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"}
  {"timestamp": "2025-04-21T19:30:11.876Z", "action": "click", "action_argument": "cart_side_bar"}
  {"timestamp": "2025-04-21T19:30:15.477Z", "action": "click", "action_argument": "product_option"}
  {"timestamp": "2025-04-21T19:30:17.443Z", "action": "click", "action_argument": "product_option"}
  {"timestamp": "2025-04-21T19:31:00.611Z", "action": "click", "action_argument": "other"}
  {"timestamp": "2025-04-21T19:31:06.787Z", "action": "input", "action_argument": "engin"}
  {"timestamp": "2025-04-21T19:31:06.870Z", "action": "click", "action_argument": "suggested_term"}
  {"timestamp": "2025-04-21T19:31:10.123Z", "action": "click", "action_argument": "search"}
  {"timestamp": "2025-04-21T19:31:12.310Z", "action": "input", "action_argument": "engine air filter and "}
  {"timestamp": "2025-04-21T19:31:12.418Z", "action": "click", "action_argument": "suggested_term"}
  {"timestamp": "2025-04-21T19:31:13.510Z", "action": "click", "action_argument": "search"}
  {"timestamp": "2025-04-21T19:31:19.324Z", "action": "click", "action_argument": "search"}
  {"timestamp": "2025-04-21T19:31:36.428Z", "action": "click_product", "action_argument": "B0DC6MJ3SP"}
  <|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 and cabin filter combo 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"}],
  "product_details": [{"asin": "B0DC6MJ3SP"},
  {"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"},
  {"price": "$25.99"},
  {"bullet_list": "[Applicable Vehicle Models] This cabin air filter is compatible with 2023 2022 2021 2020 2019 Subaru Forester 2.5L \u3010High-efficiency Purification\u3011The engine air filter adopts a high-fiber structure with high filtration precision, it efficiently filters out 99% of the impurities in the air. The automotive cabin air filter utilizes multi-layer filtration materials, which can freshen the air for drivers and passengers \u3010Low Resistance Design\u3011RVgolf Air Filter is craftsmanship, which can effectively improve the air intake efficiency of the engine or equipment, reduce engine noise and vibration. Cabin air filters employ low-resistance designs to minimize noise during airflow, ensuring a quieter operation of the AC system \u3010Reference Number\u3011Engine air filter replace# 16546AA16A. Cabin air filter replace# 72880-FL000. Please confirm if it is compatible for your car before placing an order \u3010Seamless Setup\u3011Replacing the air filter is hassle-free and swiftly done by the driver with minimal steps. It is recommended that the filter be changed every 12 months or 12,000 miles to protect the engine and keep the air clean"}],
  "product_quantity": [{"quantity": "1"},
  {"quantity": "1"}],
  "product_options": [{"Size": "19-23 Forester"}],
  "promotion_items": [{"title": "Cabin Air Filter H12775 Fit for 2019-2025 Subaru Forester,2022-2024 Subaru WRX - 72...", "asin": "B0DQV6HCLZ", "price": "$22.78", "quantity": ""},
  {"title": "PG Cabin Air Filter PC99497X | Fits 2019-2024 Subaru Forester, 2022-2025 WRX", "asin": "B08B38PH2D", "price": "$19.86", "quantity": ""},
  {"title": "CF12775 Cabin Air Filter Compatible with SUBARU FORESTER 2019-2024 WRX 2022-2024 Pa...", "asin": "B0D7ZYQKN2", "price": "$20.98", "quantity": ""},
  {"title": "1*HEPA Cabin Air Filter replacement CF12775 Compatible with Subaru Forester,WRX 201...", "asin": "B0DFCFSTFL", "price": "$19.98", "quantity": ""},
  {"title": "2-Pcs Cabin Air Filter for Subaru Forester 2.5L 2019-2024, WRX 2022-2024 Cabin Filt...", "asin": "B0DC9KJGQM", "price": "$15.99", "quantity": ""},
  {"title": "1Pcs HEPA Cabin Air Filter and 1Pcs Engine Air Filter Fit for Subaru Forester 2.5L ...", "asin": "B0C4F3BG68", "price": "$23.99", "quantity": ""},
  {"title": "Cabin Engine Air Filter kit for Telluride (2020-2024), Santa Fe 2.0L 2.4L (2019-202...", "asin": "B0D2DWTW4X", "price": "$31.89", "quantity": ""},
  {"title": "2PCS Engine Air Filter Fit for Subaru Ascent 19-25, Forester 19-24, Impreza 17-23, ...", "asin": "B0DH2FK14K", "price": "$21.99", "quantity": ""},
  {"title": "JTCAF156-W3 Cabin air filter for Forester (2023-2019),WRX (2023-2022),Replacement f...", "asin": "B0C64Z37JN", "price": "$22.99", "quantity": ""},
  {"title": "2-Pack Cabin Air Filter Fits for Subaru Ascent, Crosstrek, Impreza, Legacy, Outback...", "asin": "B0CB8B2RJF", "price": "$19.88", "quantity": ""},
  {"title": "2-Pack HEPA Cabin Air Filter Fits for Subaru Crosstrek, Forester, Impreza, WRX, WRX...", "asin": "B0CM68R9FP", "price": "$19.88", "quantity": ""},
  {"title": "2-Pcs Cabin Air Filter for Subaru Forester 2.5L 2019-2024, WRX 2022-2024 Cabin Filt...", "asin": "B0DC9KJGQM", "price": "$15.99", "quantity": ""},
  {"title": "1 HEPA Pack Cabin Air Filter and 1 Pack Engine Air Filter fit for 2019-2022 Subaru ...", "asin": "B0D5LMWDPN", "price": "$24.99", "quantity": ""},
  {"title": "QT930-997 CABIN&ENGINE AIR FILTER For Forester (2009-2018), Impreza (2008-2016),XV ...", "asin": "B0CL6J5ZKY", "price": "$26.99", "quantity": ""},
  {"title": "ITESIER Cabin Engine Air Filter kit for Telluride (2020-2024), Santa Fe 2.0L 2.4L (2019-2020), Replaces 97133-J5000, 97133-3M000, WP10367, 28113-A9100", "asin": "B0D2DWTW4X", "price": "$31.89", "quantity": ""},
  {"title": "SERVKITOUR Cabin and Engine Air Filter Set for Palisade 2020 2021 2022 2023 2024 2025, Replace 97133S8000, WP10080, 28113A9100, CA11943", "asin": "B0DQ8Y7G8W", "price": "$28.79", "quantity": ""},
  {"title": "Forccord 2-Pack HEPA Cabin Air Filter Fits for Subaru Forester 2.5L (2019-2023), WRX (2022-2025) Activated Carbon Cabin Filter Replacement 72880-FL000 Car Accessories", "asin": "B0CD7J3LPW", "price": "$25.88", "quantity": ""},
  {"title": "Forccord 2-PACK HEPA Cabin Air Filter Fits for Chrysler Town & Country,Dodge Grand Caravan,Nissan Armada/Titan,Infiniti G25/G35/M45/Q40/Q50/QX70 Carbon Cabin Filter Replacement CF10743 Car Accessories", "asin": "B0BZYW7H56", "price": "$18.99", "quantity": ""},
  {"title": "RVgolf 2-Pcs Cabin Air Filter for Subaru Forester 2.5L 2019-2024, WRX 2022-2024 Cabin Filter for Car Replacement for 72880-FL000 Essential Automotive Accessories", "asin": "B0DC9KJGQM", "price": "$15.99", "quantity": ""},
  {"title": "Forccord 1 HEPA Pack Cabin Air Filter and 1 Pack Engine Air Filter fit for 2019-2022 Subaru Ascent 2.4L/2018-2022 Subaru Crosstrek 2.0L/2021-22 Subaru Crosstrek 2.5L 72880FL00A 16546AA16A", "asin": "B0D5LMWDPN", "price": "$24.99", "quantity": ""},
  {"title": "N9FE5W Cabin Engine Air Filter for Subaru LEGACY OUTBACK ASCENT CROSSTREK IMPREZA", "asin": "B0CL9FGHF7", "price": "$20.00", "quantity": ""}],
  "comparison_items": [{"title": "RVgolf 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"},
  {"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"},
  {"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"},
  {"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"},
  {"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"},
  {"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"}]
  <|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": "2025-04-21T19:32:59.010Z", // 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"}
  {"timestamp": "2025-04-21T19:30:11.876Z", "action": "click", "action_argument": "cart_side_bar"}
  {"timestamp": "2025-04-21T19:30:15.477Z", "action": "click", "action_argument": "product_option"}
  {"timestamp": "2025-04-21T19:30:17.443Z", "action": "click", "action_argument": "product_option"}
  {"timestamp": "2025-04-21T19:31:00.611Z", "action": "click", "action_argument": "other"}
  {"timestamp": "2025-04-21T19:31:06.787Z", "action": "input", "action_argument": "engin"}
  {"timestamp": "2025-04-21T19:31:06.870Z", "action": "click", "action_argument": "suggested_term"}
  {"timestamp": "2025-04-21T19:31:10.123Z", "action": "click", "action_argument": "search"}
  {"timestamp": "2025-04-21T19:31:12.310Z", "action": "input", "action_argument": "engine air filter and "}
  {"timestamp": "2025-04-21T19:31:12.418Z", "action": "click", "action_argument": "suggested_term"}
  {"timestamp": "2025-04-21T19:31:13.510Z", "action": "click", "action_argument": "search"}
  {"timestamp": "2025-04-21T19:31:19.324Z", "action": "click", "action_argument": "search"}
  {"timestamp": "2025-04-21T19:31:36.428Z", "action": "click_product", "action_argument": "B0DC6MJ3SP"}
  <|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 and cabin filter combo 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"}],
  "product_details": [{"asin": "B0DC6MJ3SP"},
  {"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"},
  {"price": "$25.99"},
  {"bullet_list": "[Applicable Vehicle Models] This cabin air filter is compatible with 2023 2022 2021 2020 2019 Subaru Forester 2.5L \u3010High-efficiency Purification\u3011The engine air filter adopts a high-fiber structure with high filtration precision, it efficiently filters out 99% of the impurities in the air. The automotive cabin air filter utilizes multi-layer filtration materials, which can freshen the air for drivers and passengers \u3010Low Resistance Design\u3011RVgolf Air Filter is craftsmanship, which can effectively improve the air intake efficiency of the engine or equipment, reduce engine noise and vibration. Cabin air filters employ low-resistance designs to minimize noise during airflow, ensuring a quieter operation of the AC system \u3010Reference Number\u3011Engine air filter replace# 16546AA16A. Cabin air filter replace# 72880-FL000. Please confirm if it is compatible for your car before placing an order \u3010Seamless Setup\u3011Replacing the air filter is hassle-free and swiftly done by the driver with minimal steps. It is recommended that the filter be changed every 12 months or 12,000 miles to protect the engine and keep the air clean"}],
  "product_quantity": [{"quantity": "1"},
  {"quantity": "1"}],
  "product_options": [{"Size": "19-23 Forester"}],
  "promotion_items": [{"title": "Cabin Air Filter H12775 Fit for 2019-2025 Subaru Forester,2022-2024 Subaru WRX - 72...", "asin": "B0DQV6HCLZ", "price": "$22.78", "quantity": ""},
  {"title": "PG Cabin Air Filter PC99497X | Fits 2019-2024 Subaru Forester, 2022-2025 WRX", "asin": "B08B38PH2D", "price": "$19.86", "quantity": ""},
  {"title": "CF12775 Cabin Air Filter Compatible with SUBARU FORESTER 2019-2024 WRX 2022-2024 Pa...", "asin": "B0D7ZYQKN2", "price": "$20.98", "quantity": ""},
  {"title": "1*HEPA Cabin Air Filter replacement CF12775 Compatible with Subaru Forester,WRX 201...", "asin": "B0DFCFSTFL", "price": "$19.98", "quantity": ""},
  {"title": "2-Pcs Cabin Air Filter for Subaru Forester 2.5L 2019-2024, WRX 2022-2024 Cabin Filt...", "asin": "B0DC9KJGQM", "price": "$15.99", "quantity": ""},
  {"title": "1Pcs HEPA Cabin Air Filter and 1Pcs Engine Air Filter Fit for Subaru Forester 2.5L ...", "asin": "B0C4F3BG68", "price": "$23.99", "quantity": ""},
  {"title": "Cabin Engine Air Filter kit for Telluride (2020-2024), Santa Fe 2.0L 2.4L (2019-202...", "asin": "B0D2DWTW4X", "price": "$31.89", "quantity": ""},
  {"title": "2PCS Engine Air Filter Fit for Subaru Ascent 19-25, Forester 19-24, Impreza 17-23, ...", "asin": "B0DH2FK14K", "price": "$21.99", "quantity": ""},
  {"title": "JTCAF156-W3 Cabin air filter for Forester (2023-2019),WRX (2023-2022),Replacement f...", "asin": "B0C64Z37JN", "price": "$22.99", "quantity": ""},
  {"title": "2-Pack Cabin Air Filter Fits for Subaru Ascent, Crosstrek, Impreza, Legacy, Outback...", "asin": "B0CB8B2RJF", "price": "$19.88", "quantity": ""},
  {"title": "2-Pack HEPA Cabin Air Filter Fits for Subaru Crosstrek, Forester, Impreza, WRX, WRX...", "asin": "B0CM68R9FP", "price": "$19.88", "quantity": ""},
  {"title": "2-Pcs Cabin Air Filter for Subaru Forester 2.5L 2019-2024, WRX 2022-2024 Cabin Filt...", "asin": "B0DC9KJGQM", "price": "$15.99", "quantity": ""},
  {"title": "1 HEPA Pack Cabin Air Filter and 1 Pack Engine Air Filter fit for 2019-2022 Subaru ...", "asin": "B0D5LMWDPN", "price": "$24.99", "quantity": ""},
  {"title": "QT930-997 CABIN&ENGINE AIR FILTER For Forester (2009-2018), Impreza (2008-2016),XV ...", "asin": "B0CL6J5ZKY", "price": "$26.99", "quantity": ""},
  {"title": "ITESIER Cabin Engine Air Filter kit for Telluride (2020-2024), Santa Fe 2.0L 2.4L (2019-2020), Replaces 97133-J5000, 97133-3M000, WP10367, 28113-A9100", "asin": "B0D2DWTW4X", "price": "$31.89", "quantity": ""},
  {"title": "SERVKITOUR Cabin and Engine Air Filter Set for Palisade 2020 2021 2022 2023 2024 2025, Replace 97133S8000, WP10080, 28113A9100, CA11943", "asin": "B0DQ8Y7G8W", "price": "$28.79", "quantity": ""},
  {"title": "Forccord 2-Pack HEPA Cabin Air Filter Fits for Subaru Forester 2.5L (2019-2023), WRX (2022-2025) Activated Carbon Cabin Filter Replacement 72880-FL000 Car Accessories", "asin": "B0CD7J3LPW", "price": "$25.88", "quantity": ""},
  {"title": "Forccord 2-PACK HEPA Cabin Air Filter Fits for Chrysler Town & Country,Dodge Grand Caravan,Nissan Armada/Titan,Infiniti G25/G35/M45/Q40/Q50/QX70 Carbon Cabin Filter Replacement CF10743 Car Accessories", "asin": "B0BZYW7H56", "price": "$18.99", "quantity": ""},
  {"title": "RVgolf 2-Pcs Cabin Air Filter for Subaru Forester 2.5L 2019-2024, WRX 2022-2024 Cabin Filter for Car Replacement for 72880-FL000 Essential Automotive Accessories", "asin": "B0DC9KJGQM", "price": "$15.99", "quantity": ""},
  {"title": "Forccord 1 HEPA Pack Cabin Air Filter and 1 Pack Engine Air Filter fit for 2019-2022 Subaru Ascent 2.4L/2018-2022 Subaru Crosstrek 2.0L/2021-22 Subaru Crosstrek 2.5L 72880FL00A 16546AA16A", "asin": "B0D5LMWDPN", "price": "$24.99", "quantity": ""},
  {"title": "N9FE5W Cabin Engine Air Filter for Subaru LEGACY OUTBACK ASCENT CROSSTREK IMPREZA", "asin": "B0CL9FGHF7", "price": "$20.00", "quantity": ""}],
  "comparison_items": [{"title": "RVgolf 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"},
  {"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"},
  {"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"},
  {"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"},
  {"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"},
  {"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"}]
  <|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": "2025-04-21T19:32:59.010Z", // 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"}
  {"timestamp": "2025-04-21T19:30:11.876Z", "action": "click", "action_argument": "cart_side_bar"}
  {"timestamp": "2025-04-21T19:30:15.477Z", "action": "click", "action_argument": "product_option"}
  {"timestamp": "2025-04-21T19:30:17.443Z", "action": "click", "action_argument": "product_option"}
  {"timestamp": "2025-04-21T19:31:00.611Z", "action": "click", "action_argument": "other"}
  {"timestamp": "2025-04-21T19:31:06.787Z", "action": "input", "action_argument": "engin"}
  {"timestamp": "2025-04-21T19:31:06.870Z", "action": "click", "action_argument": "suggested_term"}
  {"timestamp": "2025-04-21T19:31:10.123Z", "action": "click", "action_argument": "search"}
  {"timestamp": "2025-04-21T19:31:12.310Z", "action": "input", "action_argument": "engine air filter and "}
  {"timestamp": "2025-04-21T19:31:12.418Z", "action": "click", "action_argument": "suggested_term"}
  {"timestamp": "2025-04-21T19:31:13.510Z", "action": "click", "action_argument": "search"}
  {"timestamp": "2025-04-21T19:31:19.324Z", "action": "click", "action_argument": "search"}
  {"timestamp": "2025-04-21T19:31:36.428Z", "action": "click_product", "action_argument": "B0DC6MJ3SP"}
  <|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 and cabin filter combo 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"}],
  "product_details": [{"asin": "B0DC6MJ3SP"},
  {"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"},
  {"price": "$25.99"},
  {"bullet_list": "[Applicable Vehicle Models] This cabin air filter is compatible with 2023 2022 2021 2020 2019 Subaru Forester 2.5L \u3010High-efficiency Purification\u3011The engine air filter adopts a high-fiber structure with high filtration precision, it efficiently filters out 99% of the impurities in the air. The automotive cabin air filter utilizes multi-layer filtration materials, which can freshen the air for drivers and passengers \u3010Low Resistance Design\u3011RVgolf Air Filter is craftsmanship, which can effectively improve the air intake efficiency of the engine or equipment, reduce engine noise and vibration. Cabin air filters employ low-resistance designs to minimize noise during airflow, ensuring a quieter operation of the AC system \u3010Reference Number\u3011Engine air filter replace# 16546AA16A. Cabin air filter replace# 72880-FL000. Please confirm if it is compatible for your car before placing an order \u3010Seamless Setup\u3011Replacing the air filter is hassle-free and swiftly done by the driver with minimal steps. It is recommended that the filter be changed every 12 months or 12,000 miles to protect the engine and keep the air clean"}],
  "product_quantity": [{"quantity": "1"},
  {"quantity": "1"}],
  "product_options": [{"Size": "19-23 Forester"}],
  "promotion_items": [{"title": "Cabin Air Filter H12775 Fit for 2019-2025 Subaru Forester,2022-2024 Subaru WRX - 72...", "asin": "B0DQV6HCLZ", "price": "$22.78", "quantity": ""},
  {"title": "PG Cabin Air Filter PC99497X | Fits 2019-2024 Subaru Forester, 2022-2025 WRX", "asin": "B08B38PH2D", "price": "$19.86", "quantity": ""},
  {"title": "CF12775 Cabin Air Filter Compatible with SUBARU FORESTER 2019-2024 WRX 2022-2024 Pa...", "asin": "B0D7ZYQKN2", "price": "$20.98", "quantity": ""},
  {"title": "1*HEPA Cabin Air Filter replacement CF12775 Compatible with Subaru Forester,WRX 201...", "asin": "B0DFCFSTFL", "price": "$19.98", "quantity": ""},
  {"title": "2-Pcs Cabin Air Filter for Subaru Forester 2.5L 2019-2024, WRX 2022-2024 Cabin Filt...", "asin": "B0DC9KJGQM", "price": "$15.99", "quantity": ""},
  {"title": "1Pcs HEPA Cabin Air Filter and 1Pcs Engine Air Filter Fit for Subaru Forester 2.5L ...", "asin": "B0C4F3BG68", "price": "$23.99", "quantity": ""},
  {"title": "Cabin Engine Air Filter kit for Telluride (2020-2024), Santa Fe 2.0L 2.4L (2019-202...", "asin": "B0D2DWTW4X", "price": "$31.89", "quantity": ""},
  {"title": "2PCS Engine Air Filter Fit for Subaru Ascent 19-25, Forester 19-24, Impreza 17-23, ...", "asin": "B0DH2FK14K", "price": "$21.99", "quantity": ""},
  {"title": "JTCAF156-W3 Cabin air filter for Forester (2023-2019),WRX (2023-2022),Replacement f...", "asin": "B0C64Z37JN", "price": "$22.99", "quantity": ""},
  {"title": "2-Pack Cabin Air Filter Fits for Subaru Ascent, Crosstrek, Impreza, Legacy, Outback...", "asin": "B0CB8B2RJF", "price": "$19.88", "quantity": ""},
  {"title": "2-Pack HEPA Cabin Air Filter Fits for Subaru Crosstrek, Forester, Impreza, WRX, WRX...", "asin": "B0CM68R9FP", "price": "$19.88", "quantity": ""},
  {"title": "2-Pcs Cabin Air Filter for Subaru Forester 2.5L 2019-2024, WRX 2022-2024 Cabin Filt...", "asin": "B0DC9KJGQM", "price": "$15.99", "quantity": ""},
  {"title": "1 HEPA Pack Cabin Air Filter and 1 Pack Engine Air Filter fit for 2019-2022 Subaru ...", "asin": "B0D5LMWDPN", "price": "$24.99", "quantity": ""},
  {"title": "QT930-997 CABIN&ENGINE AIR FILTER For Forester (2009-2018), Impreza (2008-2016),XV ...", "asin": "B0CL6J5ZKY", "price": "$26.99", "quantity": ""},
  {"title": "ITESIER Cabin Engine Air Filter kit for Telluride (2020-2024), Santa Fe 2.0L 2.4L (2019-2020), Replaces 97133-J5000, 97133-3M000, WP10367, 28113-A9100", "asin": "B0D2DWTW4X", "price": "$31.89", "quantity": ""},
  {"title": "SERVKITOUR Cabin and Engine Air Filter Set for Palisade 2020 2021 2022 2023 2024 2025, Replace 97133S8000, WP10080, 28113A9100, CA11943", "asin": "B0DQ8Y7G8W", "price": "$28.79", "quantity": ""},
  {"title": "Forccord 2-Pack HEPA Cabin Air Filter Fits for Subaru Forester 2.5L (2019-2023), WRX (2022-2025) Activated Carbon Cabin Filter Replacement 72880-FL000 Car Accessories", "asin": "B0CD7J3LPW", "price": "$25.88", "quantity": ""},
  {"title": "Forccord 2-PACK HEPA Cabin Air Filter Fits for Chrysler Town & Country,Dodge Grand Caravan,Nissan Armada/Titan,Infiniti G25/G35/M45/Q40/Q50/QX70 Carbon Cabin Filter Replacement CF10743 Car Accessories", "asin": "B0BZYW7H56", "price": "$18.99", "quantity": ""},
  {"title": "RVgolf 2-Pcs Cabin Air Filter for Subaru Forester 2.5L 2019-2024, WRX 2022-2024 Cabin Filter for Car Replacement for 72880-FL000 Essential Automotive Accessories", "asin": "B0DC9KJGQM", "price": "$15.99", "quantity": ""},
  {"title": "Forccord 1 HEPA Pack Cabin Air Filter and 1 Pack Engine Air Filter fit for 2019-2022 Subaru Ascent 2.4L/2018-2022 Subaru Crosstrek 2.0L/2021-22 Subaru Crosstrek 2.5L 72880FL00A 16546AA16A", "asin": "B0D5LMWDPN", "price": "$24.99", "quantity": ""},
  {"title": "N9FE5W Cabin Engine Air Filter for Subaru LEGACY OUTBACK ASCENT CROSSTREK IMPREZA", "asin": "B0CL9FGHF7", "price": "$20.00", "quantity": ""}],
  "comparison_items": [{"title": "RVgolf 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"},
  {"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"},
  {"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"},
  {"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"},
  {"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"},
  {"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"}]
  <|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": "2025-04-21T19:32:59.010Z", // 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>
  