Compatible with Apple AirTag, Key Fob, and Other Devices. CR2032 Lithium 3V Cell.", "asin": "B0DFNN3P29", "price": "$27.01", "delivery": "FREE delivery May 7 - 9"},
  {"title": "AirTag Battery Replacement Kit with Coating-Removing Wipe, Size CR2032, Original OEM Replacement Battery for Apple AirTags (4-Pack)", "asin": "B0DJCNFZ3G", "price": "$8.99", "delivery": " One-Day FREE delivery Tomorrow, May 2"},
  {"title": "CR2032 Lithium 3V Coin Battery \u2013 5 Pack CR 2032 Batteries for Apple Air Tag Battery Key Fob Garage Door Opener Sensor Home Kitchen Scales Blood Glucose Meter Monitor Airtag Replacement", "asin": "B0BR5FWF8B", "price": "$4.59", "delivery": " One-Day FREE delivery Tomorrow, May 2"},
  {"title": "CR2032 Batteries, 100 Pack, CR2032 3v Lithium Battery, Key Fob Battery CR2032, CR2032 Battery for Car Remote Key, Compatible Apple Airtag Battery Replacement", "asin": "B0CM9BPY1S", "price": "$18.99", "delivery": " One-Day FREE delivery Tomorrow, May 2"},
  {"title": "2 Pack Original OEM Battery Replacement for AirTag, CR2032 Battery Fits AirTag Cover Shell", "asin": "B0CZ8VGHVZ", "price": "$9.99", "delivery": " Two-Day FREE delivery Sat, May 3"},
  {"title": "CR2032 3V Lithium Battery(20pcs)-Coin & Button Cell for Apple Airtag/Car Remote/Key Fobs/Glucose Monitor/Candles/Watches/Scales/Doorbell/Intelligent Sensors/3Volt 2032 Battery Replacement", "asin": "B0CPSQ294L", "price": "$6.77", "delivery": "FREE delivery Mon, May 5"},
  {"title": "CR2032 Batteries 3V Lithium Cell - 10Pcs 3 Volt CR 2032 Coin Button Lithium Battery Replacement for Apple Airtag Car Key Fob Remote Control LED Light Candles Glucose Monitor Doorbell Air Tag", "asin": "B0BR5XP87K", "price": "$5.99", "delivery": " One-Day FREE delivery Tomorrow, May 2"},
  {"title": "25 Pack CR2032 Lithium 3v Battery, 3 Volt Button Cell Coin 2032 Batteries for Airtag, Key Fob, Car Remote Key", "asin": "B0CQXGW3KL", "price": "$7.59", "delivery": " One-Day FREE delivery Tomorrow, May 2 Or FREE delivery Overnight 4\u202fAM - 8\u202fAM on $25 of qualifying items"},
  {"title": "Lir2032 Rechargeable Battery Replace Cr2032 Batteries for Airtag Key Fob Battery with Button Battery Charger 8 Pack- 3.6V Lithium Ion Coin Cell", "asin": "B0C2BQHVSP", "price": "$19.99", "delivery": " One-Day FREE delivery Tomorrow, May 2 Or FREE delivery Overnight 4\u202fAM - 8\u202fAM on $25 of qualifying items"},
  {"title": "Smart Air Tags 2025, Key Finder Works for Apple Find My (iOS Only),Bluetooth Luggage Tracker, ltem Locator for Key,Wallet, Backpack,Suitcase, Bag, Season Birthday Gift Choice (1 Pack, Black)", "asin": "B0F2HG9LBZ", "price": "$9.99", "delivery": " Two-Day FREE delivery Sat, May 3 Only 12 left in stock - order soon."},
  {"title": "Airtag Battery Replacement,Airtag Holder Air Tag Case with Keychain 4 Pack,with 4 Count CR2032 Lithium Battery,Anti-Scratch Airtags Key Chain for Apple Air Tags (Black/Black/Black/Black)", "asin": "B0DMP29QT4", "price": "$17.99", "delivery": " One-Day FREE delivery Tomorrow, May 2"},
  {"title": "Replacement Battery for Apple AirTag", "asin": "B093CZV8LJ", "delivery": ""},
  {"title": "Compatible with iPhone 13/13Mini - QianLi Tag-on Battery Flex for iCopy/Apollo/Copy Power", "asin": "B0B7N7KPFP", "price": "$28.99", "delivery": "$12.99 delivery May 13 - 20 Or fastest delivery May 7 - 9 Only 9 left in stock - order soon."},
  {"title": "Apple AirTag Holder - 4 Pack [Fit Tightly Design] [Easy to Install] [Hold Air Tag Securely] Waterproof TPU Shell Protective Case with 304 Stainless Steel Keychain Key Ring", "asin": "B0BS9FWY6H", "price": "$21.99", "delivery": " Same-Day FREE delivery Today 2\u202fPM - 6\u202fPM on $25 of qualifying items"},
  {"title": "Replacement Battery Tag-On Flex Cable Compatible for iPhone 13 Pro / 13 Pro Max / 14 Pro / 14 Pro Max (AmpSentrix)", "asin": "B0CCGVQSZQ", "delivery": ""},
  {"title": "Replacement Battery Tag-On Flex Cable Compatible for iPhone 11 (AmpSentrix)", "asin": "B0CCGY9W64", "delivery": ""},
  {"title": "Replacement Battery Tag-On Flex Cable Compatible for iPhone 13/13 Mini (AmpSentrix)", "asin": "B0CCGW2N61", "delivery": ""},
  {"title": "Replacement Battery Tag-On Flex Cable Compatible for iPhone 11 Pro / 11 Pro Max (AmpSentrix)", "asin": "B0CCGWZF2W", "delivery": ""},
  {"title": "Replacement Battery Tag-On Flex Cable Compatible for iPhone 12/12 Mini / 12 Pro (AmpSentrix)", "asin": "B0CCGM2D68", "delivery": ""},
  {"title": "Smart Air Tags 2025 for Apple Find My, Bluetooth Tracker for Keys, Luggage, Wallet, iOS Key Finder, Waterproof Item Locator, 5 Pack Macaron Birthday Gifts", "asin": "B0F2HHCW6P", "price": "$39.99", "delivery": " Two-Day FREE delivery Sat, May 3"},
  {"title": "Airtag Holder Air Tag Case with Keychain,with 4 Count CR2032 Lithium Airtag Battery Replacement,Anti-Scratch Airtags Key Chain for Apple Air Tags,Airtag Accessories for GPS Item Finder Tracker", "asin": "B0DR8HD8L4", "price": "$15.99", "delivery": " One-Day FREE delivery Tomorrow, May 2"},
  {"title": "Replacement Battery Tag-On Flex Cable Compatible for iPhone 12 Pro Max (AmpSentrix)", "asin": "B0CCGZGBW1", "delivery": ""},
  {"title": "Air Tracker Tag 2 Packs, White Wallet Tracker Works with Find My App (iOS Only), Replaceable Battery,", "asin": "B0DYF2QDYM", "price": "$17.99", "delivery": " One-Day FREE delivery Tomorrow, May 2 Only 20 left in stock - order soon."},
  {"title": "for Apple AirTag Holder, Airtag Lock Case with Wire Cable, IPX8 Waterproof, for Luggage, Key Ring Key Chain Luggage tag Backpack (4 Pack-Black)", "asin": "B0DHBW1CHH", "price": "$12.79", "delivery": " One-Day FREE delivery Tomorrow, May 2"}]
  <|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": "2025-05-01T15:58:25.911Z", // 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": "2025-04-10T17:07:04.811Z", "action": "click", "action_argument": "search"}
  {"timestamp": "2025-04-10T17:08:02.346Z", "action": "input", "action_argument": "kindle"}
  {"timestamp": "2025-04-10T17:08:02.478Z", "action": "click", "action_argument": "suggested_term"}
  {"timestamp": "2025-04-10T17:08:09.252Z", "action": "click_product", "action_argument": "B0CFPJYX7P"}
  {"timestamp": "2025-04-11T18:58:26.008Z", "action": "click", "action_argument": "search"}
  {"timestamp": "2025-04-11T18:58:28.581Z", "action": "click", "action_argument": "search"}
  {"timestamp": "2025-04-11T18:58:38.042Z", "action": "click_product", "action_argument": "B0CFPJYX7P"}
  {"timestamp": "2025-04-11T19:20:31.865Z", "action": "click", "action_argument": "search"}
  {"timestamp": "2025-04-23T01:03:30.223Z", "action": "click", "action_argument": "search"}
  {"timestamp": "2025-04-23T01:03:40.093Z", "action": "click", "action_argument": "search"}
  {"timestamp": "2025-04-23T01:04:34.600Z", "action": "click_product", "action_argument": "B083C76GRS"}
  {"timestamp": "2025-04-23T01:05:19.119Z", "action": "purchase", "action_argument": "B083C76GRS"}
  {"timestamp": "2025-04-23T01:06:16.989Z", "action": "click", "action_argument": "search"}
  {"timestamp": "2025-04-23T01:07:28.555Z", "action": "click", "action_argument": "review"}
  {"timestamp": "2025-04-23T01:09:36.022Z", "action": "purchase", "action_argument": "1942148011"}
  {"timestamp": "2025-04-23T01:09:41.886Z", "action": "click", "action_argument": "cart_side_bar"}
  {"timestamp": "2025-04-23T01:09:55.403Z", "action": "click", "action_argument": "quantity"}
  {"timestamp": "2025-04-23T01:10:02.577Z", "action": "click", "action_argument": "cart_side_bar"}
  {"timestamp": "2025-04-23T01:10:08.141Z", "action": "purchase", "action_argument": "1942148011"}
  {"timestamp": "2025-04-24T02:36:38.226Z", "action": "click", "action_argument": "search"}
  {"timestamp": "2025-04-24T02:36:46.832Z", "action": "click", "action_argument": "search"}
  {"timestamp": "2025-04-24T02:37:15.269Z", "action": "input", "action_argument": "new commute speed space and chill"}
  <|memory_end|>
  
  <|action_start|>
  {"timestamp": "2025-05-01T15:25:39.717Z", "action": "click", "action_argument": "other"}
  {"timestamp": "2025-05-01T15:30:26.213Z", "action": "click", "action_argument": "nav_bar"}
  {"timestamp": "2025-05-01T15:30:30.549Z", "action": "click", "action_argument": "quantity"}
  {"timestamp": "2025-05-01T15:30:32.095Z", "action": "click", "action_argument": "quantity"}
  {"timestamp": "2025-05-01T15:30:33.702Z", "action": "click", "action_argument": "search"}
  {"timestamp": "2025-05-01T15:30:41.802Z", "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": "apple tag battery"}],
  "search_results": [{"title": "2032 Lithium Battery. 4 Count Pack. Child Safety Features. Compatible with Apple AirTag, Key Fob, and other devices. CR2032 Lithium 3V Cell. 2032 Battery, Lithium Coin Battery", "asin": "B009108SGS", "price": "$5.69", "delivery": " One-Day FREE delivery Tomorrow, May 2"},
  {"title": "2032 Lithium Battery, 9 Count (Pack of 1) Child Safety Features, Compatible with Apple AirTag, Key Fob, Tea Light Candles and Other Devices, CR2032 Battery, Lithium Coin Battery", "asin": "B0C15WJXL2", "price": "$11.24", "delivery": " Same-Day FREE delivery Today 2\u202fPM - 6\u202fPM on $25 of qualifying items"},
  {"title": "2032 Lithium Battery. 2 Count Pack. Child Safety Features. Compatible with Apple AirTag, Key Fob, and other devices. CR2032 Lithium 3V Cell. 2032 Battery, Lithium Coin Battery", "asin": "B07G7KRQQ5", "price": "$3.39", "delivery": " Same-Day FREE delivery Today 2\u202fPM - 6\u202fPM on $25 of qualifying items"},
  {"title": "2032 Lithium Battery. 8 Count Pack. Child Safety Features. Compatible with Apple AirTag, Key Fob, and other devices. CR2032 Battery Lithium Coin Battery. CR Lithium 3V Cell", "asin": "B098BQHB2G", "price": "$11.34", "delivery": " One-Day FREE delivery Tomorrow, May 2"},
  {"title": "2032 Lithium Battery. 6 Count Pack. Child Safety Features. Compatible with Apple AirTag, Key Fob, and other devices. CR2032 Battery Lithium Coin Battery. CR Lithium 3V Cell", "asin": "B0855FD9P2", "price": "$7.97", "delivery": " Same-Day FREE delivery Today 2\u202fPM - 6\u202fPM on $25 of qualifying items"},
  {"title": "2032 Batteries (10 Pack), 3V Lithium Coin Batteries", "asin": "B0CH1N7X5W", "price": "$12.96", "delivery": "FREE delivery May 15 - 25 for Prime members"},
  {"title": "CR2032 3V Lithium Battery (10pcs), Compatible with AirTag, Key Fobs, Smart Sensors, Scales, Candles and More", "asin": "B098ZW4GDY", "price": "$5.89", "delivery": " Same-Day FREE delivery Today 2\u202fPM - 6\u202fPM on $25 of qualifying items"},
  {"title": "CR2032 3V Lithium Battery(10-Pack)", "asin": "B071D4DKTZ", "price": "$5.99", "delivery": " Same-Day FREE delivery Today 2\u202fPM - 6\u202fPM on $25 of qualifying items"},
  {"title": "2032 Battery Compatible with Apple AirTag CR2032 Lithium 3V Coin Battery for Child Safety, Suitable for Key Fobs, Smart Sensors, Scales, Candles and More 12pcs", "asin": "B0DHL1XGZY", "price": "$4.99", "delivery": " Same-Day FREE delivery Today 2\u202fPM - 6\u202fPM on $25 of qualifying items"},
  {"title": "High Capacity CR2032 Battery 12 Pack - CR2032 Lithium 3V Coin Battery Replacement for Apple Airtag Key Fob Remote Controller LED Candles Glucometer", "asin": "B0C7QT3QK7", "price": "$5.58", "delivery": " Same-Day FREE delivery Today 2\u202fPM - 6\u202fPM on $25 of qualifying items"},
  {"title": "15 Pack CR2032 Batteries - [Extended Life] Airtag Battery 220mAh 3 Volt Lithium Replacement Airbag 3v C2032 Watch Battery Coin Round Button Cell - Key FOB - Child Resistant | 5 Year Guarantee", "asin": "B01LY8TNRS", "price": "$9.99", "delivery": " One-Day FREE delivery Tomorrow, May 2 Or FREE delivery Overnight 4\u202fAM - 8\u202fAM on $25 of qualifying items"},
  {"title": "2032 Lithium Battery, 10 Count (Pack of 2). Child Safety Features. Compatible with Apple AirTag, Key Fob, and Other Devices. CR2032 Lithium 3V Cell. 2032 Battery, Lithium Coin Battery", "asin": "B0D366T8MT", "price": "$13.89", "delivery": " Same-Day Delivery Today 2\u202fPM - 6\u202fPM"},
  {"title": "AirTag Battery Kit, Size CR2032 with Bitterant Coating-Removing Wipe, Apple-Approved OEM Replacement for AirTag", "asin": "B0BQVSN9XQ", "price": "$6.99", "delivery": " One-Day FREE delivery Tomorrow, May 2 Or FREE delivery Overnight 4\u202fAM - 8\u202fAM on $25 of qualifying items"},
  {"title": "CR2032 Battery 3V Lithium Batteries 5 Count Pack CR2032 Batteries - CR 2032 Coin Cell Batteries for AirTag, Key Fob, Remotes- 10 Years Shelf Life", "asin": "B0CB3N8VWZ", "price": "$4.59", "delivery": " Same-Day FREE delivery Today 2\u202fPM - 6\u202fPM on $25 of qualifying items"},
  {"title": "2Pack CR2032 Battery Replacement for AirTag, Original OEM Battery fits AirTag Cover Shell,Long Lifetime and Long Expiry Day, Airtags Accessories", "asin": "B0CZ33LJ55", "price": "$9.94", "delivery": " One-Day FREE delivery Tomorrow, May 2 Or FREE delivery Overnight 4\u202fAM - 8\u202fAM on $25 of qualifying items"},
  {"title": "AirTag 10-Year Battery Case - TimeCapsule - Over 14x More Capacity Than CR2032 | IP69 Waterproof, Uses AA Batteries, Patented", "asin": "B0D1LH7ZCT", "price": "$44.99", "delivery": " Same-Day FREE delivery Today 2\u202fPM - 6\u202fPM"},
  {"title": "AirTag Replacement Batteries (No Bitter Coating, Perfectly Fits Apple AirTag) CR2032 OEM Battery 3V (Pack of 4)", "asin": "B0F3GSD1WZ", "price": "$14.99", "delivery": " One-Day FREE delivery Tomorrow, May 2 Or FREE delivery Overnight 4\u202fAM - 8\u202fAM on $25 of qualifying items"},
  {"title": "2032 Lithium Battery. 4 Count 3 Pack. Child Safety Features. Compatible with Apple AirTag, Key Fob, and Other Devices. CR2032 Lithium 3V Cell. Bonus! Sack to Keep Extra Batteries", "asin": "B0DCPNRVVZ", "price": "$16.99", "delivery": " One-Day FREE delivery Tomorrow, May 2 Or FREE delivery Overnight 4\u202fAM - 8\u202fAM on $25 of qualifying items"},
  {"title": "CR2032 Lithium 3V Airtag Battery Replacement - Perfect Battery for Apple Airtags Replacement (1 pcs)", "asin": "B0CWPK5CLF", "price": "$6.89", "delivery": " One-Day FREE delivery Tomorrow, May 2 Or FREE delivery Overnight 4\u202fAM - 8\u202fAM on $25 of qualifying items"},
  {"title": "TagPopper Battery Cover Removal and Reassembly Tool for Apple AirTag \u2013 Precision Grip, Twist Off Opener, Durable CR2032 Battery Tool, Easy Battery Replacement, Accessory for AirTag (Patent Pending)", "asin": "B0D9QZ41QK", "price": "$19.99", "delivery": " One-Day FREE delivery Tomorrow, May 2 Or FREE delivery Overnight 4\u202fAM - 8\u202fAM on $25 of qualifying items"},
  {"title": "2032 Lithium Battery. 12 Count 2 Pack. Child Safety Features. Compatible with Apple AirTag, Key Fob, and Other Devices. CR2032 Lithium 3V Cell.", "asin": "B0DFNN3P29", "price": "$27.01", "delivery": "FREE delivery May 7 - 9"},
  {"title": "AirTag Battery Replacement Kit with Coating-Removing Wipe, Size CR2032, Original OEM Replacement Battery for Apple AirTags (4-Pack)", "asin": "B0DJCNFZ3G", "price": "$8.99", "delivery": " One-Day FREE delivery Tomorrow, May 2"},
  {"title": "CR2032 Lithium 3V Coin Battery \u2013 5 Pack CR 2032 Batteries for Apple Air Tag Battery Key Fob Garage Door Opener Sensor Home Kitchen Scales Blood Glucose Meter Monitor Airtag Replacement", "asin": "B0BR5FWF8B", "price": "$4.59", "delivery": " One-Day FREE delivery Tomorrow, May 2"},
  {"title": "CR2032 Batteries, 100 Pack, CR2032 3v Lithium Battery, Key Fob Battery CR2032, CR2032 Battery for Car Remote Key, Compatible Apple Airtag Battery Replacement", "asin": "B0CM9BPY1S", "price": "$18.99", "delivery": " One-Day FREE delivery Tomorrow, May 2"},
  {"title": "2 Pack Original OEM Battery Replacement for AirTag, CR2032 Battery Fits AirTag Cover Shell", "asin": "B0CZ8VGHVZ", "price": "$9.99", "delivery": " Two-Day FREE delivery Sat, May 3"},
  {"title": "CR2032 3V Lithium Battery(20pcs)-Coin & Button Cell for Apple Airtag/Car Remote/Key Fobs/Glucose Monitor/Candles/Watches/Scales/Doorbell/Intelligent Sensors/3Volt 2032 Battery Replacement", "asin": "B0CPSQ294L", "price": "$6.77", "delivery": "FREE delivery Mon, May 5"},
  {"title": "CR2032 Batteries 3V Lithium Cell - 10Pcs 3 Volt CR 2032 Coin Button Lithium Battery Replacement for Apple Airtag Car Key Fob Remote Control LED Light Candles Glucose Monitor Doorbell Air Tag", "asin": "B0BR5XP87K", "price": "$5.99", "delivery": " One-Day FREE delivery Tomorrow, May 2"},
  {"title": "25 Pack CR2032 Lithium 3v Battery, 3 Volt Button Cell Coin 2032 Batteries for Airtag, Key Fob, Car Remote Key", "asin": "B0CQXGW3KL", "price": "$7.59", "delivery": " One-Day FREE delivery Tomorrow, May 2 Or FREE delivery Overnight 4\u202fAM - 8\u202fAM on $25 of qualifying items"},
  {"title": "Lir2032 Rechargeable Battery Replace Cr2032 Batteries for Airtag Key Fob Battery with Button Battery Charger 8 Pack- 3.6V Lithium Ion Coin Cell", "asin": "B0C2BQHVSP", "price": "$19.99", "delivery": " One-Day FREE delivery Tomorrow, May 2 Or FREE delivery Overnight 4\u202fAM - 8\u202fAM on $25 of qualifying items"},
  {"title": "Smart Air Tags 2025, Key Finder Works for Apple Find My (iOS Only),Bluetooth Luggage Tracker, ltem Locator for Key,Wallet, Backpack,Suitcase, Bag, Season Birthday Gift Choice (1 Pack, Black)", "asin": "B0F2HG9LBZ", "price": "$9.99", "delivery": " Two-Day FREE delivery Sat, May 3 Only 12 left in stock - order soon."},
  {"title": "Airtag Battery Replacement,Airtag Holder Air Tag Case with Keychain 4 Pack,with 4 Count CR2032 Lithium Battery,Anti-Scratch Airtags Key Chain for Apple Air Tags (Black/Black/Black/Black)", "asin": "B0DMP29QT4", "price": "$17.99", "delivery": " One-Day FREE delivery Tomorrow, May 2"},
  {"title": "Replacement Battery for Apple AirTag", "asin": "B093CZV8LJ", "delivery": ""},
  {"title": "Compatible with iPhone 13/13Mini - QianLi Tag-on Battery Flex for iCopy/Apollo/Copy Power", "asin": "B0B7N7KPFP", "price": "$28.99", "delivery": "$12.99 delivery May 13 - 20 Or fastest delivery May 7 - 9 Only 9 left in stock - order soon."},
  {"title": "Apple AirTag Holder - 4 Pack [Fit Tightly Design] [Easy to Install] [Hold Air Tag Securely] Waterproof TPU Shell Protective Case with 304 Stainless Steel Keychain Key Ring", "asin": "B0BS9FWY6H", "price": "$21.99", "delivery": " Same-Day FREE delivery Today 2\u202fPM - 6\u202fPM on $25 of qualifying items"},
  {"title": "Replacement Battery Tag-On Flex Cable Compatible for iPhone 13 Pro / 13 Pro Max / 14 Pro / 14 Pro Max (AmpSentrix)", "asin": "B0CCGVQSZQ", "delivery": ""},
  {"title": "Replacement Battery Tag-On Flex Cable Compatible for iPhone 11 (AmpSentrix)", "asin": "B0CCGY9W64", "delivery": ""},
  {"title": "Replacement Battery Tag-On Flex Cable Compatible for iPhone 13/13 Mini (AmpSentrix)", "asin": "B0CCGW2N61", "delivery": ""},
  {"title": "Replacement Battery Tag-On Flex Cable Compatible for iPhone 11 Pro / 11 Pro Max (AmpSentrix)", "asin": "B0CCGWZF2W", "delivery": ""},
  {"title": "Replacement Battery Tag-On Flex Cable Compatible for iPhone 12/12 Mini / 12 Pro (AmpSentrix)", "asin": "B0CCGM2D68", "delivery": ""},
  {"title": "Smart Air Tags 2025 for Apple Find My, Bluetooth Tracker for Keys, Luggage, Wallet, iOS Key Finder, Waterproof Item Locator, 5 Pack Macaron Birthday Gifts", "asin": "B0F2HHCW6P", "price": "$39.99", "delivery": " Two-Day FREE delivery Sat, May 3"},
  {"title": "Airtag Holder Air Tag Case with Keychain,with 4 Count CR2032 Lithium Airtag Battery Replacement,Anti-Scratch Airtags Key Chain for Apple Air Tags,Airtag Accessories for GPS Item Finder Tracker", "asin": "B0DR8HD8L4", "price": "$15.99", "delivery": " One-Day FREE delivery Tomorrow, May 2"},
  {"title": "Replacement Battery Tag-On Flex Cable Compatible for iPhone 12 Pro Max (AmpSentrix)", "asin": "B0CCGZGBW1", "delivery": ""},
  {"title": "Air Tracker Tag 2 Packs, White Wallet Tracker Works with Find My App (iOS Only), Replaceable Battery,", "asin": "B0DYF2QDYM", "price": "$17.99", "delivery": " One-Day FREE delivery Tomorrow, May 2 Only 20 left in stock - order soon."},
  {"title": "for Apple AirTag Holder, Airtag Lock Case with Wire Cable, IPX8 Waterproof, for Luggage, Key Ring Key Chain Luggage tag Backpack (4 Pack-Black)", "asin": "B0DHBW1CHH", "price": "$12.79", "delivery": " One-Day FREE delivery Tomorrow, May 2"}]
  <|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": "2025-05-01T15:58:25.911Z", // 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>
  