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": "2025-04-22T01:36:58.499Z", "action": "click", "action_argument": "nav_bar"}
  {"timestamp": "2025-04-22T01:37:04.522Z", "action": "click_product", "action_argument": "B0BXMNJDW3"}
  {"timestamp": "2025-04-22T01:38:23.915Z", "action": "click", "action_argument": "review"}
  {"timestamp": "2025-04-22T01:38:53.880Z", "action": "click", "action_argument": "other"}
  {"timestamp": "2025-04-22T01:38:54.436Z", "action": "click", "action_argument": "other"}
  {"timestamp": "2025-04-22T01:38:54.968Z", "action": "click", "action_argument": "other"}
  {"timestamp": "2025-04-22T01:38:56.153Z", "action": "click", "action_argument": "other"}
  {"timestamp": "2025-04-22T01:38:56.850Z", "action": "click", "action_argument": "other"}
  {"timestamp": "2025-04-22T01:38:57.665Z", "action": "click", "action_argument": "other"}
  {"timestamp": "2025-04-22T01:38:58.393Z", "action": "click", "action_argument": "other"}
  {"timestamp": "2025-04-22T01:38:59.412Z", "action": "click", "action_argument": "other"}
  {"timestamp": "2025-04-22T01:38:59.994Z", "action": "click", "action_argument": "other"}
  {"timestamp": "2025-04-22T01:39:02.233Z", "action": "click", "action_argument": "other"}
  {"timestamp": "2025-04-22T01:39:02.702Z", "action": "click", "action_argument": "other"}
  {"timestamp": "2025-04-22T01:39:03.523Z", "action": "click", "action_argument": "other"}
  {"timestamp": "2025-04-22T01:40:46.543Z", "action": "click", "action_argument": "cart_side_bar"}
  {"timestamp": "2025-04-22T03:10:41.189Z", "action": "input", "action_argument": "door sensor"}
  {"timestamp": "2025-04-22T03:10:41.397Z", "action": "click", "action_argument": "search"}
  {"timestamp": "2025-04-22T03:11:17.198Z", "action": "input", "action_argument": "door sensor "}
  {"timestamp": "2025-04-22T03:11:17.331Z", "action": "click", "action_argument": "suggested_term"}
  {"timestamp": "2025-04-22T03:11:24.165Z", "action": "click", "action_argument": "quantity"}
  {"timestamp": "2025-04-22T03:13:13.366Z", "action": "click", "action_argument": "suggested_term"}
  {"timestamp": "2025-04-22T03:13:22.498Z", "action": "click_product", "action_argument": "B0BTL8B72D"}
  {"timestamp": "2025-04-22T03:14:24.273Z", "action": "click", "action_argument": "page_related"}
  {"timestamp": "2025-04-22T03:16:37.528Z", "action": "click", "action_argument": "other"}
  {"timestamp": "2025-04-23T01:36:58.851Z", "action": "click", "action_argument": "nav_bar"}
  {"timestamp": "2025-04-23T01:37:03.745Z", "action": "click_product", "action_argument": "B0CHM81YY4"}
  {"timestamp": "2025-04-23T01:37:23.704Z", "action": "click", "action_argument": "review"}
  {"timestamp": "2025-04-23T01:47:33.005Z", "action": "click", "action_argument": "quantity"}
  {"timestamp": "2025-04-23T01:47:44.999Z", "action": "click", "action_argument": "cart_side_bar"}
  {"timestamp": "2025-04-23T03:35:53.698Z", "action": "click", "action_argument": "quantity"}
  {"timestamp": "2025-04-23T03:36:10.873Z", "action": "click", "action_argument": "quantity"}
  {"timestamp": "2025-04-23T03:36:47.893Z", "action": "click_product", "action_argument": "B0DHRXZ2CK"}
  {"timestamp": "2025-04-23T03:37:01.859Z", "action": "click", "action_argument": "review"}
  {"timestamp": "2025-04-23T03:37:36.265Z", "action": "click", "action_argument": "review"}
  {"timestamp": "2025-04-23T03:37:40.974Z", "action": "click", "action_argument": "review"}
  {"timestamp": "2025-04-23T03:37:41.979Z", "action": "click", "action_argument": "review"}
  {"timestamp": "2025-04-23T03:37:46.239Z", "action": "click", "action_argument": "review"}
  {"timestamp": "2025-04-23T03:37:47.019Z", "action": "click", "action_argument": "review"}
  {"timestamp": "2025-04-23T03:37:50.266Z", "action": "click", "action_argument": "review"}
  {"timestamp": "2025-04-23T03:37:59.894Z", "action": "click", "action_argument": "other"}
  {"timestamp": "2025-04-23T03:38:05.849Z", "action": "click", "action_argument": "other"}
  {"timestamp": "2025-04-23T03:38:07.200Z", "action": "click", "action_argument": "other"}
  {"timestamp": "2025-04-23T03:38:11.375Z", "action": "click", "action_argument": "other"}
  {"timestamp": "2025-04-23T03:38:12.707Z", "action": "click", "action_argument": "other"}
  {"timestamp": "2025-04-23T22:47:20.959Z", "action": "click", "action_argument": "search"}
  {"timestamp": "2025-04-23T22:47:27.917Z", "action": "click", "action_argument": "search"}
  {"timestamp": "2025-04-23T22:47:33.823Z", "action": "click", "action_argument": "search"}
  {"timestamp": "2025-04-23T22:47:51.127Z", "action": "click", "action_argument": "search"}
  {"timestamp": "2025-04-23T22:48:06.939Z", "action": "click_product", "action_argument": "B0CXK2599F"}
  {"timestamp": "2025-04-23T22:48:26.784Z", "action": "click", "action_argument": "other"}
  {"timestamp": "2025-04-23T22:49:27.337Z", "action": "input", "action_argument": "smart light"}
  {"timestamp": "2025-04-23T22:49:27.427Z", "action": "click", "action_argument": "suggested_term"}
  {"timestamp": "2025-04-23T22:49:54.170Z", "action": "click_product", "action_argument": "B07QWB3J8W"}
  {"timestamp": "2025-04-23T22:50:34.235Z", "action": "click", "action_argument": "page_related"}
  {"timestamp": "2025-04-23T22:50:36.963Z", "action": "click", "action_argument": "page_related"}
  {"timestamp": "2025-04-23T22:53:02.376Z", "action": "click", "action_argument": "product_option"}
  {"timestamp": "2025-04-23T22:53:06.696Z", "action": "click", "action_argument": "product_option"}
  {"timestamp": "2025-04-23T22:53:12.485Z", "action": "click", "action_argument": "product_option"}
  {"timestamp": "2025-04-23T22:53:17.122Z", "action": "click", "action_argument": "product_option"}
  {"timestamp": "2025-04-23T22:53:22.185Z", "action": "click", "action_argument": "product_option"}
  {"timestamp": "2025-04-23T23:00:03.825Z", "action": "input", "action_argument": "smart switch"}
  {"timestamp": "2025-04-23T23:00:04.039Z", "action": "click", "action_argument": "search"}
  {"timestamp": "2025-04-23T23:01:17.810Z", "action": "input", "action_argument": "smart switch third "}
  {"timestamp": "2025-04-23T23:01:17.926Z", "action": "click", "action_argument": "suggested_term"}
  {"timestamp": "2025-04-23T23:01:27.806Z", "action": "click_product", "action_argument": "B0CR9ZSV5L"}
  {"timestamp": "2025-04-23T23:01:34.476Z", "action": "click", "action_argument": "other"}
  {"timestamp": "2025-04-23T23:04:30.285Z", "action": "click_product", "action_argument": "B0CR9ZSV5L"}
  {"timestamp": "2025-04-23T23:04:57.801Z", "action": "click", "action_argument": "review"}
  {"timestamp": "2025-04-23T23:05:14.817Z", "action": "click", "action_argument": "product_option"}
  {"timestamp": "2025-04-23T23:05:16.622Z", "action": "click", "action_argument": "product_option"}
  {"timestamp": "2025-04-23T23:06:28.129Z", "action": "input", "action_argument": "Smart Switch,Toggle"}
  {"timestamp": "2025-04-23T23:06:28.236Z", "action": "click", "action_argument": "search"}
  {"timestamp": "2025-04-23T23:07:00.678Z", "action": "click_product", "action_argument": "B0F3JD2SK3"}
  {"timestamp": "2025-04-23T23:17:21.171Z", "action": "click", "action_argument": "other"}
  {"timestamp": "2025-04-23T23:17:23.215Z", "action": "click", "action_argument": "other"}
  {"timestamp": "2025-04-23T23:18:01.713Z", "action": "click", "action_argument": "other"}
  {"timestamp": "2025-04-23T23:18:02.830Z", "action": "click", "action_argument": "other"}
  {"timestamp": "2025-04-23T23:18:03.566Z", "action": "click", "action_argument": "other"}
  {"timestamp": "2025-04-23T23:18:05.250Z", "action": "click", "action_argument": "other"}
  {"timestamp": "2025-04-23T23:18:06.853Z", "action": "click", "action_argument": "other"}
  {"timestamp": "2025-04-23T23:18:27.326Z", "action": "input", "action_argument": "Smart Switch Button Pusher"}
  {"timestamp": "2025-04-23T23:18:27.423Z", "action": "click", "action_argument": "search"}
  {"timestamp": "2025-05-02T20:44:41.615Z", "action": "click", "action_argument": "nav_bar"}
  {"timestamp": "2025-05-02T20:45:39.912Z", "action": "click", "action_argument": "nav_bar"}
  <|memory_end|>
  
  <|action_start|>
  {"timestamp": "2025-05-05T19:01:17.917Z", "action": "input", "action_argument": "homekit door bell"}
  {"timestamp": "2025-05-05T19:01:18.082Z", "action": "click", "action_argument": "search"}
  {"timestamp": "2025-05-05T19:02:32.242Z", "action": "click_product", "action_argument": "B08SG2MS3V"}
  {"timestamp": "2025-05-05T19:02:51.548Z", "action": "click_product", "action_argument": "B0BPHTL7MG"}
  {"timestamp": "2025-05-05T19:04:05.903Z", "action": "click", "action_argument": "page_related"}
  {"timestamp": "2025-05-05T19:04:07.244Z", "action": "click", "action_argument": "page_related"}
  {"timestamp": "2025-05-05T19:04:09.367Z", "action": "click", "action_argument": "page_related"}
  {"timestamp": "2025-05-05T19:04:11.257Z", "action": "click", "action_argument": "page_related"}
  {"timestamp": "2025-05-05T19:06:51.851Z", "action": "click", "action_argument": "review"}
  {"timestamp": "2025-05-05T19:07:04.203Z", "action": "click", "action_argument": "page_related"}
  {"timestamp": "2025-05-05T19:07:05.749Z", "action": "click", "action_argument": "page_related"}
  {"timestamp": "2025-05-05T19:07:06.911Z", "action": "click", "action_argument": "page_related"}
  {"timestamp": "2025-05-05T19:07:09.401Z", "action": "click", "action_argument": "other"}
  {"timestamp": "2025-05-05T19:07:13.796Z", "action": "click", "action_argument": "page_related"}
  {"timestamp": "2025-05-05T19:07:27.739Z", "action": "click", "action_argument": "page_related"}
  {"timestamp": "2025-05-05T19:07:30.412Z", "action": "click", "action_argument": "page_related"}
  {"timestamp": "2025-05-05T19:07:34.241Z", "action": "click", "action_argument": "page_related"}
  {"timestamp": "2025-05-05T19:07:36.297Z", "action": "click", "action_argument": "page_related"}
  {"timestamp": "2025-05-05T19:07:58.274Z", "action": "click", "action_argument": "page_related"}
  {"timestamp": "2025-05-05T19:08:00.860Z", "action": "click", "action_argument": "page_related"}
  {"timestamp": "2025-05-05T19:08:03.124Z", "action": "click", "action_argument": "page_related"}
  {"timestamp": "2025-05-05T19:08:06.005Z", "action": "click", "action_argument": "page_related"}
  {"timestamp": "2025-05-05T19:09:27.038Z", "action": "click_product", "action_argument": "B0BTL8B72D"}
  <|action_end|>
  
  <|observation_start|>
  Your context will be the JSON string containing page metadata of the Amazon page you are looking at. This Amazon page is the context you observed after performing your last action.
  "search_term": [{"term": ""}],
  "cart_items": [{"title": "SAMSUNG 990 PRO SSD NVMe M.2 PCIe Gen4, M.2 2280 Internal Solid State Hard Drive, Seq. Read Speeds Up to 7,450 MB/s for High End Computing, Gaming, and Heavy Duty Workstations, MZ-V9P2T0B/AM", "asin": "B0BHJJ9Y77", "price": "$169.99", "quantity": "1"},
  {"title": "ThxToms ESD Anti Static Gloves, High Resistance Carbon Fiber Computer Gloves, Large 1 Pair", "asin": "B01DP6RQYI", "price": "$6.99", "quantity": "1"},
  {"title": "STREBITO Electronics Precision Screwdriver Sets 142-Piece with 120 Bits Magnetic Repair Tool Kit for iPhone, MacBook, Computer, Laptop, PC, Tablet, PS4, Xbox, Nintendo, Game Console", "asin": "B08SGM6F79", "price": "$27.99", "quantity": "1"}],
  "product_details": [{"asin": "B0BXWZMQJ3"},
  {"title": "Aqara Presence Sensor FP2, mmWave Radar Wired Smart Motion Sensor, Zone Positioning, Multi-Person & Fall Detection,Supports HomeKit, Alexa, Google Home, and Home Assistant, 2.4 GHz Wi-Fi Required"},
  {"price": "$66.99"},
  {"bullet_list": "[Advanced Multi-Zone Detection] The Aqara Presence Sensor FP2 (2.4GHz Wi-Fi only) offers significant advantages over PIR infrared motion sensors by using a single radar sensor to monitor rooms of up to 40 \u33a1 (430 sq ft). You can also divide it into up to 30 zones, such as sofa, bed, or desktop, etc., and set up individual automations for each zone. It offers the functions of multiple PIR sensors in one. Please note: the FP2 is a WIRED sensor that should be constantly powered. [Multi-Person & Fall Detection] The mmwave Presence Sensor FP2 can simultaneously detect up to 5 people and trigger different scenarios and automation. Moreover, you can mount the FP2 on the ceiling and choose the Falling Detection Mode, which will detect and alert you through the app if someone falls. (Note: The Falling Detection Mode is only available when you mount the FP2 on the ceiling. The FP2 is not a medical device and can only be used for notification purposes. [Ultra-high Precision with More Privacy] The presence sensor uses millimeter-wave radar to accurately detect human presence. You can define interference areas in the application, exclude objects such as plants, curtains, or pets, and set the filter height to ignore fan movement or crawling pets, ensuring that human presence is accurately detected. No camera is required, ensuring maximum privacy. With an IPX5 waterproof rating, FP2 is also ideal for humid environments like bathrooms. [Multi-Ecosystem Support] The Aqara Presence Sensor is exposed as multiple sensors to HomeKit, Alexa, Google Home and Home Assistant. (Note: The device can be added directly to Home Assistant using HomeKit Controller integration. Please connect the FP2 to Aqara Home before enabling skills in Google Home and Alexa.) You can integrate the smart motion sensor easily without requiring an Aqara hub, which is a great solution for smart home enthusiasts. The dimension of Aqara FP2: 2.51*2.51*1.14 inch. [Advanced Elderly Care Monitoring] Support independent living with smart elderly care. The FP2 detects unusual inactivity and triggers alerts if no movement is sensed within a set time. Non-wearable sleep monitoring tracks sleep duration, stages, heart rate, and respiration, enabling personalized automations like custom wake-up scenes. It also syncs live positions to the cloud and uses AI to analyze movement patterns, helping assess well-being and provide families with timely care insights. [Built-In Light Sensor & Local Automations] The Aqara FP2 has a built-in light sensor, which provides greater flexibility and enjoyment when creating lighting automations (Only available in Aqara Home, HomeKit, and IFTTT). Moreover, automations of FP2 are executed without sending to the cloud and will keep working even if there is no internet connection. (Note: recommended distance between the router and the FP2 is no more than 393 inches, without any obstacles.)"}],
  "product_quantity": [{"quantity": "1"}],
  "promotion_items": [{"title": "Aqara Zigbee Presence Sensor FP1E, mmWave Radar Wired Motion Sensor, AI Spatial Learning, Supports HomeKit, Alexa, Google Home, SmartThings, Matter Over Bridge, Requires Aqara Zigbee 3.0 Hub", "asin": "B0D5QPH3T6", "price": "$39.99", "quantity": ""},
  {"title": "Aqara Presence Sensor FP2 Bracket Set, mmWave Radar Wired Motion Sensor, Zone Positioning, Multi-Person & Fall Detection, High Precision, Supports HomeKit, Alexa and Home Assistant", "asin": "B0DG1XJM1P", "price": "$72.99", "quantity": ""},
  {"title": "SONOFF SNZB-06P Zigbee Human Presence Sensor, Zigbee Smart Motion Detector with 5.8GHZ cmWave Radar, Requires ZigBee Bridge (1)", "asin": "B0D146T6QG", "price": "$26.98", "quantity": ""},
  {"title": "Aqara 2K Security Indoor Camera Hub G3, AI Facial and Gesture Recognition, Infrared Remote Control, 360\u00b0 Viewing Angle via Pan and Tilt, Works with Alexa, HomeKit Secure Video, Google Assistant, IFTTT", "asin": "B09J2CP8YS", "price": "$87.00", "quantity": ""},
  {"title": "Aqara Security Camera Hub Indoor G2H Pro, 1080p HD HomeKit Secure Video Indoor Camera, Night Vision, Two-Way Audio, Zigbee Hub, Plug-in Cam Works with Alexa, Homekit, Compatible with Google Assistant", "asin": "B09N6KDX5K", "price": "$62.99", "quantity": ""},
  {"title": "Aqara Motion and Light Sensor P2, Matter Over Thread, Requires 2-in-1 Matter Controller & Thread Border Router, Motion Detector with Light Sensor, Supports Apple Home, Alexa and SmartThings", "asin": "B0CT8W9NRB", "price": "$26.99", "quantity": ""},
  {"title": "Aqara Motion Sensor P1, Requires AQARA HUB, 5-Year Battery Life, Configurable Detection Timeout, for Alert System and Automations, Compatible with HomeKit, Alexa, IFTTT", "asin": "B09QKVMMTB", "price": "$20.69", "quantity": ""},
  {"title": "Aqara 2K Indoor Security Camera E1, Pan & Tilt, HomeKit Secure Video Indoor Camera, Two-Way Audio, Night Vision, Person Tracking, Wi-Fi 6, Plug-in Cam Supports HomeKit, Alexa and IFTTT", "asin": "B0CCHQ38D2", "price": "$53.99", "quantity": ""},
  {"title": "Aqara Security Camera Hub Indoor G2H Pro, 1080p HD HomeKit Secure Video Indoor Camera, Night Vision, Two-Way Audio, Zigbee Hub, Plug-in Cam Works with Alexa, Homekit, Compatible with Google Assistant", "asin": "B09N6KDX5K", "price": "$62.99", "quantity": ""},
  {"title": "Aqara Motion Sensor P1, Requires AQARA HUB, 5-Year Battery Life, Configurable Detection Timeout, for Alert System and Automations, Compatible with HomeKit, Alexa, IFTTT", "asin": "B09QKVMMTB", "price": "$20.69", "quantity": ""},
  {"title": "ecobee SmartCamera Smart Security Bundle with ecobee Smart Camera Indoor WiFi Security Camera and 2 Pack SmartSensor for Doors & Windows - Wifi Contact Sensor for Home Security, Energy Savings - Compatible with Smart Thermostats", "asin": "B08XJBK5VM", "price": "$155.98", "quantity": ""},
  {"title": "Aqara Zigbee Presence Sensor FP1E, mmWave Radar Wired Motion Sensor, AI Spatial Learning, Supports HomeKit, Alexa, Google Home, SmartThings, Matter Over Bridge, Requires Aqara Zigbee 3.0 Hub", "asin": "B0D5QPH3T6", "price": "$39.99", "quantity": ""},
  {"title": "Aqara 2K Security Indoor Camera Hub G3, AI Facial and Gesture Recognition, Infrared Remote Control, 360\u00b0 Viewing Angle via Pan and Tilt, Works with Alexa, HomeKit Secure Video, Google Assistant, IFTTT", "asin": "B09J2CP8YS", "price": "$87.00", "quantity": ""},
  {"title": "Aqara Zigbee Door and Window Sensor, Wireless Mini Contact Sensor, Home Automation, Requires Aqara Hub, Zigbee Connection, Kid Safety, Compatible with Apple HomeKit, Alexa, Works with IFTTT", "asin": "B07D37VDM3", "price": "$16.99", "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": "2025-05-05T19:13:16.943Z", // 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": "2025-04-22T01:36:58.499Z", "action": "click", "action_argument": "nav_bar"}
  {"timestamp": "2025-04-22T01:37:04.522Z", "action": "click_product", "action_argument": "B0BXMNJDW3"}
  {"timestamp": "2025-04-22T01:38:23.915Z", "action": "click", "action_argument": "review"}
  {"timestamp": "2025-04-22T01:38:53.880Z", "action": "click", "action_argument": "other"}
  {"timestamp": "2025-04-22T01:38:54.436Z", "action": "click", "action_argument": "other"}
  {"timestamp": "2025-04-22T01:38:54.968Z", "action": "click", "action_argument": "other"}
  {"timestamp": "2025-04-22T01:38:56.153Z", "action": "click", "action_argument": "other"}
  {"timestamp": "2025-04-22T01:38:56.850Z", "action": "click", "action_argument": "other"}
  {"timestamp": "2025-04-22T01:38:57.665Z", "action": "click", "action_argument": "other"}
  {"timestamp": "2025-04-22T01:38:58.393Z", "action": "click", "action_argument": "other"}
  {"timestamp": "2025-04-22T01:38:59.412Z", "action": "click", "action_argument": "other"}
  {"timestamp": "2025-04-22T01:38:59.994Z", "action": "click", "action_argument": "other"}
  {"timestamp": "2025-04-22T01:39:02.233Z", "action": "click", "action_argument": "other"}
  {"timestamp": "2025-04-22T01:39:02.702Z", "action": "click", "action_argument": "other"}
  {"timestamp": "2025-04-22T01:39:03.523Z", "action": "click", "action_argument": "other"}
  {"timestamp": "2025-04-22T01:40:46.543Z", "action": "click", "action_argument": "cart_side_bar"}
  {"timestamp": "2025-04-22T03:10:41.189Z", "action": "input", "action_argument": "door sensor"}
  {"timestamp": "2025-04-22T03:10:41.397Z", "action": "click", "action_argument": "search"}
  {"timestamp": "2025-04-22T03:11:17.198Z", "action": "input", "action_argument": "door sensor "}
  {"timestamp": "2025-04-22T03:11:17.331Z", "action": "click", "action_argument": "suggested_term"}
  {"timestamp": "2025-04-22T03:11:24.165Z", "action": "click", "action_argument": "quantity"}
  {"timestamp": "2025-04-22T03:13:13.366Z", "action": "click", "action_argument": "suggested_term"}
  {"timestamp": "2025-04-22T03:13:22.498Z", "action": "click_product", "action_argument": "B0BTL8B72D"}
  {"timestamp": "2025-04-22T03:14:24.273Z", "action": "click", "action_argument": "page_related"}
  {"timestamp": "2025-04-22T03:16:37.528Z", "action": "click", "action_argument": "other"}
  {"timestamp": "2025-04-23T01:36:58.851Z", "action": "click", "action_argument": "nav_bar"}
  {"timestamp": "2025-04-23T01:37:03.745Z", "action": "click_product", "action_argument": "B0CHM81YY4"}
  {"timestamp": "2025-04-23T01:37:23.704Z", "action": "click", "action_argument": "review"}
  {"timestamp": "2025-04-23T01:47:33.005Z", "action": "click", "action_argument": "quantity"}
  {"timestamp": "2025-04-23T01:47:44.999Z", "action": "click", "action_argument": "cart_side_bar"}
  {"timestamp": "2025-04-23T03:35:53.698Z", "action": "click", "action_argument": "quantity"}
  {"timestamp": "2025-04-23T03:36:10.873Z", "action": "click", "action_argument": "quantity"}
  {"timestamp": "2025-04-23T03:36:47.893Z", "action": "click_product", "action_argument": "B0DHRXZ2CK"}
  {"timestamp": "2025-04-23T03:37:01.859Z", "action": "click", "action_argument": "review"}
  {"timestamp": "2025-04-23T03:37:36.265Z", "action": "click", "action_argument": "review"}
  {"timestamp": "2025-04-23T03:37:40.974Z", "action": "click", "action_argument": "review"}
  {"timestamp": "2025-04-23T03:37:41.979Z", "action": "click", "action_argument": "review"}
  {"timestamp": "2025-04-23T03:37:46.239Z", "action": "click", "action_argument": "review"}
  {"timestamp": "2025-04-23T03:37:47.019Z", "action": "click", "action_argument": "review"}
  {"timestamp": "2025-04-23T03:37:50.266Z", "action": "click", "action_argument": "review"}
  {"timestamp": "2025-04-23T03:37:59.894Z", "action": "click", "action_argument": "other"}
  {"timestamp": "2025-04-23T03:38:05.849Z", "action": "click", "action_argument": "other"}
  {"timestamp": "2025-04-23T03:38:07.200Z", "action": "click", "action_argument": "other"}
  {"timestamp": "2025-04-23T03:38:11.375Z", "action": "click", "action_argument": "other"}
  {"timestamp": "2025-04-23T03:38:12.707Z", "action": "click", "action_argument": "other"}
  {"timestamp": "2025-04-23T22:47:20.959Z", "action": "click", "action_argument": "search"}
  {"timestamp": "2025-04-23T22:47:27.917Z", "action": "click", "action_argument": "search"}
  {"timestamp": "2025-04-23T22:47:33.823Z", "action": "click", "action_argument": "search"}
  {"timestamp": "2025-04-23T22:47:51.127Z", "action": "click", "action_argument": "search"}
  {"timestamp": "2025-04-23T22:48:06.939Z", "action": "click_product", "action_argument": "B0CXK2599F"}
  {"timestamp": "2025-04-23T22:48:26.784Z", "action": "click", "action_argument": "other"}
  {"timestamp": "2025-04-23T22:49:27.337Z", "action": "input", "action_argument": "smart light"}
  {"timestamp": "2025-04-23T22:49:27.427Z", "action": "click", "action_argument": "suggested_term"}
  {"timestamp": "2025-04-23T22:49:54.170Z", "action": "click_product", "action_argument": "B07QWB3J8W"}
  {"timestamp": "2025-04-23T22:50:34.235Z", "action": "click", "action_argument": "page_related"}
  {"timestamp": "2025-04-23T22:50:36.963Z", "action": "click", "action_argument": "page_related"}
  {"timestamp": "2025-04-23T22:53:02.376Z", "action": "click", "action_argument": "product_option"}
  {"timestamp": "2025-04-23T22:53:06.696Z", "action": "click", "action_argument": "product_option"}
  {"timestamp": "2025-04-23T22:53:12.485Z", "action": "click", "action_argument": "product_option"}
  {"timestamp": "2025-04-23T22:53:17.122Z", "action": "click", "action_argument": "product_option"}
  {"timestamp": "2025-04-23T22:53:22.185Z", "action": "click", "action_argument": "product_option"}
  {"timestamp": "2025-04-23T23:00:03.825Z", "action": "input", "action_argument": "smart switch"}
  {"timestamp": "2025-04-23T23:00:04.039Z", "action": "click", "action_argument": "search"}
  {"timestamp": "2025-04-23T23:01:17.810Z", "action": "input", "action_argument": "smart switch third "}
  {"timestamp": "2025-04-23T23:01:17.926Z", "action": "click", "action_argument": "suggested_term"}
  {"timestamp": "2025-04-23T23:01:27.806Z", "action": "click_product", "action_argument": "B0CR9ZSV5L"}
  {"timestamp": "2025-04-23T23:01:34.476Z", "action": "click", "action_argument": "other"}
  {"timestamp": "2025-04-23T23:04:30.285Z", "action": "click_product", "action_argument": "B0CR9ZSV5L"}
  {"timestamp": "2025-04-23T23:04:57.801Z", "action": "click", "action_argument": "review"}
  {"timestamp": "2025-04-23T23:05:14.817Z", "action": "click", "action_argument": "product_option"}
  {"timestamp": "2025-04-23T23:05:16.622Z", "action": "click", "action_argument": "product_option"}
  {"timestamp": "2025-04-23T23:06:28.129Z", "action": "input", "action_argument": "Smart Switch,Toggle"}
  {"timestamp": "2025-04-23T23:06:28.236Z", "action": "click", "action_argument": "search"}
  {"timestamp": "2025-04-23T23:07:00.678Z", "action": "click_product", "action_argument": "B0F3JD2SK3"}
  {"timestamp": "2025-04-23T23:17:21.171Z", "action": "click", "action_argument": "other"}
  {"timestamp": "2025-04-23T23:17:23.215Z", "action": "click", "action_argument": "other"}
  {"timestamp": "2025-04-23T23:18:01.713Z", "action": "click", "action_argument": "other"}
  {"timestamp": "2025-04-23T23:18:02.830Z", "action": "click", "action_argument": "other"}
  {"timestamp": "2025-04-23T23:18:03.566Z", "action": "click", "action_argument": "other"}
  {"timestamp": "2025-04-23T23:18:05.250Z", "action": "click", "action_argument": "other"}
  {"timestamp": "2025-04-23T23:18:06.853Z", "action": "click", "action_argument": "other"}
  {"timestamp": "2025-04-23T23:18:27.326Z", "action": "input", "action_argument": "Smart Switch Button Pusher"}
  {"timestamp": "2025-04-23T23:18:27.423Z", "action": "click", "action_argument": "search"}
  {"timestamp": "2025-05-02T20:44:41.615Z", "action": "click", "action_argument": "nav_bar"}
  {"timestamp": "2025-05-02T20:45:39.912Z", "action": "click", "action_argument": "nav_bar"}
  <|memory_end|>
  
  <|action_start|>
  {"timestamp": "2025-05-05T19:01:17.917Z", "action": "input", "action_argument": "homekit door bell"}
  {"timestamp": "2025-05-05T19:01:18.082Z", "action": "click", "action_argument": "search"}
  {"timestamp": "2025-05-05T19:02:32.242Z", "action": "click_product", "action_argument": "B08SG2MS3V"}
  {"timestamp": "2025-05-05T19:02:51.548Z", "action": "click_product", "action_argument": "B0BPHTL7MG"}
  {"timestamp": "2025-05-05T19:04:05.903Z", "action": "click", "action_argument": "page_related"}
  {"timestamp": "2025-05-05T19:04:07.244Z", "action": "click", "action_argument": "page_related"}
  {"timestamp": "2025-05-05T19:04:09.367Z", "action": "click", "action_argument": "page_related"}
  {"timestamp": "2025-05-05T19:04:11.257Z", "action": "click", "action_argument": "page_related"}
  {"timestamp": "2025-05-05T19:06:51.851Z", "action": "click", "action_argument": "review"}
  {"timestamp": "2025-05-05T19:07:04.203Z", "action": "click", "action_argument": "page_related"}
  {"timestamp": "2025-05-05T19:07:05.749Z", "action": "click", "action_argument": "page_related"}
  {"timestamp": "2025-05-05T19:07:06.911Z", "action": "click", "action_argument": "page_related"}
  {"timestamp": "2025-05-05T19:07:09.401Z", "action": "click", "action_argument": "other"}
  {"timestamp": "2025-05-05T19:07:13.796Z", "action": "click", "action_argument": "page_related"}
  {"timestamp": "2025-05-05T19:07:27.739Z", "action": "click", "action_argument": "page_related"}
  {"timestamp": "2025-05-05T19:07:30.412Z", "action": "click", "action_argument": "page_related"}
  {"timestamp": "2025-05-05T19:07:34.241Z", "action": "click", "action_argument": "page_related"}
  {"timestamp": "2025-05-05T19:07:36.297Z", "action": "click", "action_argument": "page_related"}
  {"timestamp": "2025-05-05T19:07:58.274Z", "action": "click", "action_argument": "page_related"}
  {"timestamp": "2025-05-05T19:08:00.860Z", "action": "click", "action_argument": "page_related"}
  {"timestamp": "2025-05-05T19:08:03.124Z", "action": "click", "action_argument": "page_related"}
  {"timestamp": "2025-05-05T19:08:06.005Z", "action": "click", "action_argument": "page_related"}
  {"timestamp": "2025-05-05T19:09:27.038Z", "action": "click_product", "action_argument": "B0BTL8B72D"}
  <|action_end|>
  
  <|observation_start|>
  Your context will be the JSON string containing page metadata of the Amazon page you are looking at. This Amazon page is the context you observed after performing your last action.
  "search_term": [{"term": ""}],
  "cart_items": [{"title": "SAMSUNG 990 PRO SSD NVMe M.2 PCIe Gen4, M.2 2280 Internal Solid State Hard Drive, Seq. Read Speeds Up to 7,450 MB/s for High End Computing, Gaming, and Heavy Duty Workstations, MZ-V9P2T0B/AM", "asin": "B0BHJJ9Y77", "price": "$169.99", "quantity": "1"},
  {"title": "ThxToms ESD Anti Static Gloves, High Resistance Carbon Fiber Computer Gloves, Large 1 Pair", "asin": "B01DP6RQYI", "price": "$6.99", "quantity": "1"},
  {"title": "STREBITO Electronics Precision Screwdriver Sets 142-Piece with 120 Bits Magnetic Repair Tool Kit for iPhone, MacBook, Computer, Laptop, PC, Tablet, PS4, Xbox, Nintendo, Game Console", "asin": "B08SGM6F79", "price": "$27.99", "quantity": "1"}],
  "product_details": [{"asin": "B0BXWZMQJ3"},
  {"title": "Aqara Presence Sensor FP2, mmWave Radar Wired Smart Motion Sensor, Zone Positioning, Multi-Person & Fall Detection,Supports HomeKit, Alexa, Google Home, and Home Assistant, 2.4 GHz Wi-Fi Required"},
  {"price": "$66.99"},
  {"bullet_list": "[Advanced Multi-Zone Detection] The Aqara Presence Sensor FP2 (2.4GHz Wi-Fi only) offers significant advantages over PIR infrared motion sensors by using a single radar sensor to monitor rooms of up to 40 \u33a1 (430 sq ft). You can also divide it into up to 30 zones, such as sofa, bed, or desktop, etc., and set up individual automations for each zone. It offers the functions of multiple PIR sensors in one. Please note: the FP2 is a WIRED sensor that should be constantly powered. [Multi-Person & Fall Detection] The mmwave Presence Sensor FP2 can simultaneously detect up to 5 people and trigger different scenarios and automation. Moreover, you can mount the FP2 on the ceiling and choose the Falling Detection Mode, which will detect and alert you through the app if someone falls. (Note: The Falling Detection Mode is only available when you mount the FP2 on the ceiling. The FP2 is not a medical device and can only be used for notification purposes. [Ultra-high Precision with More Privacy] The presence sensor uses millimeter-wave radar to accurately detect human presence. You can define interference areas in the application, exclude objects such as plants, curtains, or pets, and set the filter height to ignore fan movement or crawling pets, ensuring that human presence is accurately detected. No camera is required, ensuring maximum privacy. With an IPX5 waterproof rating, FP2 is also ideal for humid environments like bathrooms. [Multi-Ecosystem Support] The Aqara Presence Sensor is exposed as multiple sensors to HomeKit, Alexa, Google Home and Home Assistant. (Note: The device can be added directly to Home Assistant using HomeKit Controller integration. Please connect the FP2 to Aqara Home before enabling skills in Google Home and Alexa.) You can integrate the smart motion sensor easily without requiring an Aqara hub, which is a great solution for smart home enthusiasts. The dimension of Aqara FP2: 2.51*2.51*1.14 inch. [Advanced Elderly Care Monitoring] Support independent living with smart elderly care. The FP2 detects unusual inactivity and triggers alerts if no movement is sensed within a set time. Non-wearable sleep monitoring tracks sleep duration, stages, heart rate, and respiration, enabling personalized automations like custom wake-up scenes. It also syncs live positions to the cloud and uses AI to analyze movement patterns, helping assess well-being and provide families with timely care insights. [Built-In Light Sensor & Local Automations] The Aqara FP2 has a built-in light sensor, which provides greater flexibility and enjoyment when creating lighting automations (Only available in Aqara Home, HomeKit, and IFTTT). Moreover, automations of FP2 are executed without sending to the cloud and will keep working even if there is no internet connection. (Note: recommended distance between the router and the FP2 is no more than 393 inches, without any obstacles.)"}],
  "product_quantity": [{"quantity": "1"}],
  "promotion_items": [{"title": "Aqara Zigbee Presence Sensor FP1E, mmWave Radar Wired Motion Sensor, AI Spatial Learning, Supports HomeKit, Alexa, Google Home, SmartThings, Matter Over Bridge, Requires Aqara Zigbee 3.0 Hub", "asin": "B0D5QPH3T6", "price": "$39.99", "quantity": ""},
  {"title": "Aqara Presence Sensor FP2 Bracket Set, mmWave Radar Wired Motion Sensor, Zone Positioning, Multi-Person & Fall Detection, High Precision, Supports HomeKit, Alexa and Home Assistant", "asin": "B0DG1XJM1P", "price": "$72.99", "quantity": ""},
  {"title": "SONOFF SNZB-06P Zigbee Human Presence Sensor, Zigbee Smart Motion Detector with 5.8GHZ cmWave Radar, Requires ZigBee Bridge (1)", "asin": "B0D146T6QG", "price": "$26.98", "quantity": ""},
  {"title": "Aqara 2K Security Indoor Camera Hub G3, AI Facial and Gesture Recognition, Infrared Remote Control, 360\u00b0 Viewing Angle via Pan and Tilt, Works with Alexa, HomeKit Secure Video, Google Assistant, IFTTT", "asin": "B09J2CP8YS", "price": "$87.00", "quantity": ""},
  {"title": "Aqara Security Camera Hub Indoor G2H Pro, 1080p HD HomeKit Secure Video Indoor Camera, Night Vision, Two-Way Audio, Zigbee Hub, Plug-in Cam Works with Alexa, Homekit, Compatible with Google Assistant", "asin": "B09N6KDX5K", "price": "$62.99", "quantity": ""},
  {"title": "Aqara Motion and Light Sensor P2, Matter Over Thread, Requires 2-in-1 Matter Controller & Thread Border Router, Motion Detector with Light Sensor, Supports Apple Home, Alexa and SmartThings", "asin": "B0CT8W9NRB", "price": "$26.99", "quantity": ""},
  {"title": "Aqara Motion Sensor P1, Requires AQARA HUB, 5-Year Battery Life, Configurable Detection Timeout, for Alert System and Automations, Compatible with HomeKit, Alexa, IFTTT", "asin": "B09QKVMMTB", "price": "$20.69", "quantity": ""},
  {"title": "Aqara 2K Indoor Security Camera E1, Pan & Tilt, HomeKit Secure Video Indoor Camera, Two-Way Audio, Night Vision, Person Tracking, Wi-Fi 6, Plug-in Cam Supports HomeKit, Alexa and IFTTT", "asin": "B0CCHQ38D2", "price": "$53.99", "quantity": ""},
  {"title": "Aqara Security Camera Hub Indoor G2H Pro, 1080p HD HomeKit Secure Video Indoor Camera, Night Vision, Two-Way Audio, Zigbee Hub, Plug-in Cam Works with Alexa, Homekit, Compatible with Google Assistant", "asin": "B09N6KDX5K", "price": "$62.99", "quantity": ""},
  {"title": "Aqara Motion Sensor P1, Requires AQARA HUB, 5-Year Battery Life, Configurable Detection Timeout, for Alert System and Automations, Compatible with HomeKit, Alexa, IFTTT", "asin": "B09QKVMMTB", "price": "$20.69", "quantity": ""},
  {"title": "ecobee SmartCamera Smart Security Bundle with ecobee Smart Camera Indoor WiFi Security Camera and 2 Pack SmartSensor for Doors & Windows - Wifi Contact Sensor for Home Security, Energy Savings - Compatible with Smart Thermostats", "asin": "B08XJBK5VM", "price": "$155.98", "quantity": ""},
  {"title": "Aqara Zigbee Presence Sensor FP1E, mmWave Radar Wired Motion Sensor, AI Spatial Learning, Supports HomeKit, Alexa, Google Home, SmartThings, Matter Over Bridge, Requires Aqara Zigbee 3.0 Hub", "asin": "B0D5QPH3T6", "price": "$39.99", "quantity": ""},
  {"title": "Aqara 2K Security Indoor Camera Hub G3, AI Facial and Gesture Recognition, Infrared Remote Control, 360\u00b0 Viewing Angle via Pan and Tilt, Works with Alexa, HomeKit Secure Video, Google Assistant, IFTTT", "asin": "B09J2CP8YS", "price": "$87.00", "quantity": ""},
  {"title": "Aqara Zigbee Door and Window Sensor, Wireless Mini Contact Sensor, Home Automation, Requires Aqara Hub, Zigbee Connection, Kid Safety, Compatible with Apple HomeKit, Alexa, Works with IFTTT", "asin": "B07D37VDM3", "price": "$16.99", "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": "2025-05-05T19:13:16.943Z", // 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": "2025-04-22T01:36:58.499Z", "action": "click", "action_argument": "nav_bar"}
  {"timestamp": "2025-04-22T01:37:04.522Z", "action": "click_product", "action_argument": "B0BXMNJDW3"}
  {"timestamp": "2025-04-22T01:38:23.915Z", "action": "click", "action_argument": "review"}
  {"timestamp": "2025-04-22T01:38:53.880Z", "action": "click", "action_argument": "other"}
  {"timestamp": "2025-04-22T01:38:54.436Z", "action": "click", "action_argument": "other"}
  {"timestamp": "2025-04-22T01:38:54.968Z", "action": "click", "action_argument": "other"}
  {"timestamp": "2025-04-22T01:38:56.153Z", "action": "click", "action_argument": "other"}
  {"timestamp": "2025-04-22T01:38:56.850Z", "action": "click", "action_argument": "other"}
  {"timestamp": "2025-04-22T01:38:57.665Z", "action": "click", "action_argument": "other"}
  {"timestamp": "2025-04-22T01:38:58.393Z", "action": "click", "action_argument": "other"}
  {"timestamp": "2025-04-22T01:38:59.412Z", "action": "click", "action_argument": "other"}
  {"timestamp": "2025-04-22T01:38:59.994Z", "action": "click", "action_argument": "other"}
  {"timestamp": "2025-04-22T01:39:02.233Z", "action": "click", "action_argument": "other"}
  {"timestamp": "2025-04-22T01:39:02.702Z", "action": "click", "action_argument": "other"}
  {"timestamp": "2025-04-22T01:39:03.523Z", "action": "click", "action_argument": "other"}
  {"timestamp": "2025-04-22T01:40:46.543Z", "action": "click", "action_argument": "cart_side_bar"}
  {"timestamp": "2025-04-22T03:10:41.189Z", "action": "input", "action_argument": "door sensor"}
  {"timestamp": "2025-04-22T03:10:41.397Z", "action": "click", "action_argument": "search"}
  {"timestamp": "2025-04-22T03:11:17.198Z", "action": "input", "action_argument": "door sensor "}
  {"timestamp": "2025-04-22T03:11:17.331Z", "action": "click", "action_argument": "suggested_term"}
  {"timestamp": "2025-04-22T03:11:24.165Z", "action": "click", "action_argument": "quantity"}
  {"timestamp": "2025-04-22T03:13:13.366Z", "action": "click", "action_argument": "suggested_term"}
  {"timestamp": "2025-04-22T03:13:22.498Z", "action": "click_product", "action_argument": "B0BTL8B72D"}
  {"timestamp": "2025-04-22T03:14:24.273Z", "action": "click", "action_argument": "page_related"}
  {"timestamp": "2025-04-22T03:16:37.528Z", "action": "click", "action_argument": "other"}
  {"timestamp": "2025-04-23T01:36:58.851Z", "action": "click", "action_argument": "nav_bar"}
  {"timestamp": "2025-04-23T01:37:03.745Z", "action": "click_product", "action_argument": "B0CHM81YY4"}
  {"timestamp": "2025-04-23T01:37:23.704Z", "action": "click", "action_argument": "review"}
  {"timestamp": "2025-04-23T01:47:33.005Z", "action": "click", "action_argument": "quantity"}
  {"timestamp": "2025-04-23T01:47:44.999Z", "action": "click", "action_argument": "cart_side_bar"}
  {"timestamp": "2025-04-23T03:35:53.698Z", "action": "click", "action_argument": "quantity"}
  {"timestamp": "2025-04-23T03:36:10.873Z", "action": "click", "action_argument": "quantity"}
  {"timestamp": "2025-04-23T03:36:47.893Z", "action": "click_product", "action_argument": "B0DHRXZ2CK"}
  {"timestamp": "2025-04-23T03:37:01.859Z", "action": "click", "action_argument": "review"}
  {"timestamp": "2025-04-23T03:37:36.265Z", "action": "click", "action_argument": "review"}
  {"timestamp": "2025-04-23T03:37:40.974Z", "action": "click", "action_argument": "review"}
  {"timestamp": "2025-04-23T03:37:41.979Z", "action": "click", "action_argument": "review"}
  {"timestamp": "2025-04-23T03:37:46.239Z", "action": "click", "action_argument": "review"}
  {"timestamp": "2025-04-23T03:37:47.019Z", "action": "click", "action_argument": "review"}
  {"timestamp": "2025-04-23T03:37:50.266Z", "action": "click", "action_argument": "review"}
  {"timestamp": "2025-04-23T03:37:59.894Z", "action": "click", "action_argument": "other"}
  {"timestamp": "2025-04-23T03:38:05.849Z", "action": "click", "action_argument": "other"}
  {"timestamp": "2025-04-23T03:38:07.200Z", "action": "click", "action_argument": "other"}
  {"timestamp": "2025-04-23T03:38:11.375Z", "action": "click", "action_argument": "other"}
  {"timestamp": "2025-04-23T03:38:12.707Z", "action": "click", "action_argument": "other"}
  {"timestamp": "2025-04-23T22:47:20.959Z", "action": "click", "action_argument": "search"}
  {"timestamp": "2025-04-23T22:47:27.917Z", "action": "click", "action_argument": "search"}
  {"timestamp": "2025-04-23T22:47:33.823Z", "action": "click", "action_argument": "search"}
  {"timestamp": "2025-04-23T22:47:51.127Z", "action": "click", "action_argument": "search"}
  {"timestamp": "2025-04-23T22:48:06.939Z", "action": "click_product", "action_argument": "B0CXK2599F"}
  {"timestamp": "2025-04-23T22:48:26.784Z", "action": "click", "action_argument": "other"}
  {"timestamp": "2025-04-23T22:49:27.337Z", "action": "input", "action_argument": "smart light"}
  {"timestamp": "2025-04-23T22:49:27.427Z", "action": "click", "action_argument": "suggested_term"}
  {"timestamp": "2025-04-23T22:49:54.170Z", "action": "click_product", "action_argument": "B07QWB3J8W"}
  {"timestamp": "2025-04-23T22:50:34.235Z", "action": "click", "action_argument": "page_related"}
  {"timestamp": "2025-04-23T22:50:36.963Z", "action": "click", "action_argument": "page_related"}
  {"timestamp": "2025-04-23T22:53:02.376Z", "action": "click", "action_argument": "product_option"}
  {"timestamp": "2025-04-23T22:53:06.696Z", "action": "click", "action_argument": "product_option"}
  {"timestamp": "2025-04-23T22:53:12.485Z", "action": "click", "action_argument": "product_option"}
  {"timestamp": "2025-04-23T22:53:17.122Z", "action": "click", "action_argument": "product_option"}
  {"timestamp": "2025-04-23T22:53:22.185Z", "action": "click", "action_argument": "product_option"}
  {"timestamp": "2025-04-23T23:00:03.825Z", "action": "input", "action_argument": "smart switch"}
  {"timestamp": "2025-04-23T23:00:04.039Z", "action": "click", "action_argument": "search"}
  {"timestamp": "2025-04-23T23:01:17.810Z", "action": "input", "action_argument": "smart switch third "}
  {"timestamp": "2025-04-23T23:01:17.926Z", "action": "click", "action_argument": "suggested_term"}
  {"timestamp": "2025-04-23T23:01:27.806Z", "action": "click_product", "action_argument": "B0CR9ZSV5L"}
  {"timestamp": "2025-04-23T23:01:34.476Z", "action": "click", "action_argument": "other"}
  {"timestamp": "2025-04-23T23:04:30.285Z", "action": "click_product", "action_argument": "B0CR9ZSV5L"}
  {"timestamp": "2025-04-23T23:04:57.801Z", "action": "click", "action_argument": "review"}
  {"timestamp": "2025-04-23T23:05:14.817Z", "action": "click", "action_argument": "product_option"}
  {"timestamp": "2025-04-23T23:05:16.622Z", "action": "click", "action_argument": "product_option"}
  {"timestamp": "2025-04-23T23:06:28.129Z", "action": "input", "action_argument": "Smart Switch,Toggle"}
  {"timestamp": "2025-04-23T23:06:28.236Z", "action": "click", "action_argument": "search"}
  {"timestamp": "2025-04-23T23:07:00.678Z", "action": "click_product", "action_argument": "B0F3JD2SK3"}
  {"timestamp": "2025-04-23T23:17:21.171Z", "action": "click", "action_argument": "other"}
  {"timestamp": "2025-04-23T23:17:23.215Z", "action": "click", "action_argument": "other"}
  {"timestamp": "2025-04-23T23:18:01.713Z", "action": "click", "action_argument": "other"}
  {"timestamp": "2025-04-23T23:18:02.830Z", "action": "click", "action_argument": "other"}
  {"timestamp": "2025-04-23T23:18:03.566Z", "action": "click", "action_argument": "other"}
  {"timestamp": "2025-04-23T23:18:05.250Z", "action": "click", "action_argument": "other"}
  {"timestamp": "2025-04-23T23:18:06.853Z", "action": "click", "action_argument": "other"}
  {"timestamp": "2025-04-23T23:18:27.326Z", "action": "input", "action_argument": "Smart Switch Button Pusher"}
  {"timestamp": "2025-04-23T23:18:27.423Z", "action": "click", "action_argument": "search"}
  {"timestamp": "2025-05-02T20:44:41.615Z", "action": "click", "action_argument": "nav_bar"}
  {"timestamp": "2025-05-02T20:45:39.912Z", "action": "click", "action_argument": "nav_bar"}
  <|memory_end|>
  
  <|action_start|>
  {"timestamp": "2025-05-05T19:01:17.917Z", "action": "input", "action_argument": "homekit door bell"}
  {"timestamp": "2025-05-05T19:01:18.082Z", "action": "click", "action_argument": "search"}
  {"timestamp": "2025-05-05T19:02:32.242Z", "action": "click_product", "action_argument": "B08SG2MS3V"}
  {"timestamp": "2025-05-05T19:02:51.548Z", "action": "click_product", "action_argument": "B0BPHTL7MG"}
  {"timestamp": "2025-05-05T19:04:05.903Z", "action": "click", "action_argument": "page_related"}
  {"timestamp": "2025-05-05T19:04:07.244Z", "action": "click", "action_argument": "page_related"}
  {"timestamp": "2025-05-05T19:04:09.367Z", "action": "click", "action_argument": "page_related"}
  {"timestamp": "2025-05-05T19:04:11.257Z", "action": "click", "action_argument": "page_related"}
  {"timestamp": "2025-05-05T19:06:51.851Z", "action": "click", "action_argument": "review"}
  {"timestamp": "2025-05-05T19:07:04.203Z", "action": "click", "action_argument": "page_related"}
  {"timestamp": "2025-05-05T19:07:05.749Z", "action": "click", "action_argument": "page_related"}
  {"timestamp": "2025-05-05T19:07:06.911Z", "action": "click", "action_argument": "page_related"}
  {"timestamp": "2025-05-05T19:07:09.401Z", "action": "click", "action_argument": "other"}
  {"timestamp": "2025-05-05T19:07:13.796Z", "action": "click", "action_argument": "page_related"}
  {"timestamp": "2025-05-05T19:07:27.739Z", "action": "click", "action_argument": "page_related"}
  {"timestamp": "2025-05-05T19:07:30.412Z", "action": "click", "action_argument": "page_related"}
  {"timestamp": "2025-05-05T19:07:34.241Z", "action": "click", "action_argument": "page_related"}
  {"timestamp": "2025-05-05T19:07:36.297Z", "action": "click", "action_argument": "page_related"}
  {"timestamp": "2025-05-05T19:07:58.274Z", "action": "click", "action_argument": "page_related"}
  {"timestamp": "2025-05-05T19:08:00.860Z", "action": "click", "action_argument": "page_related"}
  {"timestamp": "2025-05-05T19:08:03.124Z", "action": "click", "action_argument": "page_related"}
  {"timestamp": "2025-05-05T19:08:06.005Z", "action": "click", "action_argument": "page_related"}
  {"timestamp": "2025-05-05T19:09:27.038Z", "action": "click_product", "action_argument": "B0BTL8B72D"}
  <|action_end|>
  
  <|observation_start|>
  Your context will be the JSON string containing page metadata of the Amazon page you are looking at. This Amazon page is the context you observed after performing your last action.
  "search_term": [{"term": ""}],
  "cart_items": [{"title": "SAMSUNG 990 PRO SSD NVMe M.2 PCIe Gen4, M.2 2280 Internal Solid State Hard Drive, Seq. Read Speeds Up to 7,450 MB/s for High End Computing, Gaming, and Heavy Duty Workstations, MZ-V9P2T0B/AM", "asin": "B0BHJJ9Y77", "price": "$169.99", "quantity": "1"},
  {"title": "ThxToms ESD Anti Static Gloves, High Resistance Carbon Fiber Computer Gloves, Large 1 Pair", "asin": "B01DP6RQYI", "price": "$6.99", "quantity": "1"},
  {"title": "STREBITO Electronics Precision Screwdriver Sets 142-Piece with 120 Bits Magnetic Repair Tool Kit for iPhone, MacBook, Computer, Laptop, PC, Tablet, PS4, Xbox, Nintendo, Game Console", "asin": "B08SGM6F79", "price": "$27.99", "quantity": "1"}],
  "product_details": [{"asin": "B0BXWZMQJ3"},
  {"title": "Aqara Presence Sensor FP2, mmWave Radar Wired Smart Motion Sensor, Zone Positioning, Multi-Person & Fall Detection,Supports HomeKit, Alexa, Google Home, and Home Assistant, 2.4 GHz Wi-Fi Required"},
  {"price": "$66.99"},
  {"bullet_list": "[Advanced Multi-Zone Detection] The Aqara Presence Sensor FP2 (2.4GHz Wi-Fi only) offers significant advantages over PIR infrared motion sensors by using a single radar sensor to monitor rooms of up to 40 \u33a1 (430 sq ft). You can also divide it into up to 30 zones, such as sofa, bed, or desktop, etc., and set up individual automations for each zone. It offers the functions of multiple PIR sensors in one. Please note: the FP2 is a WIRED sensor that should be constantly powered. [Multi-Person & Fall Detection] The mmwave Presence Sensor FP2 can simultaneously detect up to 5 people and trigger different scenarios and automation. Moreover, you can mount the FP2 on the ceiling and choose the Falling Detection Mode, which will detect and alert you through the app if someone falls. (Note: The Falling Detection Mode is only available when you mount the FP2 on the ceiling. The FP2 is not a medical device and can only be used for notification purposes. [Ultra-high Precision with More Privacy] The presence sensor uses millimeter-wave radar to accurately detect human presence. You can define interference areas in the application, exclude objects such as plants, curtains, or pets, and set the filter height to ignore fan movement or crawling pets, ensuring that human presence is accurately detected. No camera is required, ensuring maximum privacy. With an IPX5 waterproof rating, FP2 is also ideal for humid environments like bathrooms. [Multi-Ecosystem Support] The Aqara Presence Sensor is exposed as multiple sensors to HomeKit, Alexa, Google Home and Home Assistant. (Note: The device can be added directly to Home Assistant using HomeKit Controller integration. Please connect the FP2 to Aqara Home before enabling skills in Google Home and Alexa.) You can integrate the smart motion sensor easily without requiring an Aqara hub, which is a great solution for smart home enthusiasts. The dimension of Aqara FP2: 2.51*2.51*1.14 inch. [Advanced Elderly Care Monitoring] Support independent living with smart elderly care. The FP2 detects unusual inactivity and triggers alerts if no movement is sensed within a set time. Non-wearable sleep monitoring tracks sleep duration, stages, heart rate, and respiration, enabling personalized automations like custom wake-up scenes. It also syncs live positions to the cloud and uses AI to analyze movement patterns, helping assess well-being and provide families with timely care insights. [Built-In Light Sensor & Local Automations] The Aqara FP2 has a built-in light sensor, which provides greater flexibility and enjoyment when creating lighting automations (Only available in Aqara Home, HomeKit, and IFTTT). Moreover, automations of FP2 are executed without sending to the cloud and will keep working even if there is no internet connection. (Note: recommended distance between the router and the FP2 is no more than 393 inches, without any obstacles.)"}],
  "product_quantity": [{"quantity": "1"}],
  "promotion_items": [{"title": "Aqara Zigbee Presence Sensor FP1E, mmWave Radar Wired Motion Sensor, AI Spatial Learning, Supports HomeKit, Alexa, Google Home, SmartThings, Matter Over Bridge, Requires Aqara Zigbee 3.0 Hub", "asin": "B0D5QPH3T6", "price": "$39.99", "quantity": ""},
  {"title": "Aqara Presence Sensor FP2 Bracket Set, mmWave Radar Wired Motion Sensor, Zone Positioning, Multi-Person & Fall Detection, High Precision, Supports HomeKit, Alexa and Home Assistant", "asin": "B0DG1XJM1P", "price": "$72.99", "quantity": ""},
  {"title": "SONOFF SNZB-06P Zigbee Human Presence Sensor, Zigbee Smart Motion Detector with 5.8GHZ cmWave Radar, Requires ZigBee Bridge (1)", "asin": "B0D146T6QG", "price": "$26.98", "quantity": ""},
  {"title": "Aqara 2K Security Indoor Camera Hub G3, AI Facial and Gesture Recognition, Infrared Remote Control, 360\u00b0 Viewing Angle via Pan and Tilt, Works with Alexa, HomeKit Secure Video, Google Assistant, IFTTT", "asin": "B09J2CP8YS", "price": "$87.00", "quantity": ""},
  {"title": "Aqara Security Camera Hub Indoor G2H Pro, 1080p HD HomeKit Secure Video Indoor Camera, Night Vision, Two-Way Audio, Zigbee Hub, Plug-in Cam Works with Alexa, Homekit, Compatible with Google Assistant", "asin": "B09N6KDX5K", "price": "$62.99", "quantity": ""},
  {"title": "Aqara Motion and Light Sensor P2, Matter Over Thread, Requires 2-in-1 Matter Controller & Thread Border Router, Motion Detector with Light Sensor, Supports Apple Home, Alexa and SmartThings", "asin": "B0CT8W9NRB", "price": "$26.99", "quantity": ""},
  {"title": "Aqara Motion Sensor P1, Requires AQARA HUB, 5-Year Battery Life, Configurable Detection Timeout, for Alert System and Automations, Compatible with HomeKit, Alexa, IFTTT", "asin": "B09QKVMMTB", "price": "$20.69", "quantity": ""},
  {"title": "Aqara 2K Indoor Security Camera E1, Pan & Tilt, HomeKit Secure Video Indoor Camera, Two-Way Audio, Night Vision, Person Tracking, Wi-Fi 6, Plug-in Cam Supports HomeKit, Alexa and IFTTT", "asin": "B0CCHQ38D2", "price": "$53.99", "quantity": ""},
  {"title": "Aqara Security Camera Hub Indoor G2H Pro, 1080p HD HomeKit Secure Video Indoor Camera, Night Vision, Two-Way Audio, Zigbee Hub, Plug-in Cam Works with Alexa, Homekit, Compatible with Google Assistant", "asin": "B09N6KDX5K", "price": "$62.99", "quantity": ""},
  {"title": "Aqara Motion Sensor P1, Requires AQARA HUB, 5-Year Battery Life, Configurable Detection Timeout, for Alert System and Automations, Compatible with HomeKit, Alexa, IFTTT", "asin": "B09QKVMMTB", "price": "$20.69", "quantity": ""},
  {"title": "ecobee SmartCamera Smart Security Bundle with ecobee Smart Camera Indoor WiFi Security Camera and 2 Pack SmartSensor for Doors & Windows - Wifi Contact Sensor for Home Security, Energy Savings - Compatible with Smart Thermostats", "asin": "B08XJBK5VM", "price": "$155.98", "quantity": ""},
  {"title": "Aqara Zigbee Presence Sensor FP1E, mmWave Radar Wired Motion Sensor, AI Spatial Learning, Supports HomeKit, Alexa, Google Home, SmartThings, Matter Over Bridge, Requires Aqara Zigbee 3.0 Hub", "asin": "B0D5QPH3T6", "price": "$39.99", "quantity": ""},
  {"title": "Aqara 2K Security Indoor Camera Hub G3, AI Facial and Gesture Recognition, Infrared Remote Control, 360\u00b0 Viewing Angle via Pan and Tilt, Works with Alexa, HomeKit Secure Video, Google Assistant, IFTTT", "asin": "B09J2CP8YS", "price": "$87.00", "quantity": ""},
  {"title": "Aqara Zigbee Door and Window Sensor, Wireless Mini Contact Sensor, Home Automation, Requires Aqara Hub, Zigbee Connection, Kid Safety, Compatible with Apple HomeKit, Alexa, Works with IFTTT", "asin": "B07D37VDM3", "price": "$16.99", "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": "2025-05-05T19:13:16.943Z", // 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>
  