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": "2025-04-20T14:40:21.419Z", "action": "click", "action_argument": "nav_bar"}
  {"timestamp": "2025-04-20T14:40:26.255Z", "action": "click_product", "action_argument": "B0C2J8XTYY"}
  {"timestamp": "2025-04-20T14:42:01.212Z", "action": "click", "action_argument": "suggested_term"}
  {"timestamp": "2025-04-20T14:42:16.801Z", "action": "click_product", "action_argument": "B0DYZX33W5"}
  {"timestamp": "2025-04-20T14:43:07.125Z", "action": "click_product", "action_argument": "B0DLK12F7F"}
  {"timestamp": "2025-04-20T14:45:29.360Z", "action": "click", "action_argument": "other"}
  {"timestamp": "2025-04-20T21:10:20.778Z", "action": "click", "action_argument": "search"}
  {"timestamp": "2025-04-20T21:10:32.932Z", "action": "click", "action_argument": "nav_bar"}
  {"timestamp": "2025-04-20T21:11:11.786Z", "action": "click", "action_argument": "other"}
  {"timestamp": "2025-04-20T21:11:22.473Z", "action": "input", "action_argument": "t450"}
  {"timestamp": "2025-04-21T14:12:44.513Z", "action": "click", "action_argument": "quantity"}
  {"timestamp": "2025-04-21T14:12:51.758Z", "action": "click", "action_argument": "quantity"}
  {"timestamp": "2025-04-21T19:14:15.923Z", "action": "click", "action_argument": "suggested_term"}
  {"timestamp": "2025-04-21T19:14:25.158Z", "action": "click_product", "action_argument": "B0C2J8XTYY"}
  {"timestamp": "2025-04-21T19:14:40.358Z", "action": "click", "action_argument": "other"}
  {"timestamp": "2025-04-21T19:16:45.985Z", "action": "click", "action_argument": "search"}
  {"timestamp": "2025-04-21T19:16:49.069Z", "action": "input", "action_argument": "auto card "}
  {"timestamp": "2025-04-21T19:16:49.079Z", "action": "click", "action_argument": "suggested_term"}
  {"timestamp": "2025-04-21T19:17:20.340Z", "action": "click", "action_argument": "search"}
  {"timestamp": "2025-04-21T19:17:22.515Z", "action": "click", "action_argument": "search"}
  {"timestamp": "2025-04-21T19:17:28.614Z", "action": "click_product", "action_argument": "B09Q69K331"}
  {"timestamp": "2025-04-21T19:17:36.373Z", "action": "click", "action_argument": "review"}
  {"timestamp": "2025-04-21T19:18:15.120Z", "action": "click", "action_argument": "review"}
  {"timestamp": "2025-04-21T19:18:19.372Z", "action": "click", "action_argument": "product_option"}
  {"timestamp": "2025-04-21T19:19:14.720Z", "action": "input", "action_argument": "auto card shuffler any size"}
  {"timestamp": "2025-04-21T19:23:34.050Z", "action": "purchase", "action_argument": "B09Q69K331"}
  {"timestamp": "2025-04-21T19:23:56.412Z", "action": "click", "action_argument": "search"}
  {"timestamp": "2025-04-21T19:23:56.610Z", "action": "click", "action_argument": "search"}
  {"timestamp": "2025-04-21T19:23:57.192Z", "action": "click", "action_argument": "search"}
  {"timestamp": "2025-04-21T19:23:57.361Z", "action": "click", "action_argument": "search"}
  {"timestamp": "2025-04-21T19:23:57.539Z", "action": "click", "action_argument": "search"}
  {"timestamp": "2025-04-21T19:24:02.459Z", "action": "click", "action_argument": "search"}
  {"timestamp": "2025-04-21T19:24:09.850Z", "action": "click", "action_argument": "cart_side_bar"}
  {"timestamp": "2025-04-21T19:24:21.531Z", "action": "purchase", "action_argument": "B09Q69K331, B01FFOY006"}
  {"timestamp": "2025-04-21T19:26:53.417Z", "action": "click", "action_argument": "suggested_term"}
  {"timestamp": "2025-04-21T19:26:56.419Z", "action": "click", "action_argument": "search"}
  {"timestamp": "2025-04-21T19:26:57.317Z", "action": "click", "action_argument": "search"}
  {"timestamp": "2025-04-21T19:28:02.515Z", "action": "click", "action_argument": "search"}
  {"timestamp": "2025-04-21T19:28:02.658Z", "action": "click", "action_argument": "search"}
  {"timestamp": "2025-04-21T19:28:03.357Z", "action": "click", "action_argument": "search"}
  {"timestamp": "2025-04-21T19:28:03.517Z", "action": "click", "action_argument": "search"}
  {"timestamp": "2025-04-21T19:28:03.926Z", "action": "click", "action_argument": "search"}
  {"timestamp": "2025-04-21T19:28:10.957Z", "action": "click", "action_argument": "search"}
  {"timestamp": "2025-04-21T19:29:06.445Z", "action": "click_product", "action_argument": "B0CCBVY3BV"}
  {"timestamp": "2025-04-21T19:29:16.930Z", "action": "purchase", "action_argument": "B0CCBVY3BV"}
  <|memory_end|>
  
  <|action_start|>
  {"timestamp": "2025-04-21T19:29:21.185Z", "action": "click", "action_argument": "cart_side_bar"}
  {"timestamp": "2025-04-21T19:29:28.090Z", "action": "click", "action_argument": "suggested_term"}
  {"timestamp": "2025-04-21T19:29:29.216Z", "action": "click", "action_argument": "search"}
  {"timestamp": "2025-04-21T19:29:29.373Z", "action": "click", "action_argument": "search"}
  {"timestamp": "2025-04-21T19:29:30.377Z", "action": "input", "action_argument": "cabin air filter subaru forester 2020"}
  {"timestamp": "2025-04-21T19:29:32.731Z", "action": "click", "action_argument": "search"}
  {"timestamp": "2025-04-21T19:29:44.181Z", "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": "engine air filter subaru forester 2020"}],
  "cart_items": [{"title": "Spearhead Odor Defense Breathe Easy AC & Heater Cabin Filter | Fits 2019-24 Forester, 2022-24 WRX Like OEM | Up to 25% Longer Lasting w/Activated Carbon (BE-277)", "asin": "B0CCBVY3BV", "price": "$14.61", "quantity": "1"},
  {"title": "FEIERYA Automatic Card Shuffler 2 Deck,Battery-Operated Electric UNO Poker Shuffler,Playing Card Shuffler for Home Card Game,Travel", "asin": "B09Q69K331", "price": "$11.99", "quantity": "1"},
  {"title": "Philips OneBlade Replacement Blade QP220/50", "asin": "B01FFOY006", "price": "$22.95", "quantity": "1"},
  {"title": "Amazon Basics 10 Day Teeth Whitening Strips Kit, 10 Treatments, 1-Pack (Previously Solimo)", "asin": "B08QWW6V8T", "price": "$14.43"},
  {"title": "Amazon Basics Clean Plus Toothbrushes, Soft, Full, 10 Count, 1 Pack (Previously Solimo)", "asin": "B08QWYMMYL", "price": "$3.68"},
  {"title": "Amazon Basics Multipurpose Drawstring Trash Bags, 30 Gallon, 50 Count (Previously Solimo)", "asin": "B095PL2MPZ", "price": "$12.37"},
  {"title": "DASANI Purified Water Enhanced with Minerals, 16.9 Fl Oz (Pack of 24)", "asin": "B000T9SZOU", "price": "$4.99"},
  {"title": "Amazon Basic Care Minoxidil Topical Aerosol, 5% Foam, Hair Regrowth Treatment for Men, 6-month Supply, Unscented, 2.11 oz (Pack of 6)", "asin": "B07QXKMSJB", "price": "$59.08"}],
  "promotion_items": [{"title": "CA4309 Replacement Engine Air Filter, Efficient Filtration Offers 99% Air Purification, Fit for Nissan, Subaru, Infiniti, Isuzu Selected Models. ", "asin": "B0BZDM8HPX", "price": "$9.59", "quantity": ""},
  {"title": "Puroma Engine Air Filter Replacement for CA9997, GP997, Legacy (2005-2019), Outback (2005-2019), Impreza (2008-2016), Forester (2009-2018), Tribeca (2008-2014), WRX (2015-2018), B9 Tribeca (2006-2007) ", "asin": "B0D78H4QY6", "price": "$9.85", "quantity": ""},
  {"title": "Engine+Cabin Air Filters Fit for Subaru Forester 2.5L 2023 2022 2021 2020 2019 Engine Air Filter Replacement Cabin Air Filter Accessories# 72880-FL000 16546AA16A ", "asin": "B0DC6MJ3SP", "price": "$25.99", "quantity": ""},
  {"title": "PHILTOP Engine Air Filter CA12295 Replacement for Subaru Ascent, Crosstrek, Forester, Impreza, Legacy, Outback, WRX, 2017-2022, Flexible Panel ", "asin": "B0CSS165BK", "price": "$12.99", "quantity": ""}],
  "ads": [{"title": "PG Engine Air Filter PA99365 | Fits 2019-2025 Subaru Forester, 2018-2025 Crosstrek, 2020-2025 Outback, 2019-2025 Ascent, 2017-2025 Impreza, 2020-2025 Legacy, 2022-2025 WRX", "asin": "B07JBXL5NN"}],
  "search_results": [{"title": "FRAM Extra Guard Flexible Panel Engine Air Filter Replacement, Easy Install w/Advanced Engine Protection and Optimal Performance, CA12295 for Select Subaru Vehicles", "asin": "B07QRB9FQR", "price": "$13.34", "delivery": "FREE delivery Mon, Apr 28 on $35 of items shipped by Amazon Or Prime members get FREE delivery Wed, Apr 23"},
  {"title": "PG Engine Air Filter PA99365 | Fits 2019-2025 Subaru Forester, 2018-2025 Crosstrek, 2020-2025 Outback, 2019-2025 Ascent, 2017-2025 Impreza, 2020-2025 Legacy, 2022-2025 WRX", "asin": "B07JBXL5NN", "price": "$18.09", "delivery": "FREE delivery Mon, Apr 28 on $35 of items shipped by Amazon Or Prime members get FREE delivery Tomorrow, Apr 22"},
  {"title": "Subaru Engine Element Air Filter for 2019-2025 Forester Ascent 2020-2024 Outback Legacy 2024-2025 Crosstrek Impreza 2022-2024 WRX - 16546AA16A - Genuine OEM", "asin": "B072YV45X1", "price": "$29.00", "delivery": "FREE delivery Apr 24 - 28"},
  {"title": "1Pcs HEPA Cabin Air Filter and 1Pcs Engine Air Filter Fit for Subaru Forester 2.5L 2023 2022 2021 2020 2019 Activated Carbon Cabin Filter Replacement 72880-FL000 16546AA16A", "asin": "B0C4F3BG68", "price": "$23.99", "delivery": "FREE delivery Mon, Apr 28 on $35 of items shipped by Amazon Or Prime members get FREE delivery Tomorrow, Apr 22"},
  {"title": "A-Premium Engine Air Filter Compatible with Subaru Forester 2019-2022, Outback 2020-2022, Impreza 2017-2022, Crosstrek 2018-2022, Legacy, Ascent, WRX, Flexible Panel, Replace# 16546AA16A", "asin": "B0BLYPPNVN", "price": "$11.99", "delivery": "FREE delivery Mon, Apr 28 on $35 of items shipped by Amazon Or Prime members get FREE delivery Wed, Apr 23"},
  {"title": "Engine+Cabin Air Filters Fit for Subaru Forester 2.5L 2023 2022 2021 2020 2019 Engine Air Filter Replacement Cabin Air Filter Accessories# 72880-FL000 16546AA16A", "asin": "B0DC6MJ3SP", "price": "$25.99", "delivery": "FREE delivery Mon, Apr 28 on $35 of items shipped by Amazon Or Prime members get FREE delivery Overnight 4\u202fAM - 8\u202fAM"},
  {"title": "CA4309 Replacement Engine Air Filter, Efficient Filtration Offers 99% Air Purification, Fit for Nissan, Subaru, Infiniti, Isuzu Selected Models.", "asin": "B0BZDM8HPX", "price": "$9.59", "delivery": "FREE delivery Mon, Apr 28 on $35 of items shipped by AmazonOr .prime-brand-color {color: #0064f9; }Prime members get FREE delivery Wed, Apr 23"},
  {"title": "PHILTOP Engine Air Filter CA12295 Replacement for Subaru Ascent, Crosstrek, Forester, Impreza, Legacy, Outback, WRX, 2017-2022, Flexible Panel", "asin": "B0CSS165BK", "price": "$12.99", "delivery": "FREE delivery Mon, Apr 28 on $35 of items shipped by Amazon Or Prime members get FREE delivery Wed, Apr 23"},
  {"title": "ECOGARD XA11536 Premium Engine Air Filter Fits 2019\u20132026 Subaru Forester, 2018\u20132026 Crosstrek, 2020\u20132025 Outback, 2019\u20132025 Ascent, 2017\u20132025 Impreza, 2021\u20132026 Crosstrek, 2020\u20132025 Legacy", "asin": "B07FK6DZQX", "price": "$27.59", "delivery": "FREE delivery Apr 24 - 28"},
  {"title": "16546AA16A Engine Air Filter for Subaru 2020-2024 Outback Legacy, 2019-2024 Forester, 2018-2024 Impreza Crosstrek WRX, 2019-2023 Ascent", "asin": "B0DBLSS5PX", "price": "$14.99", "delivery": "FREE delivery Mon, Apr 28 on $35 of items shipped by Amazon Or Prime members get FREE delivery Overnight 4\u202fAM - 8\u202fAM"},
  {"title": "FRAM Extra Guard CA9997 Replacement Engine Air Filter for Select Subaru Models, Provides Up to 12 Months or 12,000 Miles Filter Protection", "asin": "B001C6Q34S", "price": "$14.50", "delivery": "FREE delivery Mon, Apr 28 on $35 of items shipped by Amazon Or Prime members get FREE delivery Overnight 4\u202fAM - 8\u202fAM"},
  {"title": "PG Engine Air Filter PA99365 | Fits 2019-2025 Subaru Forester, 2018-2025 Crosstrek, 2020-2025 Outback, 2019-2025 Ascent, 2017-2025 Impreza, 2020-2025 Legacy, 2022-2025 WRX", "asin": "B07JBXL5NN", "price": "$18.09", "delivery": "FREE delivery Mon, Apr 28 on $35 of items shipped by AmazonOr .prime-brand-color {color: #0064f9; }Prime members get FREE delivery Tomorrow, Apr 22"},
  {"title": "A-Premium 2-PC Engine Air Filter Compatible with Subaru Ascent, Crosstrek, Forester, Impreza, Legacy, Outback, WRX, 2017-2022, Flexible Panel, Replace# 16546-AA16A", "asin": "B0BLYRFD8Y", "price": "$21.99", "delivery": "FREE delivery Mon, Apr 28 on $35 of items shipped by Amazon Or Prime members get FREE delivery Wed, Apr 23"},
  {"title": "EPAuto GP295 (CA12295) Engine Air Filter, Replacement for Subaru Forester, Crosstrek, Ascent, Legacy, Outback, Impreza, WRX (2017\u20132024) \u2013 Fits 2.0L, 2.4L, 2.5L Gas & Hybrid Engines", "asin": "B0DFRZB24C", "price": "$12.87", "delivery": "FREE delivery Mon, Apr 28 on $35 of items shipped by Amazon Or Prime members get FREE delivery Tomorrow, Apr 22"},
  {"title": "Engine Air Filter CA12295 16546-AA16A Air Filter for Subaru 2019-2023 Ascent, 2018-2023 Crosstrek, 2019-2023 Forester, 2017-2023 Impreza, 2020-2023 Legacy, 2020-2023 Outback, 2022-2023 Wrx", "asin": "B0D2966X4G", "price": "$14.99", "delivery": "FREE delivery Mon, Apr 28 on $35 of items shipped by Amazon Or Prime members get FREE delivery Overnight 4\u202fAM - 8\u202fAM"},
  {"title": "KAX Engine Air Filter, CA12295 Replacement for Subaru Crosstrek 2018-2023, Forester 2019-2023, Outback 2020-2023, Impreza 2017-2023, Ascent, Legacy, WRX, Advanced Air Filter Media", "asin": "B0CT7TLSMT", "price": "$12.99", "delivery": "FREE delivery May 12 - Jun 3 Or fastest delivery Wed, Apr 23 Only 1 left in stock - order soon."},
  {"title": "Engine+Cabin Air Filters Fit for Subaru Forester 2.5L 2023 2022 2021 2020 2019 Engine Air Filter Replacement Cabin Air Filter Accessories# 72880-FL000 16546AA16A", "asin": "B0DC6MJ3SP", "price": "$25.99", "delivery": "FREE delivery Mon, Apr 28 on $35 of items shipped by AmazonOr .prime-brand-color {color: #0064f9; }Prime members get FREE delivery Overnight 4\u202fAM - 8\u202fAM"},
  {"title": "K&N Engine Air Filter: Long Life 18,000 Mile Replacement Air Filter: Compatible with 2016-2019 Subaru H4 1.6/2.0/2.4 L (Ascent, Crosstrek, Forester, Impreza, XV), KNA-5064", "asin": "B0DHHLP1Q2", "price": "$19.73", "delivery": "FREE delivery Mon, Apr 28 on $35 of items shipped by Amazon Or Prime members get FREE delivery Wed, Apr 23"},
  {"title": "AirTechnik 72880FL000 Cabin Air Filter w/Activated Carbon | Fits Subaru Forester 2019-2025, WRX 2022-2024", "asin": "B08X8Y6FK3", "price": "$13.97", "delivery": "FREE delivery Mon, Apr 28 on $35 of items shipped by Amazon Or Prime members get FREE delivery Overnight 4\u202fAM - 8\u202fAM"},
  {"title": "Puroma Engine Air Filter Replacement for CA9997, GP997, Legacy (2005-2019), Outback (2005-2019), Impreza (2008-2016), Forester (2009-2018), Tribeca (2008-2014), WRX (2015-2018), B9 Tribeca (2006-2007)", "asin": "B0D78H4QY6", "price": "$9.85", "delivery": "FREE delivery Mon, Apr 28 on $35 of items shipped by AmazonOr .prime-brand-color {color: #0064f9; }Prime members get FREE delivery Overnight 4\u202fAM - 8\u202fAM"},
  {"title": "BDFHYK A24278 Engine Air Filter Compatible with Infiniti, Nissan, Saab & Subaru - 350Z, Altima, Frontier, Maxima, Murano, Pathfinder, Quest, Sentra, Xterra, FX35, G20, JX35, M30, Forester", "asin": "B0DNT4LW8V", "price": "$11.99", "delivery": "FREE delivery Mon, May 5 on $35 of items shipped by Amazon"},
  {"title": "Engine Air Filter for ASCENT(2025-2019), CROSSTREK(2025-2018), FORESTER(2025-2019), IMPREZA(2025-2017), LEGACY(2025-2020), OUTBACK(2025-2020), WRX(2025-2022),Replacement for 16546AA16A", "asin": "B0C84QF2R5", "price": "$12.86", "delivery": "FREE delivery Mon, Apr 28 on $35 of items shipped by AmazonOr .prime-brand-color {color: #0064f9; }Prime members get FREE delivery Tomorrow, Apr 22"}]
  <|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": "2025-04-21T19:30:11.876Z", // 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": "2025-04-20T14:40:21.419Z", "action": "click", "action_argument": "nav_bar"}
  {"timestamp": "2025-04-20T14:40:26.255Z", "action": "click_product", "action_argument": "B0C2J8XTYY"}
  {"timestamp": "2025-04-20T14:42:01.212Z", "action": "click", "action_argument": "suggested_term"}
  {"timestamp": "2025-04-20T14:42:16.801Z", "action": "click_product", "action_argument": "B0DYZX33W5"}
  {"timestamp": "2025-04-20T14:43:07.125Z", "action": "click_product", "action_argument": "B0DLK12F7F"}
  {"timestamp": "2025-04-20T14:45:29.360Z", "action": "click", "action_argument": "other"}
  {"timestamp": "2025-04-20T21:10:20.778Z", "action": "click", "action_argument": "search"}
  {"timestamp": "2025-04-20T21:10:32.932Z", "action": "click", "action_argument": "nav_bar"}
  {"timestamp": "2025-04-20T21:11:11.786Z", "action": "click", "action_argument": "other"}
  {"timestamp": "2025-04-20T21:11:22.473Z", "action": "input", "action_argument": "t450"}
  {"timestamp": "2025-04-21T14:12:44.513Z", "action": "click", "action_argument": "quantity"}
  {"timestamp": "2025-04-21T14:12:51.758Z", "action": "click", "action_argument": "quantity"}
  {"timestamp": "2025-04-21T19:14:15.923Z", "action": "click", "action_argument": "suggested_term"}
  {"timestamp": "2025-04-21T19:14:25.158Z", "action": "click_product", "action_argument": "B0C2J8XTYY"}
  {"timestamp": "2025-04-21T19:14:40.358Z", "action": "click", "action_argument": "other"}
  {"timestamp": "2025-04-21T19:16:45.985Z", "action": "click", "action_argument": "search"}
  {"timestamp": "2025-04-21T19:16:49.069Z", "action": "input", "action_argument": "auto card "}
  {"timestamp": "2025-04-21T19:16:49.079Z", "action": "click", "action_argument": "suggested_term"}
  {"timestamp": "2025-04-21T19:17:20.340Z", "action": "click", "action_argument": "search"}
  {"timestamp": "2025-04-21T19:17:22.515Z", "action": "click", "action_argument": "search"}
  {"timestamp": "2025-04-21T19:17:28.614Z", "action": "click_product", "action_argument": "B09Q69K331"}
  {"timestamp": "2025-04-21T19:17:36.373Z", "action": "click", "action_argument": "review"}
  {"timestamp": "2025-04-21T19:18:15.120Z", "action": "click", "action_argument": "review"}
  {"timestamp": "2025-04-21T19:18:19.372Z", "action": "click", "action_argument": "product_option"}
  {"timestamp": "2025-04-21T19:19:14.720Z", "action": "input", "action_argument": "auto card shuffler any size"}
  {"timestamp": "2025-04-21T19:23:34.050Z", "action": "purchase", "action_argument": "B09Q69K331"}
  {"timestamp": "2025-04-21T19:23:56.412Z", "action": "click", "action_argument": "search"}
  {"timestamp": "2025-04-21T19:23:56.610Z", "action": "click", "action_argument": "search"}
  {"timestamp": "2025-04-21T19:23:57.192Z", "action": "click", "action_argument": "search"}
  {"timestamp": "2025-04-21T19:23:57.361Z", "action": "click", "action_argument": "search"}
  {"timestamp": "2025-04-21T19:23:57.539Z", "action": "click", "action_argument": "search"}
  {"timestamp": "2025-04-21T19:24:02.459Z", "action": "click", "action_argument": "search"}
  {"timestamp": "2025-04-21T19:24:09.850Z", "action": "click", "action_argument": "cart_side_bar"}
  {"timestamp": "2025-04-21T19:24:21.531Z", "action": "purchase", "action_argument": "B09Q69K331, B01FFOY006"}
  {"timestamp": "2025-04-21T19:26:53.417Z", "action": "click", "action_argument": "suggested_term"}
  {"timestamp": "2025-04-21T19:26:56.419Z", "action": "click", "action_argument": "search"}
  {"timestamp": "2025-04-21T19:26:57.317Z", "action": "click", "action_argument": "search"}
  {"timestamp": "2025-04-21T19:28:02.515Z", "action": "click", "action_argument": "search"}
  {"timestamp": "2025-04-21T19:28:02.658Z", "action": "click", "action_argument": "search"}
  {"timestamp": "2025-04-21T19:28:03.357Z", "action": "click", "action_argument": "search"}
  {"timestamp": "2025-04-21T19:28:03.517Z", "action": "click", "action_argument": "search"}
  {"timestamp": "2025-04-21T19:28:03.926Z", "action": "click", "action_argument": "search"}
  {"timestamp": "2025-04-21T19:28:10.957Z", "action": "click", "action_argument": "search"}
  {"timestamp": "2025-04-21T19:29:06.445Z", "action": "click_product", "action_argument": "B0CCBVY3BV"}
  {"timestamp": "2025-04-21T19:29:16.930Z", "action": "purchase", "action_argument": "B0CCBVY3BV"}
  <|memory_end|>
  
  <|action_start|>
  {"timestamp": "2025-04-21T19:29:21.185Z", "action": "click", "action_argument": "cart_side_bar"}
  {"timestamp": "2025-04-21T19:29:28.090Z", "action": "click", "action_argument": "suggested_term"}
  {"timestamp": "2025-04-21T19:29:29.216Z", "action": "click", "action_argument": "search"}
  {"timestamp": "2025-04-21T19:29:29.373Z", "action": "click", "action_argument": "search"}
  {"timestamp": "2025-04-21T19:29:30.377Z", "action": "input", "action_argument": "cabin air filter subaru forester 2020"}
  {"timestamp": "2025-04-21T19:29:32.731Z", "action": "click", "action_argument": "search"}
  {"timestamp": "2025-04-21T19:29:44.181Z", "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": "engine air filter subaru forester 2020"}],
  "cart_items": [{"title": "Spearhead Odor Defense Breathe Easy AC & Heater Cabin Filter | Fits 2019-24 Forester, 2022-24 WRX Like OEM | Up to 25% Longer Lasting w/Activated Carbon (BE-277)", "asin": "B0CCBVY3BV", "price": "$14.61", "quantity": "1"},
  {"title": "FEIERYA Automatic Card Shuffler 2 Deck,Battery-Operated Electric UNO Poker Shuffler,Playing Card Shuffler for Home Card Game,Travel", "asin": "B09Q69K331", "price": "$11.99", "quantity": "1"},
  {"title": "Philips OneBlade Replacement Blade QP220/50", "asin": "B01FFOY006", "price": "$22.95", "quantity": "1"},
  {"title": "Amazon Basics 10 Day Teeth Whitening Strips Kit, 10 Treatments, 1-Pack (Previously Solimo)", "asin": "B08QWW6V8T", "price": "$14.43"},
  {"title": "Amazon Basics Clean Plus Toothbrushes, Soft, Full, 10 Count, 1 Pack (Previously Solimo)", "asin": "B08QWYMMYL", "price": "$3.68"},
  {"title": "Amazon Basics Multipurpose Drawstring Trash Bags, 30 Gallon, 50 Count (Previously Solimo)", "asin": "B095PL2MPZ", "price": "$12.37"},
  {"title": "DASANI Purified Water Enhanced with Minerals, 16.9 Fl Oz (Pack of 24)", "asin": "B000T9SZOU", "price": "$4.99"},
  {"title": "Amazon Basic Care Minoxidil Topical Aerosol, 5% Foam, Hair Regrowth Treatment for Men, 6-month Supply, Unscented, 2.11 oz (Pack of 6)", "asin": "B07QXKMSJB", "price": "$59.08"}],
  "promotion_items": [{"title": "CA4309 Replacement Engine Air Filter, Efficient Filtration Offers 99% Air Purification, Fit for Nissan, Subaru, Infiniti, Isuzu Selected Models. ", "asin": "B0BZDM8HPX", "price": "$9.59", "quantity": ""},
  {"title": "Puroma Engine Air Filter Replacement for CA9997, GP997, Legacy (2005-2019), Outback (2005-2019), Impreza (2008-2016), Forester (2009-2018), Tribeca (2008-2014), WRX (2015-2018), B9 Tribeca (2006-2007) ", "asin": "B0D78H4QY6", "price": "$9.85", "quantity": ""},
  {"title": "Engine+Cabin Air Filters Fit for Subaru Forester 2.5L 2023 2022 2021 2020 2019 Engine Air Filter Replacement Cabin Air Filter Accessories# 72880-FL000 16546AA16A ", "asin": "B0DC6MJ3SP", "price": "$25.99", "quantity": ""},
  {"title": "PHILTOP Engine Air Filter CA12295 Replacement for Subaru Ascent, Crosstrek, Forester, Impreza, Legacy, Outback, WRX, 2017-2022, Flexible Panel ", "asin": "B0CSS165BK", "price": "$12.99", "quantity": ""}],
  "ads": [{"title": "PG Engine Air Filter PA99365 | Fits 2019-2025 Subaru Forester, 2018-2025 Crosstrek, 2020-2025 Outback, 2019-2025 Ascent, 2017-2025 Impreza, 2020-2025 Legacy, 2022-2025 WRX", "asin": "B07JBXL5NN"}],
  "search_results": [{"title": "FRAM Extra Guard Flexible Panel Engine Air Filter Replacement, Easy Install w/Advanced Engine Protection and Optimal Performance, CA12295 for Select Subaru Vehicles", "asin": "B07QRB9FQR", "price": "$13.34", "delivery": "FREE delivery Mon, Apr 28 on $35 of items shipped by Amazon Or Prime members get FREE delivery Wed, Apr 23"},
  {"title": "PG Engine Air Filter PA99365 | Fits 2019-2025 Subaru Forester, 2018-2025 Crosstrek, 2020-2025 Outback, 2019-2025 Ascent, 2017-2025 Impreza, 2020-2025 Legacy, 2022-2025 WRX", "asin": "B07JBXL5NN", "price": "$18.09", "delivery": "FREE delivery Mon, Apr 28 on $35 of items shipped by Amazon Or Prime members get FREE delivery Tomorrow, Apr 22"},
  {"title": "Subaru Engine Element Air Filter for 2019-2025 Forester Ascent 2020-2024 Outback Legacy 2024-2025 Crosstrek Impreza 2022-2024 WRX - 16546AA16A - Genuine OEM", "asin": "B072YV45X1", "price": "$29.00", "delivery": "FREE delivery Apr 24 - 28"},
  {"title": "1Pcs HEPA Cabin Air Filter and 1Pcs Engine Air Filter Fit for Subaru Forester 2.5L 2023 2022 2021 2020 2019 Activated Carbon Cabin Filter Replacement 72880-FL000 16546AA16A", "asin": "B0C4F3BG68", "price": "$23.99", "delivery": "FREE delivery Mon, Apr 28 on $35 of items shipped by Amazon Or Prime members get FREE delivery Tomorrow, Apr 22"},
  {"title": "A-Premium Engine Air Filter Compatible with Subaru Forester 2019-2022, Outback 2020-2022, Impreza 2017-2022, Crosstrek 2018-2022, Legacy, Ascent, WRX, Flexible Panel, Replace# 16546AA16A", "asin": "B0BLYPPNVN", "price": "$11.99", "delivery": "FREE delivery Mon, Apr 28 on $35 of items shipped by Amazon Or Prime members get FREE delivery Wed, Apr 23"},
  {"title": "Engine+Cabin Air Filters Fit for Subaru Forester 2.5L 2023 2022 2021 2020 2019 Engine Air Filter Replacement Cabin Air Filter Accessories# 72880-FL000 16546AA16A", "asin": "B0DC6MJ3SP", "price": "$25.99", "delivery": "FREE delivery Mon, Apr 28 on $35 of items shipped by Amazon Or Prime members get FREE delivery Overnight 4\u202fAM - 8\u202fAM"},
  {"title": "CA4309 Replacement Engine Air Filter, Efficient Filtration Offers 99% Air Purification, Fit for Nissan, Subaru, Infiniti, Isuzu Selected Models.", "asin": "B0BZDM8HPX", "price": "$9.59", "delivery": "FREE delivery Mon, Apr 28 on $35 of items shipped by AmazonOr .prime-brand-color {color: #0064f9; }Prime members get FREE delivery Wed, Apr 23"},
  {"title": "PHILTOP Engine Air Filter CA12295 Replacement for Subaru Ascent, Crosstrek, Forester, Impreza, Legacy, Outback, WRX, 2017-2022, Flexible Panel", "asin": "B0CSS165BK", "price": "$12.99", "delivery": "FREE delivery Mon, Apr 28 on $35 of items shipped by Amazon Or Prime members get FREE delivery Wed, Apr 23"},
  {"title": "ECOGARD XA11536 Premium Engine Air Filter Fits 2019\u20132026 Subaru Forester, 2018\u20132026 Crosstrek, 2020\u20132025 Outback, 2019\u20132025 Ascent, 2017\u20132025 Impreza, 2021\u20132026 Crosstrek, 2020\u20132025 Legacy", "asin": "B07FK6DZQX", "price": "$27.59", "delivery": "FREE delivery Apr 24 - 28"},
  {"title": "16546AA16A Engine Air Filter for Subaru 2020-2024 Outback Legacy, 2019-2024 Forester, 2018-2024 Impreza Crosstrek WRX, 2019-2023 Ascent", "asin": "B0DBLSS5PX", "price": "$14.99", "delivery": "FREE delivery Mon, Apr 28 on $35 of items shipped by Amazon Or Prime members get FREE delivery Overnight 4\u202fAM - 8\u202fAM"},
  {"title": "FRAM Extra Guard CA9997 Replacement Engine Air Filter for Select Subaru Models, Provides Up to 12 Months or 12,000 Miles Filter Protection", "asin": "B001C6Q34S", "price": "$14.50", "delivery": "FREE delivery Mon, Apr 28 on $35 of items shipped by Amazon Or Prime members get FREE delivery Overnight 4\u202fAM - 8\u202fAM"},
  {"title": "PG Engine Air Filter PA99365 | Fits 2019-2025 Subaru Forester, 2018-2025 Crosstrek, 2020-2025 Outback, 2019-2025 Ascent, 2017-2025 Impreza, 2020-2025 Legacy, 2022-2025 WRX", "asin": "B07JBXL5NN", "price": "$18.09", "delivery": "FREE delivery Mon, Apr 28 on $35 of items shipped by AmazonOr .prime-brand-color {color: #0064f9; }Prime members get FREE delivery Tomorrow, Apr 22"},
  {"title": "A-Premium 2-PC Engine Air Filter Compatible with Subaru Ascent, Crosstrek, Forester, Impreza, Legacy, Outback, WRX, 2017-2022, Flexible Panel, Replace# 16546-AA16A", "asin": "B0BLYRFD8Y", "price": "$21.99", "delivery": "FREE delivery Mon, Apr 28 on $35 of items shipped by Amazon Or Prime members get FREE delivery Wed, Apr 23"},
  {"title": "EPAuto GP295 (CA12295) Engine Air Filter, Replacement for Subaru Forester, Crosstrek, Ascent, Legacy, Outback, Impreza, WRX (2017\u20132024) \u2013 Fits 2.0L, 2.4L, 2.5L Gas & Hybrid Engines", "asin": "B0DFRZB24C", "price": "$12.87", "delivery": "FREE delivery Mon, Apr 28 on $35 of items shipped by Amazon Or Prime members get FREE delivery Tomorrow, Apr 22"},
  {"title": "Engine Air Filter CA12295 16546-AA16A Air Filter for Subaru 2019-2023 Ascent, 2018-2023 Crosstrek, 2019-2023 Forester, 2017-2023 Impreza, 2020-2023 Legacy, 2020-2023 Outback, 2022-2023 Wrx", "asin": "B0D2966X4G", "price": "$14.99", "delivery": "FREE delivery Mon, Apr 28 on $35 of items shipped by Amazon Or Prime members get FREE delivery Overnight 4\u202fAM - 8\u202fAM"},
  {"title": "KAX Engine Air Filter, CA12295 Replacement for Subaru Crosstrek 2018-2023, Forester 2019-2023, Outback 2020-2023, Impreza 2017-2023, Ascent, Legacy, WRX, Advanced Air Filter Media", "asin": "B0CT7TLSMT", "price": "$12.99", "delivery": "FREE delivery May 12 - Jun 3 Or fastest delivery Wed, Apr 23 Only 1 left in stock - order soon."},
  {"title": "Engine+Cabin Air Filters Fit for Subaru Forester 2.5L 2023 2022 2021 2020 2019 Engine Air Filter Replacement Cabin Air Filter Accessories# 72880-FL000 16546AA16A", "asin": "B0DC6MJ3SP", "price": "$25.99", "delivery": "FREE delivery Mon, Apr 28 on $35 of items shipped by AmazonOr .prime-brand-color {color: #0064f9; }Prime members get FREE delivery Overnight 4\u202fAM - 8\u202fAM"},
  {"title": "K&N Engine Air Filter: Long Life 18,000 Mile Replacement Air Filter: Compatible with 2016-2019 Subaru H4 1.6/2.0/2.4 L (Ascent, Crosstrek, Forester, Impreza, XV), KNA-5064", "asin": "B0DHHLP1Q2", "price": "$19.73", "delivery": "FREE delivery Mon, Apr 28 on $35 of items shipped by Amazon Or Prime members get FREE delivery Wed, Apr 23"},
  {"title": "AirTechnik 72880FL000 Cabin Air Filter w/Activated Carbon | Fits Subaru Forester 2019-2025, WRX 2022-2024", "asin": "B08X8Y6FK3", "price": "$13.97", "delivery": "FREE delivery Mon, Apr 28 on $35 of items shipped by Amazon Or Prime members get FREE delivery Overnight 4\u202fAM - 8\u202fAM"},
  {"title": "Puroma Engine Air Filter Replacement for CA9997, GP997, Legacy (2005-2019), Outback (2005-2019), Impreza (2008-2016), Forester (2009-2018), Tribeca (2008-2014), WRX (2015-2018), B9 Tribeca (2006-2007)", "asin": "B0D78H4QY6", "price": "$9.85", "delivery": "FREE delivery Mon, Apr 28 on $35 of items shipped by AmazonOr .prime-brand-color {color: #0064f9; }Prime members get FREE delivery Overnight 4\u202fAM - 8\u202fAM"},
  {"title": "BDFHYK A24278 Engine Air Filter Compatible with Infiniti, Nissan, Saab & Subaru - 350Z, Altima, Frontier, Maxima, Murano, Pathfinder, Quest, Sentra, Xterra, FX35, G20, JX35, M30, Forester", "asin": "B0DNT4LW8V", "price": "$11.99", "delivery": "FREE delivery Mon, May 5 on $35 of items shipped by Amazon"},
  {"title": "Engine Air Filter for ASCENT(2025-2019), CROSSTREK(2025-2018), FORESTER(2025-2019), IMPREZA(2025-2017), LEGACY(2025-2020), OUTBACK(2025-2020), WRX(2025-2022),Replacement for 16546AA16A", "asin": "B0C84QF2R5", "price": "$12.86", "delivery": "FREE delivery Mon, Apr 28 on $35 of items shipped by AmazonOr .prime-brand-color {color: #0064f9; }Prime members get FREE delivery Tomorrow, Apr 22"}]
  <|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": "2025-04-21T19:30:11.876Z", // 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": "2025-04-20T14:40:21.419Z", "action": "click", "action_argument": "nav_bar"}
  {"timestamp": "2025-04-20T14:40:26.255Z", "action": "click_product", "action_argument": "B0C2J8XTYY"}
  {"timestamp": "2025-04-20T14:42:01.212Z", "action": "click", "action_argument": "suggested_term"}
  {"timestamp": "2025-04-20T14:42:16.801Z", "action": "click_product", "action_argument": "B0DYZX33W5"}
  {"timestamp": "2025-04-20T14:43:07.125Z", "action": "click_product", "action_argument": "B0DLK12F7F"}
  {"timestamp": "2025-04-20T14:45:29.360Z", "action": "click", "action_argument": "other"}
  {"timestamp": "2025-04-20T21:10:20.778Z", "action": "click", "action_argument": "search"}
  {"timestamp": "2025-04-20T21:10:32.932Z", "action": "click", "action_argument": "nav_bar"}
  {"timestamp": "2025-04-20T21:11:11.786Z", "action": "click", "action_argument": "other"}
  {"timestamp": "2025-04-20T21:11:22.473Z", "action": "input", "action_argument": "t450"}
  {"timestamp": "2025-04-21T14:12:44.513Z", "action": "click", "action_argument": "quantity"}
  {"timestamp": "2025-04-21T14:12:51.758Z", "action": "click", "action_argument": "quantity"}
  {"timestamp": "2025-04-21T19:14:15.923Z", "action": "click", "action_argument": "suggested_term"}
  {"timestamp": "2025-04-21T19:14:25.158Z", "action": "click_product", "action_argument": "B0C2J8XTYY"}
  {"timestamp": "2025-04-21T19:14:40.358Z", "action": "click", "action_argument": "other"}
  {"timestamp": "2025-04-21T19:16:45.985Z", "action": "click", "action_argument": "search"}
  {"timestamp": "2025-04-21T19:16:49.069Z", "action": "input", "action_argument": "auto card "}
  {"timestamp": "2025-04-21T19:16:49.079Z", "action": "click", "action_argument": "suggested_term"}
  {"timestamp": "2025-04-21T19:17:20.340Z", "action": "click", "action_argument": "search"}
  {"timestamp": "2025-04-21T19:17:22.515Z", "action": "click", "action_argument": "search"}
  {"timestamp": "2025-04-21T19:17:28.614Z", "action": "click_product", "action_argument": "B09Q69K331"}
  {"timestamp": "2025-04-21T19:17:36.373Z", "action": "click", "action_argument": "review"}
  {"timestamp": "2025-04-21T19:18:15.120Z", "action": "click", "action_argument": "review"}
  {"timestamp": "2025-04-21T19:18:19.372Z", "action": "click", "action_argument": "product_option"}
  {"timestamp": "2025-04-21T19:19:14.720Z", "action": "input", "action_argument": "auto card shuffler any size"}
  {"timestamp": "2025-04-21T19:23:34.050Z", "action": "purchase", "action_argument": "B09Q69K331"}
  {"timestamp": "2025-04-21T19:23:56.412Z", "action": "click", "action_argument": "search"}
  {"timestamp": "2025-04-21T19:23:56.610Z", "action": "click", "action_argument": "search"}
  {"timestamp": "2025-04-21T19:23:57.192Z", "action": "click", "action_argument": "search"}
  {"timestamp": "2025-04-21T19:23:57.361Z", "action": "click", "action_argument": "search"}
  {"timestamp": "2025-04-21T19:23:57.539Z", "action": "click", "action_argument": "search"}
  {"timestamp": "2025-04-21T19:24:02.459Z", "action": "click", "action_argument": "search"}
  {"timestamp": "2025-04-21T19:24:09.850Z", "action": "click", "action_argument": "cart_side_bar"}
  {"timestamp": "2025-04-21T19:24:21.531Z", "action": "purchase", "action_argument": "B09Q69K331, B01FFOY006"}
  {"timestamp": "2025-04-21T19:26:53.417Z", "action": "click", "action_argument": "suggested_term"}
  {"timestamp": "2025-04-21T19:26:56.419Z", "action": "click", "action_argument": "search"}
  {"timestamp": "2025-04-21T19:26:57.317Z", "action": "click", "action_argument": "search"}
  {"timestamp": "2025-04-21T19:28:02.515Z", "action": "click", "action_argument": "search"}
  {"timestamp": "2025-04-21T19:28:02.658Z", "action": "click", "action_argument": "search"}
  {"timestamp": "2025-04-21T19:28:03.357Z", "action": "click", "action_argument": "search"}
  {"timestamp": "2025-04-21T19:28:03.517Z", "action": "click", "action_argument": "search"}
  {"timestamp": "2025-04-21T19:28:03.926Z", "action": "click", "action_argument": "search"}
  {"timestamp": "2025-04-21T19:28:10.957Z", "action": "click", "action_argument": "search"}
  {"timestamp": "2025-04-21T19:29:06.445Z", "action": "click_product", "action_argument": "B0CCBVY3BV"}
  {"timestamp": "2025-04-21T19:29:16.930Z", "action": "purchase", "action_argument": "B0CCBVY3BV"}
  <|memory_end|>
  
  <|action_start|>
  {"timestamp": "2025-04-21T19:29:21.185Z", "action": "click", "action_argument": "cart_side_bar"}
  {"timestamp": "2025-04-21T19:29:28.090Z", "action": "click", "action_argument": "suggested_term"}
  {"timestamp": "2025-04-21T19:29:29.216Z", "action": "click", "action_argument": "search"}
  {"timestamp": "2025-04-21T19:29:29.373Z", "action": "click", "action_argument": "search"}
  {"timestamp": "2025-04-21T19:29:30.377Z", "action": "input", "action_argument": "cabin air filter subaru forester 2020"}
  {"timestamp": "2025-04-21T19:29:32.731Z", "action": "click", "action_argument": "search"}
  {"timestamp": "2025-04-21T19:29:44.181Z", "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": "engine air filter subaru forester 2020"}],
  "cart_items": [{"title": "Spearhead Odor Defense Breathe Easy AC & Heater Cabin Filter | Fits 2019-24 Forester, 2022-24 WRX Like OEM | Up to 25% Longer Lasting w/Activated Carbon (BE-277)", "asin": "B0CCBVY3BV", "price": "$14.61", "quantity": "1"},
  {"title": "FEIERYA Automatic Card Shuffler 2 Deck,Battery-Operated Electric UNO Poker Shuffler,Playing Card Shuffler for Home Card Game,Travel", "asin": "B09Q69K331", "price": "$11.99", "quantity": "1"},
  {"title": "Philips OneBlade Replacement Blade QP220/50", "asin": "B01FFOY006", "price": "$22.95", "quantity": "1"},
  {"title": "Amazon Basics 10 Day Teeth Whitening Strips Kit, 10 Treatments, 1-Pack (Previously Solimo)", "asin": "B08QWW6V8T", "price": "$14.43"},
  {"title": "Amazon Basics Clean Plus Toothbrushes, Soft, Full, 10 Count, 1 Pack (Previously Solimo)", "asin": "B08QWYMMYL", "price": "$3.68"},
  {"title": "Amazon Basics Multipurpose Drawstring Trash Bags, 30 Gallon, 50 Count (Previously Solimo)", "asin": "B095PL2MPZ", "price": "$12.37"},
  {"title": "DASANI Purified Water Enhanced with Minerals, 16.9 Fl Oz (Pack of 24)", "asin": "B000T9SZOU", "price": "$4.99"},
  {"title": "Amazon Basic Care Minoxidil Topical Aerosol, 5% Foam, Hair Regrowth Treatment for Men, 6-month Supply, Unscented, 2.11 oz (Pack of 6)", "asin": "B07QXKMSJB", "price": "$59.08"}],
  "promotion_items": [{"title": "CA4309 Replacement Engine Air Filter, Efficient Filtration Offers 99% Air Purification, Fit for Nissan, Subaru, Infiniti, Isuzu Selected Models. ", "asin": "B0BZDM8HPX", "price": "$9.59", "quantity": ""},
  {"title": "Puroma Engine Air Filter Replacement for CA9997, GP997, Legacy (2005-2019), Outback (2005-2019), Impreza (2008-2016), Forester (2009-2018), Tribeca (2008-2014), WRX (2015-2018), B9 Tribeca (2006-2007) ", "asin": "B0D78H4QY6", "price": "$9.85", "quantity": ""},
  {"title": "Engine+Cabin Air Filters Fit for Subaru Forester 2.5L 2023 2022 2021 2020 2019 Engine Air Filter Replacement Cabin Air Filter Accessories# 72880-FL000 16546AA16A ", "asin": "B0DC6MJ3SP", "price": "$25.99", "quantity": ""},
  {"title": "PHILTOP Engine Air Filter CA12295 Replacement for Subaru Ascent, Crosstrek, Forester, Impreza, Legacy, Outback, WRX, 2017-2022, Flexible Panel ", "asin": "B0CSS165BK", "price": "$12.99", "quantity": ""}],
  "ads": [{"title": "PG Engine Air Filter PA99365 | Fits 2019-2025 Subaru Forester, 2018-2025 Crosstrek, 2020-2025 Outback, 2019-2025 Ascent, 2017-2025 Impreza, 2020-2025 Legacy, 2022-2025 WRX", "asin": "B07JBXL5NN"}],
  "search_results": [{"title": "FRAM Extra Guard Flexible Panel Engine Air Filter Replacement, Easy Install w/Advanced Engine Protection and Optimal Performance, CA12295 for Select Subaru Vehicles", "asin": "B07QRB9FQR", "price": "$13.34", "delivery": "FREE delivery Mon, Apr 28 on $35 of items shipped by Amazon Or Prime members get FREE delivery Wed, Apr 23"},
  {"title": "PG Engine Air Filter PA99365 | Fits 2019-2025 Subaru Forester, 2018-2025 Crosstrek, 2020-2025 Outback, 2019-2025 Ascent, 2017-2025 Impreza, 2020-2025 Legacy, 2022-2025 WRX", "asin": "B07JBXL5NN", "price": "$18.09", "delivery": "FREE delivery Mon, Apr 28 on $35 of items shipped by Amazon Or Prime members get FREE delivery Tomorrow, Apr 22"},
  {"title": "Subaru Engine Element Air Filter for 2019-2025 Forester Ascent 2020-2024 Outback Legacy 2024-2025 Crosstrek Impreza 2022-2024 WRX - 16546AA16A - Genuine OEM", "asin": "B072YV45X1", "price": "$29.00", "delivery": "FREE delivery Apr 24 - 28"},
  {"title": "1Pcs HEPA Cabin Air Filter and 1Pcs Engine Air Filter Fit for Subaru Forester 2.5L 2023 2022 2021 2020 2019 Activated Carbon Cabin Filter Replacement 72880-FL000 16546AA16A", "asin": "B0C4F3BG68", "price": "$23.99", "delivery": "FREE delivery Mon, Apr 28 on $35 of items shipped by Amazon Or Prime members get FREE delivery Tomorrow, Apr 22"},
  {"title": "A-Premium Engine Air Filter Compatible with Subaru Forester 2019-2022, Outback 2020-2022, Impreza 2017-2022, Crosstrek 2018-2022, Legacy, Ascent, WRX, Flexible Panel, Replace# 16546AA16A", "asin": "B0BLYPPNVN", "price": "$11.99", "delivery": "FREE delivery Mon, Apr 28 on $35 of items shipped by Amazon Or Prime members get FREE delivery Wed, Apr 23"},
  {"title": "Engine+Cabin Air Filters Fit for Subaru Forester 2.5L 2023 2022 2021 2020 2019 Engine Air Filter Replacement Cabin Air Filter Accessories# 72880-FL000 16546AA16A", "asin": "B0DC6MJ3SP", "price": "$25.99", "delivery": "FREE delivery Mon, Apr 28 on $35 of items shipped by Amazon Or Prime members get FREE delivery Overnight 4\u202fAM - 8\u202fAM"},
  {"title": "CA4309 Replacement Engine Air Filter, Efficient Filtration Offers 99% Air Purification, Fit for Nissan, Subaru, Infiniti, Isuzu Selected Models.", "asin": "B0BZDM8HPX", "price": "$9.59", "delivery": "FREE delivery Mon, Apr 28 on $35 of items shipped by AmazonOr .prime-brand-color {color: #0064f9; }Prime members get FREE delivery Wed, Apr 23"},
  {"title": "PHILTOP Engine Air Filter CA12295 Replacement for Subaru Ascent, Crosstrek, Forester, Impreza, Legacy, Outback, WRX, 2017-2022, Flexible Panel", "asin": "B0CSS165BK", "price": "$12.99", "delivery": "FREE delivery Mon, Apr 28 on $35 of items shipped by Amazon Or Prime members get FREE delivery Wed, Apr 23"},
  {"title": "ECOGARD XA11536 Premium Engine Air Filter Fits 2019\u20132026 Subaru Forester, 2018\u20132026 Crosstrek, 2020\u20132025 Outback, 2019\u20132025 Ascent, 2017\u20132025 Impreza, 2021\u20132026 Crosstrek, 2020\u20132025 Legacy", "asin": "B07FK6DZQX", "price": "$27.59", "delivery": "FREE delivery Apr 24 - 28"},
  {"title": "16546AA16A Engine Air Filter for Subaru 2020-2024 Outback Legacy, 2019-2024 Forester, 2018-2024 Impreza Crosstrek WRX, 2019-2023 Ascent", "asin": "B0DBLSS5PX", "price": "$14.99", "delivery": "FREE delivery Mon, Apr 28 on $35 of items shipped by Amazon Or Prime members get FREE delivery Overnight 4\u202fAM - 8\u202fAM"},
  {"title": "FRAM Extra Guard CA9997 Replacement Engine Air Filter for Select Subaru Models, Provides Up to 12 Months or 12,000 Miles Filter Protection", "asin": "B001C6Q34S", "price": "$14.50", "delivery": "FREE delivery Mon, Apr 28 on $35 of items shipped by Amazon Or Prime members get FREE delivery Overnight 4\u202fAM - 8\u202fAM"},
  {"title": "PG Engine Air Filter PA99365 | Fits 2019-2025 Subaru Forester, 2018-2025 Crosstrek, 2020-2025 Outback, 2019-2025 Ascent, 2017-2025 Impreza, 2020-2025 Legacy, 2022-2025 WRX", "asin": "B07JBXL5NN", "price": "$18.09", "delivery": "FREE delivery Mon, Apr 28 on $35 of items shipped by AmazonOr .prime-brand-color {color: #0064f9; }Prime members get FREE delivery Tomorrow, Apr 22"},
  {"title": "A-Premium 2-PC Engine Air Filter Compatible with Subaru Ascent, Crosstrek, Forester, Impreza, Legacy, Outback, WRX, 2017-2022, Flexible Panel, Replace# 16546-AA16A", "asin": "B0BLYRFD8Y", "price": "$21.99", "delivery": "FREE delivery Mon, Apr 28 on $35 of items shipped by Amazon Or Prime members get FREE delivery Wed, Apr 23"},
  {"title": "EPAuto GP295 (CA12295) Engine Air Filter, Replacement for Subaru Forester, Crosstrek, Ascent, Legacy, Outback, Impreza, WRX (2017\u20132024) \u2013 Fits 2.0L, 2.4L, 2.5L Gas & Hybrid Engines", "asin": "B0DFRZB24C", "price": "$12.87", "delivery": "FREE delivery Mon, Apr 28 on $35 of items shipped by Amazon Or Prime members get FREE delivery Tomorrow, Apr 22"},
  {"title": "Engine Air Filter CA12295 16546-AA16A Air Filter for Subaru 2019-2023 Ascent, 2018-2023 Crosstrek, 2019-2023 Forester, 2017-2023 Impreza, 2020-2023 Legacy, 2020-2023 Outback, 2022-2023 Wrx", "asin": "B0D2966X4G", "price": "$14.99", "delivery": "FREE delivery Mon, Apr 28 on $35 of items shipped by Amazon Or Prime members get FREE delivery Overnight 4\u202fAM - 8\u202fAM"},
  {"title": "KAX Engine Air Filter, CA12295 Replacement for Subaru Crosstrek 2018-2023, Forester 2019-2023, Outback 2020-2023, Impreza 2017-2023, Ascent, Legacy, WRX, Advanced Air Filter Media", "asin": "B0CT7TLSMT", "price": "$12.99", "delivery": "FREE delivery May 12 - Jun 3 Or fastest delivery Wed, Apr 23 Only 1 left in stock - order soon."},
  {"title": "Engine+Cabin Air Filters Fit for Subaru Forester 2.5L 2023 2022 2021 2020 2019 Engine Air Filter Replacement Cabin Air Filter Accessories# 72880-FL000 16546AA16A", "asin": "B0DC6MJ3SP", "price": "$25.99", "delivery": "FREE delivery Mon, Apr 28 on $35 of items shipped by AmazonOr .prime-brand-color {color: #0064f9; }Prime members get FREE delivery Overnight 4\u202fAM - 8\u202fAM"},
  {"title": "K&N Engine Air Filter: Long Life 18,000 Mile Replacement Air Filter: Compatible with 2016-2019 Subaru H4 1.6/2.0/2.4 L (Ascent, Crosstrek, Forester, Impreza, XV), KNA-5064", "asin": "B0DHHLP1Q2", "price": "$19.73", "delivery": "FREE delivery Mon, Apr 28 on $35 of items shipped by Amazon Or Prime members get FREE delivery Wed, Apr 23"},
  {"title": "AirTechnik 72880FL000 Cabin Air Filter w/Activated Carbon | Fits Subaru Forester 2019-2025, WRX 2022-2024", "asin": "B08X8Y6FK3", "price": "$13.97", "delivery": "FREE delivery Mon, Apr 28 on $35 of items shipped by Amazon Or Prime members get FREE delivery Overnight 4\u202fAM - 8\u202fAM"},
  {"title": "Puroma Engine Air Filter Replacement for CA9997, GP997, Legacy (2005-2019), Outback (2005-2019), Impreza (2008-2016), Forester (2009-2018), Tribeca (2008-2014), WRX (2015-2018), B9 Tribeca (2006-2007)", "asin": "B0D78H4QY6", "price": "$9.85", "delivery": "FREE delivery Mon, Apr 28 on $35 of items shipped by AmazonOr .prime-brand-color {color: #0064f9; }Prime members get FREE delivery Overnight 4\u202fAM - 8\u202fAM"},
  {"title": "BDFHYK A24278 Engine Air Filter Compatible with Infiniti, Nissan, Saab & Subaru - 350Z, Altima, Frontier, Maxima, Murano, Pathfinder, Quest, Sentra, Xterra, FX35, G20, JX35, M30, Forester", "asin": "B0DNT4LW8V", "price": "$11.99", "delivery": "FREE delivery Mon, May 5 on $35 of items shipped by Amazon"},
  {"title": "Engine Air Filter for ASCENT(2025-2019), CROSSTREK(2025-2018), FORESTER(2025-2019), IMPREZA(2025-2017), LEGACY(2025-2020), OUTBACK(2025-2020), WRX(2025-2022),Replacement for 16546AA16A", "asin": "B0C84QF2R5", "price": "$12.86", "delivery": "FREE delivery Mon, Apr 28 on $35 of items shipped by AmazonOr .prime-brand-color {color: #0064f9; }Prime members get FREE delivery Tomorrow, Apr 22"}]
  <|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": "2025-04-21T19:30:11.876Z", // 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>
  