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": "2025-04-12T17:22:04.530Z", "action": "click", "action_argument": "search"}
  {"timestamp": "2025-04-12T17:22:04.911Z", "action": "click", "action_argument": "search"}
  {"timestamp": "2025-04-12T17:22:30.466Z", "action": "click_product", "action_argument": "B00G8DDCEE"}
  {"timestamp": "2025-04-12T17:23:48.839Z", "action": "input", "action_argument": "always+ultra+thin+pads regular"}
  {"timestamp": "2025-04-12T17:23:49.425Z", "action": "click", "action_argument": "search"}
  {"timestamp": "2025-04-12T17:24:29.365Z", "action": "click_product", "action_argument": "B00G8DDCEE"}
  {"timestamp": "2025-04-12T17:24:33.460Z", "action": "purchase", "action_argument": "B00G8DDCEE"}
  {"timestamp": "2025-04-12T23:46:14.011Z", "action": "click", "action_argument": "nav_bar"}
  {"timestamp": "2025-04-12T23:46:36.177Z", "action": "click", "action_argument": "review"}
  {"timestamp": "2025-04-13T21:11:27.286Z", "action": "click", "action_argument": "product_option"}
  {"timestamp": "2025-04-13T21:11:32.271Z", "action": "click", "action_argument": "product_option"}
  {"timestamp": "2025-04-13T21:11:42.672Z", "action": "click", "action_argument": "product_option"}
  {"timestamp": "2025-04-13T21:14:50.605Z", "action": "click", "action_argument": "page_related"}
  {"timestamp": "2025-04-13T21:14:59.133Z", "action": "click", "action_argument": "page_related"}
  {"timestamp": "2025-04-13T21:15:02.600Z", "action": "click", "action_argument": "page_related"}
  {"timestamp": "2025-04-13T21:15:04.823Z", "action": "click", "action_argument": "other"}
  {"timestamp": "2025-04-13T21:15:08.373Z", "action": "click", "action_argument": "page_related"}
  {"timestamp": "2025-04-13T21:15:10.937Z", "action": "click", "action_argument": "page_related"}
  {"timestamp": "2025-04-14T01:39:29.917Z", "action": "input", "action_argument": "post it notes"}
  {"timestamp": "2025-04-14T01:39:30.371Z", "action": "click", "action_argument": "search"}
  {"timestamp": "2025-04-14T01:39:46.757Z", "action": "click_product", "action_argument": "B0CMGJ6FRB"}
  {"timestamp": "2025-04-14T01:40:46.683Z", "action": "purchase", "action_argument": "B0CMGJ6FRB"}
  {"timestamp": "2025-04-14T01:40:56.477Z", "action": "click", "action_argument": "product_option"}
  {"timestamp": "2025-04-14T01:41:05.492Z", "action": "click", "action_argument": "product_option"}
  {"timestamp": "2025-04-14T01:41:23.020Z", "action": "click", "action_argument": "nav_bar"}
  {"timestamp": "2025-04-14T01:41:27.655Z", "action": "purchase", "action_argument": "B0CMGJ6FRB"}
  {"timestamp": "2025-04-14T01:42:10.423Z", "action": "click", "action_argument": "nav_bar"}
  {"timestamp": "2025-04-14T01:42:14.723Z", "action": "click", "action_argument": "nav_bar"}
  <|memory_end|>
  
  <|action_start|>
  {"timestamp": "2025-04-15T18:02:55.855Z", "action": "input", "action_argument": "paper quilling kit"}
  {"timestamp": "2025-04-15T18:04:19.566Z", "action": "click_product", "action_argument": "B00Z1EEB28"}
  {"timestamp": "2025-04-15T18:05:44.746Z", "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": "paper quilling strips"}],
  "product_details": [{"asin": "B00Z1EEB28"},
  {"title": "JUYA Multi-color Quilling Strips Set 720 Strips 36 Colors 54cm Length/strip Paper Width 3mm"},
  {"price": "$9.99"},
  {"bullet_list": "Red, yellow, blue, green, purple, brown series colors, 36 colors total, good for beginers Each color is 20 strips, total is 720 strips. 6 colors and 120 strips in 1 package, total in 6 packages Each strip length is 54cm (approx. 21.26 in), good for create quilling project The paper is about 120gsm, you can choose width from 3mm,5mm,7mm,10mm This width is 3mm (approx. 0.12 in), very popular"}],
  "product_quantity": [{"quantity": "1"}],
  "product_options": [{"Size": "Paper Width 3mm"}],
  "promotion_items": [{"title": "IMISNO Paper Quilling Strips Set 1040 Strips 26 Colors (3/5/7/10mmx38cm,Pack of 4 Sets)", "asin": "B01DVYWU36", "price": "$10.99", "quantity": ""},
  {"title": "9 Pack 900 Strips Quilling Paper Kit, 5mm x 39cm, 36 Shades of Colors, Quilling Paper, Arts and Craft, Card Design Making, Paper Flower Making", "asin": "B073WWCRNQ", "price": "$10.99", "quantity": ""},
  {"title": "TUPARKA 19 Pcs Paper Quilling Kits 45 Colors 900 Strips Quilling Art Paper DIY Craft", "asin": "B07R4HT35P", "price": "$15.39", "quantity": ""},
  {"title": "2 in 1 Quilling Slotted Tool Paper Rolling Electric Pen for General Quilling Paper Strips and Wider Paper Strips", "asin": "B07PPT35VM", "price": "$8.99", "quantity": ""},
  {"title": "JUYA Paper Quilling Gradient Series Set 10 Colors QP388 (10 Packs Individual, Width: 5mm)", "asin": "B07XYDLN1T", "price": "$13.99", "quantity": ""},
  {"title": "JUYA Quilling Paper and Tools Classic Set QK10 (Blue, Have Glue)", "asin": "B07GJCYP1X", "price": "$14.99", "quantity": ""},
  {"title": "PATIKIL 240pcs Quilling Strips Paper 3/8\"(10mm) 21\"(54cm) Origami Paper Quilling Strip for Art DIY Craft Christmas, Pink", "asin": "B0DV3M985W", "price": "$9.99", "quantity": ""},
  {"title": "180Pcs Quilling Paper Strips, 36 Colors Quilling Paper Set Quilling Strips with Length 53cm Width 7mm for DIY Arts and Crafts", "asin": "B0DT71VQLN", "price": "$6.99", "quantity": ""},
  {"title": "PATIKIL 240pcs Quilling Strips Paper 3/8\"(10mm) 21\"(54cm) Origami Paper Quilling Strip for Art DIY Craft Christmas, Light Blue", "asin": "B0DV3GD953", "price": "$9.99", "quantity": ""},
  {"title": "12 Pack Paper Quilling Tools Slotted Kit, Different Sizes Rolling Curling Quilling Needle Pen Paper Cardmaking Project Tools Set for Paper Flowers", "asin": "B08DX69D6R", "price": "$6.97", "quantity": ""},
  {"title": "Auvotuis 3mm Width Quilling Paper Strips 40 Colors 900 Strips Paper Quilling Strips Kit Origami Paper Strips for DIY Art Craft, Length 39cm", "asin": "B0CRHGTJ2G", "price": "$8.09", "quantity": ""},
  {"title": "TUPARKA 15 PCS Paper Quilling Kits with 29 Colors 600 Strips Quilling Paper DIY Design Drawing Handcraft Tool", "asin": "B07J4D6LZ1", "price": "$12.99", "quantity": ""},
  {"title": "IMISNO Paper Quilling Strips Set 1040 Strips 26 Colors (3/5/7/10mmx38cm,Pack of 4 Sets)", "asin": "B01DVYWU36", "price": "$10.99", "quantity": ""},
  {"title": "Paper Quilling Strips Set\uff0c36 Colors 900 Strips Width 3mm Length 39cm", "asin": "B073WWM4YP", "price": "$10.99", "quantity": ""},
  {"title": "Zorfeter 9 Sets Multi-Color Quilling Paper Strips Kits 900 Strips 42 Colors, 3mm Width, 15\" Length", "asin": "B091DZV862", "price": "$8.99", "quantity": ""},
  {"title": "JUYA Paper Quilling Kits with 30 Colors 600 Strips and 8 Tools (Paper Width:3mm, Blue Tools)", "asin": "B017BFL6JU", "price": "$15.99", "quantity": ""}]
  <|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": "2025-04-15T18:05:48.228Z", // 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": "2025-04-12T17:22:04.530Z", "action": "click", "action_argument": "search"}
  {"timestamp": "2025-04-12T17:22:04.911Z", "action": "click", "action_argument": "search"}
  {"timestamp": "2025-04-12T17:22:30.466Z", "action": "click_product", "action_argument": "B00G8DDCEE"}
  {"timestamp": "2025-04-12T17:23:48.839Z", "action": "input", "action_argument": "always+ultra+thin+pads regular"}
  {"timestamp": "2025-04-12T17:23:49.425Z", "action": "click", "action_argument": "search"}
  {"timestamp": "2025-04-12T17:24:29.365Z", "action": "click_product", "action_argument": "B00G8DDCEE"}
  {"timestamp": "2025-04-12T17:24:33.460Z", "action": "purchase", "action_argument": "B00G8DDCEE"}
  {"timestamp": "2025-04-12T23:46:14.011Z", "action": "click", "action_argument": "nav_bar"}
  {"timestamp": "2025-04-12T23:46:36.177Z", "action": "click", "action_argument": "review"}
  {"timestamp": "2025-04-13T21:11:27.286Z", "action": "click", "action_argument": "product_option"}
  {"timestamp": "2025-04-13T21:11:32.271Z", "action": "click", "action_argument": "product_option"}
  {"timestamp": "2025-04-13T21:11:42.672Z", "action": "click", "action_argument": "product_option"}
  {"timestamp": "2025-04-13T21:14:50.605Z", "action": "click", "action_argument": "page_related"}
  {"timestamp": "2025-04-13T21:14:59.133Z", "action": "click", "action_argument": "page_related"}
  {"timestamp": "2025-04-13T21:15:02.600Z", "action": "click", "action_argument": "page_related"}
  {"timestamp": "2025-04-13T21:15:04.823Z", "action": "click", "action_argument": "other"}
  {"timestamp": "2025-04-13T21:15:08.373Z", "action": "click", "action_argument": "page_related"}
  {"timestamp": "2025-04-13T21:15:10.937Z", "action": "click", "action_argument": "page_related"}
  {"timestamp": "2025-04-14T01:39:29.917Z", "action": "input", "action_argument": "post it notes"}
  {"timestamp": "2025-04-14T01:39:30.371Z", "action": "click", "action_argument": "search"}
  {"timestamp": "2025-04-14T01:39:46.757Z", "action": "click_product", "action_argument": "B0CMGJ6FRB"}
  {"timestamp": "2025-04-14T01:40:46.683Z", "action": "purchase", "action_argument": "B0CMGJ6FRB"}
  {"timestamp": "2025-04-14T01:40:56.477Z", "action": "click", "action_argument": "product_option"}
  {"timestamp": "2025-04-14T01:41:05.492Z", "action": "click", "action_argument": "product_option"}
  {"timestamp": "2025-04-14T01:41:23.020Z", "action": "click", "action_argument": "nav_bar"}
  {"timestamp": "2025-04-14T01:41:27.655Z", "action": "purchase", "action_argument": "B0CMGJ6FRB"}
  {"timestamp": "2025-04-14T01:42:10.423Z", "action": "click", "action_argument": "nav_bar"}
  {"timestamp": "2025-04-14T01:42:14.723Z", "action": "click", "action_argument": "nav_bar"}
  <|memory_end|>
  
  <|action_start|>
  {"timestamp": "2025-04-15T18:02:55.855Z", "action": "input", "action_argument": "paper quilling kit"}
  {"timestamp": "2025-04-15T18:04:19.566Z", "action": "click_product", "action_argument": "B00Z1EEB28"}
  {"timestamp": "2025-04-15T18:05:44.746Z", "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": "paper quilling strips"}],
  "product_details": [{"asin": "B00Z1EEB28"},
  {"title": "JUYA Multi-color Quilling Strips Set 720 Strips 36 Colors 54cm Length/strip Paper Width 3mm"},
  {"price": "$9.99"},
  {"bullet_list": "Red, yellow, blue, green, purple, brown series colors, 36 colors total, good for beginers Each color is 20 strips, total is 720 strips. 6 colors and 120 strips in 1 package, total in 6 packages Each strip length is 54cm (approx. 21.26 in), good for create quilling project The paper is about 120gsm, you can choose width from 3mm,5mm,7mm,10mm This width is 3mm (approx. 0.12 in), very popular"}],
  "product_quantity": [{"quantity": "1"}],
  "product_options": [{"Size": "Paper Width 3mm"}],
  "promotion_items": [{"title": "IMISNO Paper Quilling Strips Set 1040 Strips 26 Colors (3/5/7/10mmx38cm,Pack of 4 Sets)", "asin": "B01DVYWU36", "price": "$10.99", "quantity": ""},
  {"title": "9 Pack 900 Strips Quilling Paper Kit, 5mm x 39cm, 36 Shades of Colors, Quilling Paper, Arts and Craft, Card Design Making, Paper Flower Making", "asin": "B073WWCRNQ", "price": "$10.99", "quantity": ""},
  {"title": "TUPARKA 19 Pcs Paper Quilling Kits 45 Colors 900 Strips Quilling Art Paper DIY Craft", "asin": "B07R4HT35P", "price": "$15.39", "quantity": ""},
  {"title": "2 in 1 Quilling Slotted Tool Paper Rolling Electric Pen for General Quilling Paper Strips and Wider Paper Strips", "asin": "B07PPT35VM", "price": "$8.99", "quantity": ""},
  {"title": "JUYA Paper Quilling Gradient Series Set 10 Colors QP388 (10 Packs Individual, Width: 5mm)", "asin": "B07XYDLN1T", "price": "$13.99", "quantity": ""},
  {"title": "JUYA Quilling Paper and Tools Classic Set QK10 (Blue, Have Glue)", "asin": "B07GJCYP1X", "price": "$14.99", "quantity": ""},
  {"title": "PATIKIL 240pcs Quilling Strips Paper 3/8\"(10mm) 21\"(54cm) Origami Paper Quilling Strip for Art DIY Craft Christmas, Pink", "asin": "B0DV3M985W", "price": "$9.99", "quantity": ""},
  {"title": "180Pcs Quilling Paper Strips, 36 Colors Quilling Paper Set Quilling Strips with Length 53cm Width 7mm for DIY Arts and Crafts", "asin": "B0DT71VQLN", "price": "$6.99", "quantity": ""},
  {"title": "PATIKIL 240pcs Quilling Strips Paper 3/8\"(10mm) 21\"(54cm) Origami Paper Quilling Strip for Art DIY Craft Christmas, Light Blue", "asin": "B0DV3GD953", "price": "$9.99", "quantity": ""},
  {"title": "12 Pack Paper Quilling Tools Slotted Kit, Different Sizes Rolling Curling Quilling Needle Pen Paper Cardmaking Project Tools Set for Paper Flowers", "asin": "B08DX69D6R", "price": "$6.97", "quantity": ""},
  {"title": "Auvotuis 3mm Width Quilling Paper Strips 40 Colors 900 Strips Paper Quilling Strips Kit Origami Paper Strips for DIY Art Craft, Length 39cm", "asin": "B0CRHGTJ2G", "price": "$8.09", "quantity": ""},
  {"title": "TUPARKA 15 PCS Paper Quilling Kits with 29 Colors 600 Strips Quilling Paper DIY Design Drawing Handcraft Tool", "asin": "B07J4D6LZ1", "price": "$12.99", "quantity": ""},
  {"title": "IMISNO Paper Quilling Strips Set 1040 Strips 26 Colors (3/5/7/10mmx38cm,Pack of 4 Sets)", "asin": "B01DVYWU36", "price": "$10.99", "quantity": ""},
  {"title": "Paper Quilling Strips Set\uff0c36 Colors 900 Strips Width 3mm Length 39cm", "asin": "B073WWM4YP", "price": "$10.99", "quantity": ""},
  {"title": "Zorfeter 9 Sets Multi-Color Quilling Paper Strips Kits 900 Strips 42 Colors, 3mm Width, 15\" Length", "asin": "B091DZV862", "price": "$8.99", "quantity": ""},
  {"title": "JUYA Paper Quilling Kits with 30 Colors 600 Strips and 8 Tools (Paper Width:3mm, Blue Tools)", "asin": "B017BFL6JU", "price": "$15.99", "quantity": ""}]
  <|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": "2025-04-15T18:05:48.228Z", // 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": "2025-04-12T17:22:04.530Z", "action": "click", "action_argument": "search"}
  {"timestamp": "2025-04-12T17:22:04.911Z", "action": "click", "action_argument": "search"}
  {"timestamp": "2025-04-12T17:22:30.466Z", "action": "click_product", "action_argument": "B00G8DDCEE"}
  {"timestamp": "2025-04-12T17:23:48.839Z", "action": "input", "action_argument": "always+ultra+thin+pads regular"}
  {"timestamp": "2025-04-12T17:23:49.425Z", "action": "click", "action_argument": "search"}
  {"timestamp": "2025-04-12T17:24:29.365Z", "action": "click_product", "action_argument": "B00G8DDCEE"}
  {"timestamp": "2025-04-12T17:24:33.460Z", "action": "purchase", "action_argument": "B00G8DDCEE"}
  {"timestamp": "2025-04-12T23:46:14.011Z", "action": "click", "action_argument": "nav_bar"}
  {"timestamp": "2025-04-12T23:46:36.177Z", "action": "click", "action_argument": "review"}
  {"timestamp": "2025-04-13T21:11:27.286Z", "action": "click", "action_argument": "product_option"}
  {"timestamp": "2025-04-13T21:11:32.271Z", "action": "click", "action_argument": "product_option"}
  {"timestamp": "2025-04-13T21:11:42.672Z", "action": "click", "action_argument": "product_option"}
  {"timestamp": "2025-04-13T21:14:50.605Z", "action": "click", "action_argument": "page_related"}
  {"timestamp": "2025-04-13T21:14:59.133Z", "action": "click", "action_argument": "page_related"}
  {"timestamp": "2025-04-13T21:15:02.600Z", "action": "click", "action_argument": "page_related"}
  {"timestamp": "2025-04-13T21:15:04.823Z", "action": "click", "action_argument": "other"}
  {"timestamp": "2025-04-13T21:15:08.373Z", "action": "click", "action_argument": "page_related"}
  {"timestamp": "2025-04-13T21:15:10.937Z", "action": "click", "action_argument": "page_related"}
  {"timestamp": "2025-04-14T01:39:29.917Z", "action": "input", "action_argument": "post it notes"}
  {"timestamp": "2025-04-14T01:39:30.371Z", "action": "click", "action_argument": "search"}
  {"timestamp": "2025-04-14T01:39:46.757Z", "action": "click_product", "action_argument": "B0CMGJ6FRB"}
  {"timestamp": "2025-04-14T01:40:46.683Z", "action": "purchase", "action_argument": "B0CMGJ6FRB"}
  {"timestamp": "2025-04-14T01:40:56.477Z", "action": "click", "action_argument": "product_option"}
  {"timestamp": "2025-04-14T01:41:05.492Z", "action": "click", "action_argument": "product_option"}
  {"timestamp": "2025-04-14T01:41:23.020Z", "action": "click", "action_argument": "nav_bar"}
  {"timestamp": "2025-04-14T01:41:27.655Z", "action": "purchase", "action_argument": "B0CMGJ6FRB"}
  {"timestamp": "2025-04-14T01:42:10.423Z", "action": "click", "action_argument": "nav_bar"}
  {"timestamp": "2025-04-14T01:42:14.723Z", "action": "click", "action_argument": "nav_bar"}
  <|memory_end|>
  
  <|action_start|>
  {"timestamp": "2025-04-15T18:02:55.855Z", "action": "input", "action_argument": "paper quilling kit"}
  {"timestamp": "2025-04-15T18:04:19.566Z", "action": "click_product", "action_argument": "B00Z1EEB28"}
  {"timestamp": "2025-04-15T18:05:44.746Z", "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": "paper quilling strips"}],
  "product_details": [{"asin": "B00Z1EEB28"},
  {"title": "JUYA Multi-color Quilling Strips Set 720 Strips 36 Colors 54cm Length/strip Paper Width 3mm"},
  {"price": "$9.99"},
  {"bullet_list": "Red, yellow, blue, green, purple, brown series colors, 36 colors total, good for beginers Each color is 20 strips, total is 720 strips. 6 colors and 120 strips in 1 package, total in 6 packages Each strip length is 54cm (approx. 21.26 in), good for create quilling project The paper is about 120gsm, you can choose width from 3mm,5mm,7mm,10mm This width is 3mm (approx. 0.12 in), very popular"}],
  "product_quantity": [{"quantity": "1"}],
  "product_options": [{"Size": "Paper Width 3mm"}],
  "promotion_items": [{"title": "IMISNO Paper Quilling Strips Set 1040 Strips 26 Colors (3/5/7/10mmx38cm,Pack of 4 Sets)", "asin": "B01DVYWU36", "price": "$10.99", "quantity": ""},
  {"title": "9 Pack 900 Strips Quilling Paper Kit, 5mm x 39cm, 36 Shades of Colors, Quilling Paper, Arts and Craft, Card Design Making, Paper Flower Making", "asin": "B073WWCRNQ", "price": "$10.99", "quantity": ""},
  {"title": "TUPARKA 19 Pcs Paper Quilling Kits 45 Colors 900 Strips Quilling Art Paper DIY Craft", "asin": "B07R4HT35P", "price": "$15.39", "quantity": ""},
  {"title": "2 in 1 Quilling Slotted Tool Paper Rolling Electric Pen for General Quilling Paper Strips and Wider Paper Strips", "asin": "B07PPT35VM", "price": "$8.99", "quantity": ""},
  {"title": "JUYA Paper Quilling Gradient Series Set 10 Colors QP388 (10 Packs Individual, Width: 5mm)", "asin": "B07XYDLN1T", "price": "$13.99", "quantity": ""},
  {"title": "JUYA Quilling Paper and Tools Classic Set QK10 (Blue, Have Glue)", "asin": "B07GJCYP1X", "price": "$14.99", "quantity": ""},
  {"title": "PATIKIL 240pcs Quilling Strips Paper 3/8\"(10mm) 21\"(54cm) Origami Paper Quilling Strip for Art DIY Craft Christmas, Pink", "asin": "B0DV3M985W", "price": "$9.99", "quantity": ""},
  {"title": "180Pcs Quilling Paper Strips, 36 Colors Quilling Paper Set Quilling Strips with Length 53cm Width 7mm for DIY Arts and Crafts", "asin": "B0DT71VQLN", "price": "$6.99", "quantity": ""},
  {"title": "PATIKIL 240pcs Quilling Strips Paper 3/8\"(10mm) 21\"(54cm) Origami Paper Quilling Strip for Art DIY Craft Christmas, Light Blue", "asin": "B0DV3GD953", "price": "$9.99", "quantity": ""},
  {"title": "12 Pack Paper Quilling Tools Slotted Kit, Different Sizes Rolling Curling Quilling Needle Pen Paper Cardmaking Project Tools Set for Paper Flowers", "asin": "B08DX69D6R", "price": "$6.97", "quantity": ""},
  {"title": "Auvotuis 3mm Width Quilling Paper Strips 40 Colors 900 Strips Paper Quilling Strips Kit Origami Paper Strips for DIY Art Craft, Length 39cm", "asin": "B0CRHGTJ2G", "price": "$8.09", "quantity": ""},
  {"title": "TUPARKA 15 PCS Paper Quilling Kits with 29 Colors 600 Strips Quilling Paper DIY Design Drawing Handcraft Tool", "asin": "B07J4D6LZ1", "price": "$12.99", "quantity": ""},
  {"title": "IMISNO Paper Quilling Strips Set 1040 Strips 26 Colors (3/5/7/10mmx38cm,Pack of 4 Sets)", "asin": "B01DVYWU36", "price": "$10.99", "quantity": ""},
  {"title": "Paper Quilling Strips Set\uff0c36 Colors 900 Strips Width 3mm Length 39cm", "asin": "B073WWM4YP", "price": "$10.99", "quantity": ""},
  {"title": "Zorfeter 9 Sets Multi-Color Quilling Paper Strips Kits 900 Strips 42 Colors, 3mm Width, 15\" Length", "asin": "B091DZV862", "price": "$8.99", "quantity": ""},
  {"title": "JUYA Paper Quilling Kits with 30 Colors 600 Strips and 8 Tools (Paper Width:3mm, Blue Tools)", "asin": "B017BFL6JU", "price": "$15.99", "quantity": ""}]
  <|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": "2025-04-15T18:05:48.228Z", // 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>
  