<|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": "2025-04-16T17:12:35.529Z", "action": "click", "action_argument": "nav_bar"}
{"timestamp": "2025-04-16T17:44:10.338Z", "action": "click_product", "action_argument": "B0C5SPSRNG"}
{"timestamp": "2025-04-16T17:45:11.378Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-16T17:45:14.934Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-16T17:45:16.419Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-16T17:45:21.277Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-16T17:45:24.450Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-16T17:45:28.162Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-16T17:45:29.812Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-16T17:45:32.123Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-16T17:45:34.185Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-16T17:45:35.841Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-16T17:45:37.811Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-16T17:45:39.525Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-16T17:45:41.025Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-16T17:45:42.473Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-16T17:45:43.305Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-16T17:45:44.836Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-16T17:45:45.530Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-16T17:45:48.225Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-16T17:45:52.858Z", "action": "click", "action_argument": "quantity"}
{"timestamp": "2025-04-16T17:45:54.786Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-16T17:46:01.450Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-16T17:46:37.234Z", "action": "click_product", "action_argument": "B0CYSR6VHW"}
{"timestamp": "2025-04-16T17:46:51.247Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-16T17:46:53.624Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-16T17:46:56.457Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-16T17:47:00.500Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-16T17:47:02.147Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-16T17:47:09.026Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-16T17:47:11.967Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-16T17:47:15.002Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-16T17:47:15.935Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-16T17:47:16.977Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-16T17:47:17.765Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-16T17:47:19.297Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-16T17:47:20.384Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-16T17:47:21.387Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-16T17:47:23.075Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-16T17:47:23.806Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-16T17:47:24.521Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-16T17:47:25.445Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-16T17:47:26.411Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-16T17:47:26.984Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-16T17:47:27.248Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-16T17:47:27.949Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-16T17:47:28.658Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-16T17:47:29.223Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-16T17:47:30.658Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-16T17:47:31.752Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-16T17:47:32.690Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-16T17:47:33.425Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-16T17:47:34.485Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-16T17:47:37.325Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-16T17:47:38.040Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-16T17:47:38.835Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-16T17:47:39.381Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-16T17:47:39.631Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-16T17:47:40.144Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-16T17:47:40.617Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-16T17:47:41.134Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-16T17:47:41.379Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-16T17:47:41.678Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-16T17:47:42.269Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-16T17:47:43.309Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-16T17:47:44.525Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-16T17:47:45.778Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-16T17:47:48.958Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-16T17:48:09.002Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-16T17:48:23.845Z", "action": "input", "action_argument": "backpack with "}
{"timestamp": "2025-04-16T17:48:23.967Z", "action": "click", "action_argument": "suggested_term"}
{"timestamp": "2025-04-16T17:49:00.806Z", "action": "input", "action_argument": "backpack with shoe compartment"}
{"timestamp": "2025-04-16T17:49:13.797Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-16T17:54:58.471Z", "action": "input", "action_argument": "osprey backpack"}
{"timestamp": "2025-04-16T17:54:58.561Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-16T17:55:54.363Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-16T17:55:57.432Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-16T17:56:09.439Z", "action": "click_product", "action_argument": "B0BKQJC98R"}
{"timestamp": "2025-04-16T17:56:51.260Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-16T17:56:54.612Z", "action": "input", "action_argument": "osprey Radial"}
{"timestamp": "2025-04-16T17:56:54.718Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-16T17:57:13.151Z", "action": "input", "action_argument": "osprey Radial"}
{"timestamp": "2025-04-16T18:05:51.392Z", "action": "input", "action_argument": "backpack with shoe compartment"}
{"timestamp": "2025-04-16T18:05:51.602Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-20T05:39:29.392Z", "action": "input", "action_argument": "SCOOP LONGLINE BRALETTE"}
{"timestamp": "2025-04-20T05:39:29.521Z", "action": "click", "action_argument": "suggested_term"}
{"timestamp": "2025-04-21T07:29:37.433Z", "action": "input", "action_argument": "\u732b\u773c\u6444\u50cf\u673a"}
{"timestamp": "2025-04-21T07:29:37.615Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-21T07:29:58.412Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-21T07:30:20.470Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-21T07:30:26.920Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-21T07:30:58.470Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-21T07:31:05.762Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-21T07:32:15.979Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-21T07:32:16.173Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-21T07:32:24.417Z", "action": "input", "action_argument": "homekit "}
{"timestamp": "2025-04-21T07:32:24.520Z", "action": "click", "action_argument": "suggested_term"}
{"timestamp": "2025-04-21T07:40:21.659Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-21T07:40:24.373Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-21T17:19:18.550Z", "action": "click", "action_argument": "page_related"}
{"timestamp": "2025-04-21T17:19:26.778Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-21T17:19:53.080Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-21T17:22:52.650Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-21T17:23:11.963Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-21T17:25:42.767Z", "action": "click_product", "action_argument": "B0D5BGST5N"}
{"timestamp": "2025-04-21T17:26:26.578Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-21T17:27:17.970Z", "action": "input", "action_argument": "matter smart light"}
{"timestamp": "2025-04-21T17:27:18.138Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-21T17:28:07.887Z", "action": "click_product", "action_argument": "B0DSJCN9RZ"}
{"timestamp": "2025-04-21T17:28:49.828Z", "action": "purchase", "action_argument": "B0DSJCN9RZ"}
{"timestamp": "2025-04-21T17:29:06.327Z", "action": "click", "action_argument": "cart_side_bar"}
{"timestamp": "2025-04-21T17:29:25.028Z", "action": "click", "action_argument": "cart_side_bar"}
{"timestamp": "2025-04-21T17:29:45.661Z", "action": "input", "action_argument": "matter "}
{"timestamp": "2025-04-21T17:29:45.726Z", "action": "click", "action_argument": "suggested_term"}
{"timestamp": "2025-04-21T17:31:16.298Z", "action": "click", "action_argument": "quantity"}
{"timestamp": "2025-04-21T17:31:23.911Z", "action": "purchase", "action_argument": "B0BYGMR4DX"}
{"timestamp": "2025-04-21T17:31:31.756Z", "action": "click_product", "action_argument": "B0BYGMR4DX"}
{"timestamp": "2025-04-21T17:31:44.051Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-21T17:47:14.846Z", "action": "input", "action_argument": "door sensor"}
{"timestamp": "2025-04-21T17:47:15.006Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-21T17:47:47.054Z", "action": "click_product", "action_argument": "B07ZB2QLC2"}
{"timestamp": "2025-04-21T17:48:08.859Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-21T17:48:20.963Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-21T17:48:41.754Z", "action": "click_product", "action_argument": "B07D37VDM3"}
{"timestamp": "2025-04-21T17:50:44.976Z", "action": "purchase", "action_argument": "B07D37VDM3"}
<|memory_end|>

<|action_start|>
{"timestamp": "2025-04-21T17:58:06.924Z", "action": "input", "action_argument": "homekit ac "}
<|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": "homekit ac "}],
"cart_items": [{"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": "$15.29", "quantity": "1"},
{"title": "Kasa Matter Smart Plug w/ Energy Monitoring, Compact Design, 15A/1800W Max, Super Easy Setup, Works with Apple Home, Alexa & Google Home, UL Certified, 2.4G Wi-Fi Only, White, KP125M (4-Pack)", "asin": "B0BYGMR4DX", "price": "$41.99", "quantity": "1"},
{"title": "Tapo TP-Link Smart Light Bulbs, 1100 Lumens High Brightness (75W Equivalent), Matter-Certified, 16M Colors WiFi Light Bulb, Dimmable, Works w/Siri, Alexa & Google Home, A19 E26, L535E(4-Pack)", "asin": "B0DSJCN9RZ", "price": "$35.99", "quantity": "1"},
{"title": "TP-Link Tapo 2K QHD Pan/Tilt Wi-Fi Camera | Apple HomeKit | Physical Privacy Mode | Color Night Vision | Motion Tracking | 2-Way Audio | Local/Cloud Storage | Works w/Alexa&Google Home | (Tapo C225)", "asin": "B0CHM81YY4", "price": "$39.00", "quantity": "1"},
{"title": "TP-Link Tapo Matter Supported Smart Plug Mini, Compact Design, 15A/1800W Max, Super Easy Setup, Works with Apple Home, Alexa & Google Home, UL Certified, 2.4G Wi-Fi Only, White, Tapo P125M(3-Pack)", "asin": "B0BXMNJDW3", "price": "$20.33", "quantity": "1"},
{"title": "Command 20 lb XL Heavyweight Picture Hanging Strips 16 Pairs (32 Command Strips), Damage Free Hanging Picture Hangers, Heavy Duty Wall Hanging Strips for Home Decor, White Adhesive Strips", "asin": "B0B3SR5M71", "price": "$11.99", "quantity": "1"},
{"title": "Command Large Picture Hanging Strips, White, Holds up to 16 lbs, 14-Pairs, Easy to Open Packaging", "asin": "B073XR4X72", "price": "$9.57", "quantity": "1"},
{"title": "Command Variety Pack, Including 10 Pairs of Picture Hanging Strips, 6 Wire Hooks and 8 Utility Hooks for Hanging, Organization and Storage, Damage Free Hanging Up to 19 Items, 1 Kit", "asin": "B07712H557", "price": "$13.89", "quantity": "1"},
{"title": "REALINN Under Sink Organizer, Pull Out Cabinet Organizer 2 Tier Slide Out Sink Shelf Cabinet Storage Shelves, Storage for Kitchen Bathroom, White, 2 Pack", "asin": "B0CFQFMC4F", "price": "$45.99", "quantity": "1"},
{"title": "Oudain 15.5 ft Pennant Banner Flags, 2 Pcs Nursery Garland Triangle Bunting Flag Baby Banner for Nursery Decor Baby Birthday Boho Wedding Shower Party Event, Each 7.75 ft(Simple Color)", "asin": "B0CYH1HJ39", "price": "$16.49", "quantity": "1"},
{"title": "LaRibbons 15 PCS Triangle Burlap Banner, 5x7.5 inches 20.5ft Burlap Pennant Banner Flags for Party, Baby Shower Birthday Wedding and Graduation", "asin": "B0DLNQ6PT5", "price": "$9.99", "quantity": "1"},
{"title": "Boho Bulletin Board Borders Classroom Colorful Border Stickers Boho Die-Cut Border Trims Bulletin Board Scalloped Borders Self-Adhesive for School Blackboard Chalkboard Desk, 91.8 Ft", "asin": "B0BXD86JJ3", "price": "$11.99", "quantity": "1"},
{"title": "EuTengHao 43Pcs Invisible Nail Screws Wall Hooks No Trace Picture Hangers Traceless Photo Hook Hardwall Drywall Picture Hooks Multi Function Heavy Duty Picture Art Painting Frame Hanger (35Lbs,6Types)", "asin": "B07F2CZD6M", "price": "$9.99", "quantity": "1"},
{"title": "Large Bulletin Board 48x36 inch,Bulletin Board for Walls,Decorative Picture Display Pin Board,Foldable Wood Frame Felt Board for Home School Office Decor.", "asin": "B0DHRXZ2CK", "price": "$48.99", "quantity": "1"},
{"title": "ManGuish 2 Pack Console Sofa Table with Power Outlets, 94.4\" L x 5.9\" W x 31.8\" H Long Couch Table with Metal Frame and Charge Station with Extension Cord, Behind Couch Table, Rustic Brown", "asin": "B0DF25TNCG", "price": "$94.99", "quantity": "1"},
{"title": "SUPTEC Universal Hair Dryer Holder, Blow Dryer Hanger Wall Mount for Hair Dryer Hook with Plug&Cord Organizer Self Adhesive for Cabinet Bathroom(1 Pack White)", "asin": "B09SPX24CL", "price": "$7.49", "quantity": "1"},
{"title": "Nivea Cellular Luminous 630\u00b0 Anti Dark-Spot Advanced Treatment Serum - 30ml", "asin": "B08W9C17SZ", "price": "$20.95", "quantity": "1"},
{"title": "ASUS ROG Loki SFX-L 1200W Titanium PC Power Supply (Modular, 80+ Titanium, 135mm PWM Axial Fan, Aura Sync RGB, ATX 3.0, PCIe 5.0 Ready)", "asin": "B0CSFT73DH", "price": "$325.04", "quantity": "1"},
{"title": "SAMSUNG 990 PRO Series - 2TB PCIe Gen4. X4 NVMe 2.0c - M.2 Internal SSD (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": "$23.79", "quantity": "1"},
{"title": "Noctua 360mm AIO Upgrade Bundle (3X NF-A12x25 PWM chromax.Black.swap 120mm Fans Plus 1x NT-H2 Thermal Paste)", "asin": "B09J91SVLF", "price": "$106.95"}],
"promotion_items": [{"title": "Aqara Smart Hub M2 (2.4 GHz Wi-Fi Required), Smart Home Bridge for Alarm System, IR Remote Control, Home Automation, Supports Alexa, Google Assistant, Apple HomeKit and IFTTT", "asin": "", "price": "$49.99", "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": "", "price": "$18.39", "quantity": ""},
{"title": "Aqara Zigbee Temperature and Humidity Sensor, Wireless Thermometer Hygrometer for Home Automation, Remote Monitoring, Aqara Hub Required, Compatible with Apple HomeKit, Alexa, Works with IFTTT", "asin": "", "price": "$16.99", "quantity": ""},
{"title": "Aqara Smart Plug, REQUIRES AQARA HUB, Zigbee, with Energy Monitoring, Overload Protection, Scheduling and Voice Control capabilities, Works with Alexa, Google Assistant, and Apple HomeKit Compatible", "asin": "", "price": "$32.99", "quantity": ""},
{"title": "Aqara Smart Hub M3 for Home Automation, Matter Controller, Thread Border Router, Features Zigbee, Bluetooth, Wi-Fi, PoE, IR, Supports Alexa, Apple HomeKit, IFTTT", "asin": "", "price": "$115.99", "quantity": ""},
{"title": "THIRDREALITY Multi-Function Night Light, Zigbee Repeater, 3-in-1 Combines a Motion Sensor, a Illumination Sensor and RGB Color Night Light, 1-100% Adjustable Brightness, Zigbee hub Required", "asin": "", "price": "$29.99", "quantity": ""},
{"title": "Aqara Wireless Mini Switch, Requires AQARA HUB, Not Support Third Party Hubs, Zigbee Connection, Versatile 3-Way Control Button for Smart Home Devices, Compatible with Apple HomeKit, Works with IFTTT", "asin": "", "price": "", "quantity": ""},
{"title": "Aqara Vibration Sensor, Requires AQARA HUB, Zigbee Connection, Wireless Mini Glass Break Detector for Alarm System and Smart Home Automation, Compatible with Apple HomeKit, Works with IFTTT", "asin": "", "price": "", "quantity": ""},
{"title": "THIRDREALITY Smart Soil Moisture Sensor,Zigbee hub Needed,Accurate Measure,Capacitive Probe,Moisture/Temperature Meter for Garden Planting,Compatible with Homey,Hubitat, SmartThings,Home Assistant", "asin": "", "price": "", "quantity": ""},
{"title": "Aqara Smart Plug, REQUIRES AQARA HUB, Zigbee, with Energy Monitoring, Overload Protection, Scheduling and Voice Control capabilities, Works with Alexa, Google Assistant, and Apple HomeKit Compatible", "asin": "", "price": "$32.99", "quantity": ""},
{"title": "THIRDREALITY Multi-Function Night Light, Zigbee Repeater, 3-in-1 Combines a Motion Sensor, a Illumination Sensor and RGB Color Night Light, 1-100% Adjustable Brightness, Zigbee hub Required", "asin": "", "price": "$29.99", "quantity": ""},
{"title": "Aqara Smart Light Switch H2 (2-in-1 Neutral, 2 Buttons, 2 Channels), Thread/Zigbee Protocol, Wall Switch for Smart Home, Supports Apple Home, Alexa, Google Home and Home Assistant, Matter Over Thread", "asin": "", "price": "$49.99", "quantity": ""},
{"title": "THIRDREALITY ZigBee Smart Plug 4 Pack with Real-time Energy Monitoring,15A Outlet, Zigbee Repeater,ETL Certified,ZigBee Hub Required,Work with Home Assistant,Compatible Echo Devices and SmartThings", "asin": "", "price": "$38.99", "quantity": ""},
{"title": "[Upgraded Version] Aqara Dual Relay Module T2 with Matter, Requires Aqara Zigbee 3.0 HUB, Dry Contact Mode for Garage Doors and Boilers, Light Switch & Roller Shade Switch, Supports Homekit and Alexa", "asin": "", "price": "$34.99", "quantity": ""},
{"title": "THIRDREALITY Zigbee Vibration Sensor, 110dB Alarm, Adjustable Sensitivity, Works with Echo, SmartThings, Home Assistant", "asin": "", "price": "$19.99", "quantity": ""},
{"title": "THIRDREALITY Zigbee Temperature and Humidity Sensor Lite,Smart Thermometer and Hygrometer, Hub Required,Compatible with Echo Devices with Zigbee Hub Built-in,Home Assistant,SmartThings,Homey,Hubitat", "asin": "", "price": "$19.99", "quantity": ""},
{"title": "THIRDREALITY Zigbee Smart Garage Door Tilt Sensor, Adjustable Sensitivity Levels, 2-Year Battery Life, Zigbee Hub Required", "asin": "", "price": "", "quantity": ""},
{"title": "SONOFF Zigbee 3.0 USB Dongle Plus Gateway, Universal Zigbee USB Gateway with Antenna for Home Assistant, IoBroker, Wireless Zigbee 3.0 USB Adapter(1 Pack)", "asin": "", "price": "", "quantity": ""},
{"title": "ARCTIC MX-4 (4 g) - Premium Performance Thermal Paste for All Processors (CPU, GPU - PC), Very high Thermal Conductivity, Long Durability, Safe Application, Non-Conductive", "asin": "", "price": "$6.99", "quantity": ""},
{"title": "TP-Link Tapo Smart 3 Way Dimmer Switch KIT, Matter Compatible, Energy Monitoring, Neutral Wire Required, Works with Alexa, Siri, Google Home, SmartThings, UL Certified, 2.4GHZ Wi-Fi, Tapo S515D KIT", "asin": "", "price": "$34.98", "quantity": ""},
{"title": "Aqara Smart Hub M3 for Home Automation, Matter Controller, Thread Border Router, Features Zigbee, Bluetooth, Wi-Fi, PoE, IR, Supports Alexa, Apple HomeKit, IFTTT", "asin": "", "price": "$115.99", "quantity": ""},
{"title": "Command Damage Free Hanging Strips for Large Wall Hooks, Removable Adhesive, No Tools, 20 White Strips", "asin": "", "price": "$10.99", "quantity": ""},
{"title": "Tapo TP-Link Smart Light Bulbs, 1100 Lumens High Brightness (75W Equivalent), Matter-Certified, 16M Colors WiFi Light Bulb, Dimmable, Works w/Siri, Alexa & Google Home, A19 E26, L535E(2-Pack)", "asin": "", "price": "$19.99", "quantity": ""},
{"title": "TP-Link Tapo Smart Plug Outlet Extender, Surge Protector, 18W Fast Charging, 3 Individual Smart Outlets, 1x USB-C & 2X USB-A, Smart Night Light, Works w/Apple HomeKit, Alexa & Google Home, Tapo P306", "asin": "", "price": "$34.99", "quantity": ""},
{"title": "TP-Link Tapo Matter Outdoor Smart Plug, 2 Individual outlets, IP65 Weather Resistance, Works with Apple Home, Alexa, Google Home, Long Wi-Fi Range, 2.4G Wi-Fi Only, ETL Certified(Tapo P400M)", "asin": "", "price": "$19.54", "quantity": ""},
{"title": "Aqara Zigbee Temperature and Humidity Sensor-3 Pack, Wireless Thermometer Hygrometer for Home Automation, Remote Monitoring, Aqara Hub Required, Compatible with Apple HomeKit, Alexa, Works with IFTTT", "asin": "", "price": "$44.99", "quantity": ""},
{"title": "TP-Link Smart Water Leak Detector, Wi-Fi with Rapid Dripping Detection, 90dB Adjustable Alarm, App Alerts, Compatible with Alexa and Google Home", "asin": "", "price": "$16.99", "quantity": ""},
{"title": "THIRDREALITY Zigbee Smart Switch (2 Pack),Toggle/Rocker,No Wiring Needed. Hub Required, Compatible with Echo Devices with Zigbee Hub Built-in,Home Assistant,Hubitat,SmartThings,Homey", "asin": "B0CR9ZSV5L", "price": "$47.99", "quantity": ""},
{"title": "ecobee Smart Sensor for Doors & Windows 2 Pack - Wifi Contact Sensor for Home Security, Energy Savings - Compatible with Smart Thermostats - Temperature sensor, white", "asin": "B087D88FW2", "price": "$59.99", "quantity": ""},
{"title": "THIRDREALITY Multi-Function Night Light, Zigbee Repeater, 3-in-1 Combines a Motion Sensor, a Illumination Sensor and RGB Color Night Light, 1-100% Adjustable Brightness, Zigbee hub Required", "asin": "B0C9LNXYLL", "price": "$29.99", "quantity": ""},
{"title": "Aqara 4MP Camera Hub G5 Pro PoE, True Color Night Vision Security Camera Outdoor, HomeKit Secure Video, Thread Border Router, Local Detection, Thread/Zigbee, Supports Alexa, Google, Smartthings, White", "asin": "B0DPX69RWZ", "price": "$179.99", "quantity": ""},
{"title": "THIRDREALITY Zigbee Water Leak Sensor with Dripping Detection,120dB Alarm,App Notifications Enabled When Work with Home Assistant and Compatible Zigbee HUB Like SmartThings,Aeotec or Third Reality Hub", "asin": "B09GYFN8VL", "price": "$20.99", "quantity": ""},
{"title": "THIRDREALITY Zigbee Temperature and Humidity Sensor with Digital LCD Display, ZigBee Hub Required, App Records, Remote Monitoring and Smart Home Automation, AAA Batteries Included", "asin": "B0BF9W3WMK", "price": "$24.99", "quantity": ""},
{"title": "WiFi Door and Window Sensor, Smart Home Security Alert System, 2.4G Wireless, Compatible with Alexa, Google Home, Tuya Smart Devices", "asin": "B0DSGWF7SR", "price": "$32.99", "quantity": ""},
{"title": "TP-Link Tapo Matter Smart Light Switch: Voice Control w/Siri, Alexa & Google Home | UL Certified | Timer & Schedule | Easy Guided Install | Neutral Wire Required | Single Pole | Tapo S505(2-Pack)", "asin": "B0CBNX6Q51", "price": "$19.99", "quantity": ""},
{"title": "Aqara Front Door Handleset, Single Cylinder Exterior Door Entry Handle with Door Lever, Reversible for Right and Left Handed Sided Doors, Non-Locking, Ideal for Modern Doors Smart Locks", "asin": "B0DHKN582D", "price": "$49.99", "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": "2025-04-21T17:58:07.016Z", // 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>

user
<|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": "2025-04-16T17:12:35.529Z", "action": "click", "action_argument": "nav_bar"}
{"timestamp": "2025-04-16T17:44:10.338Z", "action": "click_product", "action_argument": "B0C5SPSRNG"}
{"timestamp": "2025-04-16T17:45:11.378Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-16T17:45:14.934Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-16T17:45:16.419Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-16T17:45:21.277Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-16T17:45:24.450Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-16T17:45:28.162Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-16T17:45:29.812Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-16T17:45:32.123Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-16T17:45:34.185Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-16T17:45:35.841Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-16T17:45:37.811Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-16T17:45:39.525Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-16T17:45:41.025Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-16T17:45:42.473Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-16T17:45:43.305Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-16T17:45:44.836Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-16T17:45:45.530Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-16T17:45:48.225Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-16T17:45:52.858Z", "action": "click", "action_argument": "quantity"}
{"timestamp": "2025-04-16T17:45:54.786Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-16T17:46:01.450Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-16T17:46:37.234Z", "action": "click_product", "action_argument": "B0CYSR6VHW"}
{"timestamp": "2025-04-16T17:46:51.247Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-16T17:46:53.624Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-16T17:46:56.457Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-16T17:47:00.500Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-16T17:47:02.147Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-16T17:47:09.026Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-16T17:47:11.967Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-16T17:47:15.002Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-16T17:47:15.935Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-16T17:47:16.977Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-16T17:47:17.765Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-16T17:47:19.297Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-16T17:47:20.384Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-16T17:47:21.387Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-16T17:47:23.075Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-16T17:47:23.806Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-16T17:47:24.521Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-16T17:47:25.445Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-16T17:47:26.411Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-16T17:47:26.984Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-16T17:47:27.248Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-16T17:47:27.949Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-16T17:47:28.658Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-16T17:47:29.223Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-16T17:47:30.658Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-16T17:47:31.752Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-16T17:47:32.690Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-16T17:47:33.425Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-16T17:47:34.485Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-16T17:47:37.325Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-16T17:47:38.040Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-16T17:47:38.835Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-16T17:47:39.381Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-16T17:47:39.631Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-16T17:47:40.144Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-16T17:47:40.617Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-16T17:47:41.134Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-16T17:47:41.379Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-16T17:47:41.678Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-16T17:47:42.269Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-16T17:47:43.309Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-16T17:47:44.525Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-16T17:47:45.778Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-16T17:47:48.958Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-16T17:48:09.002Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-16T17:48:23.845Z", "action": "input", "action_argument": "backpack with "}
{"timestamp": "2025-04-16T17:48:23.967Z", "action": "click", "action_argument": "suggested_term"}
{"timestamp": "2025-04-16T17:49:00.806Z", "action": "input", "action_argument": "backpack with shoe compartment"}
{"timestamp": "2025-04-16T17:49:13.797Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-16T17:54:58.471Z", "action": "input", "action_argument": "osprey backpack"}
{"timestamp": "2025-04-16T17:54:58.561Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-16T17:55:54.363Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-16T17:55:57.432Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-16T17:56:09.439Z", "action": "click_product", "action_argument": "B0BKQJC98R"}
{"timestamp": "2025-04-16T17:56:51.260Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-16T17:56:54.612Z", "action": "input", "action_argument": "osprey Radial"}
{"timestamp": "2025-04-16T17:56:54.718Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-16T17:57:13.151Z", "action": "input", "action_argument": "osprey Radial"}
{"timestamp": "2025-04-16T18:05:51.392Z", "action": "input", "action_argument": "backpack with shoe compartment"}
{"timestamp": "2025-04-16T18:05:51.602Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-20T05:39:29.392Z", "action": "input", "action_argument": "SCOOP LONGLINE BRALETTE"}
{"timestamp": "2025-04-20T05:39:29.521Z", "action": "click", "action_argument": "suggested_term"}
{"timestamp": "2025-04-21T07:29:37.433Z", "action": "input", "action_argument": "\u732b\u773c\u6444\u50cf\u673a"}
{"timestamp": "2025-04-21T07:29:37.615Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-21T07:29:58.412Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-21T07:30:20.470Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-21T07:30:26.920Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-21T07:30:58.470Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-21T07:31:05.762Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-21T07:32:15.979Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-21T07:32:16.173Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-21T07:32:24.417Z", "action": "input", "action_argument": "homekit "}
{"timestamp": "2025-04-21T07:32:24.520Z", "action": "click", "action_argument": "suggested_term"}
{"timestamp": "2025-04-21T07:40:21.659Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-21T07:40:24.373Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-21T17:19:18.550Z", "action": "click", "action_argument": "page_related"}
{"timestamp": "2025-04-21T17:19:26.778Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-21T17:19:53.080Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-21T17:22:52.650Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-21T17:23:11.963Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-21T17:25:42.767Z", "action": "click_product", "action_argument": "B0D5BGST5N"}
{"timestamp": "2025-04-21T17:26:26.578Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-21T17:27:17.970Z", "action": "input", "action_argument": "matter smart light"}
{"timestamp": "2025-04-21T17:27:18.138Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-21T17:28:07.887Z", "action": "click_product", "action_argument": "B0DSJCN9RZ"}
{"timestamp": "2025-04-21T17:28:49.828Z", "action": "purchase", "action_argument": "B0DSJCN9RZ"}
{"timestamp": "2025-04-21T17:29:06.327Z", "action": "click", "action_argument": "cart_side_bar"}
{"timestamp": "2025-04-21T17:29:25.028Z", "action": "click", "action_argument": "cart_side_bar"}
{"timestamp": "2025-04-21T17:29:45.661Z", "action": "input", "action_argument": "matter "}
{"timestamp": "2025-04-21T17:29:45.726Z", "action": "click", "action_argument": "suggested_term"}
{"timestamp": "2025-04-21T17:31:16.298Z", "action": "click", "action_argument": "quantity"}
{"timestamp": "2025-04-21T17:31:23.911Z", "action": "purchase", "action_argument": "B0BYGMR4DX"}
{"timestamp": "2025-04-21T17:31:31.756Z", "action": "click_product", "action_argument": "B0BYGMR4DX"}
{"timestamp": "2025-04-21T17:31:44.051Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-21T17:47:14.846Z", "action": "input", "action_argument": "door sensor"}
{"timestamp": "2025-04-21T17:47:15.006Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-21T17:47:47.054Z", "action": "click_product", "action_argument": "B07ZB2QLC2"}
{"timestamp": "2025-04-21T17:48:08.859Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-21T17:48:20.963Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-21T17:48:41.754Z", "action": "click_product", "action_argument": "B07D37VDM3"}
{"timestamp": "2025-04-21T17:50:44.976Z", "action": "purchase", "action_argument": "B07D37VDM3"}
<|memory_end|>

<|action_start|>
{"timestamp": "2025-04-21T17:58:06.924Z", "action": "input", "action_argument": "homekit ac "}
<|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": "homekit ac "}],
"cart_items": [{"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": "$15.29", "quantity": "1"},
{"title": "Kasa Matter Smart Plug w/ Energy Monitoring, Compact Design, 15A/1800W Max, Super Easy Setup, Works with Apple Home, Alexa & Google Home, UL Certified, 2.4G Wi-Fi Only, White, KP125M (4-Pack)", "asin": "B0BYGMR4DX", "price": "$41.99", "quantity": "1"},
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<|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": "2025-04-21T17:58:07.016Z", // 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>

<answer>{"timestamp": "2025-04-21T17:58:07.016Z","action": "click","acion_argument": "suggested_term",}</answer>
rule
<answer>{"timestamp": "2025-04-21T17:58:07.016Z","action": "click","acion_argument": "suggested_term",}</answer>
<|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": "2025-04-16T17:12:35.529Z", "action": "click", "action_argument": "nav_bar"}
{"timestamp": "2025-04-16T17:44:10.338Z", "action": "click_product", "action_argument": "B0C5SPSRNG"}
{"timestamp": "2025-04-16T17:45:11.378Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-16T17:45:14.934Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-16T17:45:16.419Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-16T17:45:21.277Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-16T17:45:24.450Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-16T17:45:28.162Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-16T17:45:29.812Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-16T17:45:32.123Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-16T17:45:34.185Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-16T17:45:35.841Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-16T17:45:37.811Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-16T17:45:39.525Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-16T17:45:41.025Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-16T17:45:42.473Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-16T17:45:43.305Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-16T17:45:44.836Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-16T17:45:45.530Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-16T17:45:48.225Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-16T17:45:52.858Z", "action": "click", "action_argument": "quantity"}
{"timestamp": "2025-04-16T17:45:54.786Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-16T17:46:01.450Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-16T17:46:37.234Z", "action": "click_product", "action_argument": "B0CYSR6VHW"}
{"timestamp": "2025-04-16T17:46:51.247Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-16T17:46:53.624Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-16T17:46:56.457Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-16T17:47:00.500Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-16T17:47:02.147Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-16T17:47:09.026Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-16T17:47:11.967Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-16T17:47:15.002Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-16T17:47:15.935Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-16T17:47:16.977Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-16T17:47:17.765Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-16T17:47:19.297Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-16T17:47:20.384Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-16T17:47:21.387Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-16T17:47:23.075Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-16T17:47:23.806Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-16T17:47:24.521Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-16T17:47:25.445Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-16T17:47:26.411Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-16T17:47:26.984Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-16T17:47:27.248Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-16T17:47:27.949Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-16T17:47:28.658Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-16T17:47:29.223Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-16T17:47:30.658Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-16T17:47:31.752Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-16T17:47:32.690Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-16T17:47:33.425Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-16T17:47:34.485Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-16T17:47:37.325Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-16T17:47:38.040Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-16T17:47:38.835Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-16T17:47:39.381Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-16T17:47:39.631Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-16T17:47:40.144Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-16T17:47:40.617Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-16T17:47:41.134Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-16T17:47:41.379Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-16T17:47:41.678Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-16T17:47:42.269Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-16T17:47:43.309Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-16T17:47:44.525Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-16T17:47:45.778Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-16T17:47:48.958Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-16T17:48:09.002Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-16T17:48:23.845Z", "action": "input", "action_argument": "backpack with "}
{"timestamp": "2025-04-16T17:48:23.967Z", "action": "click", "action_argument": "suggested_term"}
{"timestamp": "2025-04-16T17:49:00.806Z", "action": "input", "action_argument": "backpack with shoe compartment"}
{"timestamp": "2025-04-16T17:49:13.797Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-16T17:54:58.471Z", "action": "input", "action_argument": "osprey backpack"}
{"timestamp": "2025-04-16T17:54:58.561Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-16T17:55:54.363Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-16T17:55:57.432Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-16T17:56:09.439Z", "action": "click_product", "action_argument": "B0BKQJC98R"}
{"timestamp": "2025-04-16T17:56:51.260Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-16T17:56:54.612Z", "action": "input", "action_argument": "osprey Radial"}
{"timestamp": "2025-04-16T17:56:54.718Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-16T17:57:13.151Z", "action": "input", "action_argument": "osprey Radial"}
{"timestamp": "2025-04-16T18:05:51.392Z", "action": "input", "action_argument": "backpack with shoe compartment"}
{"timestamp": "2025-04-16T18:05:51.602Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-20T05:39:29.392Z", "action": "input", "action_argument": "SCOOP LONGLINE BRALETTE"}
{"timestamp": "2025-04-20T05:39:29.521Z", "action": "click", "action_argument": "suggested_term"}
{"timestamp": "2025-04-21T07:29:37.433Z", "action": "input", "action_argument": "\u732b\u773c\u6444\u50cf\u673a"}
{"timestamp": "2025-04-21T07:29:37.615Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-21T07:29:58.412Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-21T07:30:20.470Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-21T07:30:26.920Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-21T07:30:58.470Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-21T07:31:05.762Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-21T07:32:15.979Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-21T07:32:16.173Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-21T07:32:24.417Z", "action": "input", "action_argument": "homekit "}
{"timestamp": "2025-04-21T07:32:24.520Z", "action": "click", "action_argument": "suggested_term"}
{"timestamp": "2025-04-21T07:40:21.659Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-21T07:40:24.373Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-21T17:19:18.550Z", "action": "click", "action_argument": "page_related"}
{"timestamp": "2025-04-21T17:19:26.778Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-21T17:19:53.080Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-21T17:22:52.650Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-21T17:23:11.963Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-21T17:25:42.767Z", "action": "click_product", "action_argument": "B0D5BGST5N"}
{"timestamp": "2025-04-21T17:26:26.578Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-21T17:27:17.970Z", "action": "input", "action_argument": "matter smart light"}
{"timestamp": "2025-04-21T17:27:18.138Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-21T17:28:07.887Z", "action": "click_product", "action_argument": "B0DSJCN9RZ"}
{"timestamp": "2025-04-21T17:28:49.828Z", "action": "purchase", "action_argument": "B0DSJCN9RZ"}
{"timestamp": "2025-04-21T17:29:06.327Z", "action": "click", "action_argument": "cart_side_bar"}
{"timestamp": "2025-04-21T17:29:25.028Z", "action": "click", "action_argument": "cart_side_bar"}
{"timestamp": "2025-04-21T17:29:45.661Z", "action": "input", "action_argument": "matter "}
{"timestamp": "2025-04-21T17:29:45.726Z", "action": "click", "action_argument": "suggested_term"}
{"timestamp": "2025-04-21T17:31:16.298Z", "action": "click", "action_argument": "quantity"}
{"timestamp": "2025-04-21T17:31:23.911Z", "action": "purchase", "action_argument": "B0BYGMR4DX"}
{"timestamp": "2025-04-21T17:31:31.756Z", "action": "click_product", "action_argument": "B0BYGMR4DX"}
{"timestamp": "2025-04-21T17:31:44.051Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-21T17:47:14.846Z", "action": "input", "action_argument": "door sensor"}
{"timestamp": "2025-04-21T17:47:15.006Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-21T17:47:47.054Z", "action": "click_product", "action_argument": "B07ZB2QLC2"}
{"timestamp": "2025-04-21T17:48:08.859Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-21T17:48:20.963Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-21T17:48:41.754Z", "action": "click_product", "action_argument": "B07D37VDM3"}
{"timestamp": "2025-04-21T17:50:44.976Z", "action": "purchase", "action_argument": "B07D37VDM3"}
<|memory_end|>

<|action_start|>
{"timestamp": "2025-04-21T17:58:06.924Z", "action": "input", "action_argument": "homekit ac "}
<|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": "homekit ac "}],
"cart_items": [{"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": "$15.29", "quantity": "1"},
{"title": "Kasa Matter Smart Plug w/ Energy Monitoring, Compact Design, 15A/1800W Max, Super Easy Setup, Works with Apple Home, Alexa & Google Home, UL Certified, 2.4G Wi-Fi Only, White, KP125M (4-Pack)", "asin": "B0BYGMR4DX", "price": "$41.99", "quantity": "1"},
{"title": "Tapo TP-Link Smart Light Bulbs, 1100 Lumens High Brightness (75W Equivalent), Matter-Certified, 16M Colors WiFi Light Bulb, Dimmable, Works w/Siri, Alexa & Google Home, A19 E26, L535E(4-Pack)", "asin": "B0DSJCN9RZ", "price": "$35.99", "quantity": "1"},
{"title": "TP-Link Tapo 2K QHD Pan/Tilt Wi-Fi Camera | Apple HomeKit | Physical Privacy Mode | Color Night Vision | Motion Tracking | 2-Way Audio | Local/Cloud Storage | Works w/Alexa&Google Home | (Tapo C225)", "asin": "B0CHM81YY4", "price": "$39.00", "quantity": "1"},
{"title": "TP-Link Tapo Matter Supported Smart Plug Mini, Compact Design, 15A/1800W Max, Super Easy Setup, Works with Apple Home, Alexa & Google Home, UL Certified, 2.4G Wi-Fi Only, White, Tapo P125M(3-Pack)", "asin": "B0BXMNJDW3", "price": "$20.33", "quantity": "1"},
{"title": "Command 20 lb XL Heavyweight Picture Hanging Strips 16 Pairs (32 Command Strips), Damage Free Hanging Picture Hangers, Heavy Duty Wall Hanging Strips for Home Decor, White Adhesive Strips", "asin": "B0B3SR5M71", "price": "$11.99", "quantity": "1"},
{"title": "Command Large Picture Hanging Strips, White, Holds up to 16 lbs, 14-Pairs, Easy to Open Packaging", "asin": "B073XR4X72", "price": "$9.57", "quantity": "1"},
{"title": "Command Variety Pack, Including 10 Pairs of Picture Hanging Strips, 6 Wire Hooks and 8 Utility Hooks for Hanging, Organization and Storage, Damage Free Hanging Up to 19 Items, 1 Kit", "asin": "B07712H557", "price": "$13.89", "quantity": "1"},
{"title": "REALINN Under Sink Organizer, Pull Out Cabinet Organizer 2 Tier Slide Out Sink Shelf Cabinet Storage Shelves, Storage for Kitchen Bathroom, White, 2 Pack", "asin": "B0CFQFMC4F", "price": "$45.99", "quantity": "1"},
{"title": "Oudain 15.5 ft Pennant Banner Flags, 2 Pcs Nursery Garland Triangle Bunting Flag Baby Banner for Nursery Decor Baby Birthday Boho Wedding Shower Party Event, Each 7.75 ft(Simple Color)", "asin": "B0CYH1HJ39", "price": "$16.49", "quantity": "1"},
{"title": "LaRibbons 15 PCS Triangle Burlap Banner, 5x7.5 inches 20.5ft Burlap Pennant Banner Flags for Party, Baby Shower Birthday Wedding and Graduation", "asin": "B0DLNQ6PT5", "price": "$9.99", "quantity": "1"},
{"title": "Boho Bulletin Board Borders Classroom Colorful Border Stickers Boho Die-Cut Border Trims Bulletin Board Scalloped Borders Self-Adhesive for School Blackboard Chalkboard Desk, 91.8 Ft", "asin": "B0BXD86JJ3", "price": "$11.99", "quantity": "1"},
{"title": "EuTengHao 43Pcs Invisible Nail Screws Wall Hooks No Trace Picture Hangers Traceless Photo Hook Hardwall Drywall Picture Hooks Multi Function Heavy Duty Picture Art Painting Frame Hanger (35Lbs,6Types)", "asin": "B07F2CZD6M", "price": "$9.99", "quantity": "1"},
{"title": "Large Bulletin Board 48x36 inch,Bulletin Board for Walls,Decorative Picture Display Pin Board,Foldable Wood Frame Felt Board for Home School Office Decor.", "asin": "B0DHRXZ2CK", "price": "$48.99", "quantity": "1"},
{"title": "ManGuish 2 Pack Console Sofa Table with Power Outlets, 94.4\" L x 5.9\" W x 31.8\" H Long Couch Table with Metal Frame and Charge Station with Extension Cord, Behind Couch Table, Rustic Brown", "asin": "B0DF25TNCG", "price": "$94.99", "quantity": "1"},
{"title": "SUPTEC Universal Hair Dryer Holder, Blow Dryer Hanger Wall Mount for Hair Dryer Hook with Plug&Cord Organizer Self Adhesive for Cabinet Bathroom(1 Pack White)", "asin": "B09SPX24CL", "price": "$7.49", "quantity": "1"},
{"title": "Nivea Cellular Luminous 630\u00b0 Anti Dark-Spot Advanced Treatment Serum - 30ml", "asin": "B08W9C17SZ", "price": "$20.95", "quantity": "1"},
{"title": "ASUS ROG Loki SFX-L 1200W Titanium PC Power Supply (Modular, 80+ Titanium, 135mm PWM Axial Fan, Aura Sync RGB, ATX 3.0, PCIe 5.0 Ready)", "asin": "B0CSFT73DH", "price": "$325.04", "quantity": "1"},
{"title": "SAMSUNG 990 PRO Series - 2TB PCIe Gen4. X4 NVMe 2.0c - M.2 Internal SSD (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": "$23.79", "quantity": "1"},
{"title": "Noctua 360mm AIO Upgrade Bundle (3X NF-A12x25 PWM chromax.Black.swap 120mm Fans Plus 1x NT-H2 Thermal Paste)", "asin": "B09J91SVLF", "price": "$106.95"}],
"promotion_items": [{"title": "Aqara Smart Hub M2 (2.4 GHz Wi-Fi Required), Smart Home Bridge for Alarm System, IR Remote Control, Home Automation, Supports Alexa, Google Assistant, Apple HomeKit and IFTTT", "asin": "", "price": "$49.99", "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": "", "price": "$18.39", "quantity": ""},
{"title": "Aqara Zigbee Temperature and Humidity Sensor, Wireless Thermometer Hygrometer for Home Automation, Remote Monitoring, Aqara Hub Required, Compatible with Apple HomeKit, Alexa, Works with IFTTT", "asin": "", "price": "$16.99", "quantity": ""},
{"title": "Aqara Smart Plug, REQUIRES AQARA HUB, Zigbee, with Energy Monitoring, Overload Protection, Scheduling and Voice Control capabilities, Works with Alexa, Google Assistant, and Apple HomeKit Compatible", "asin": "", "price": "$32.99", "quantity": ""},
{"title": "Aqara Smart Hub M3 for Home Automation, Matter Controller, Thread Border Router, Features Zigbee, Bluetooth, Wi-Fi, PoE, IR, Supports Alexa, Apple HomeKit, IFTTT", "asin": "", "price": "$115.99", "quantity": ""},
{"title": "THIRDREALITY Multi-Function Night Light, Zigbee Repeater, 3-in-1 Combines a Motion Sensor, a Illumination Sensor and RGB Color Night Light, 1-100% Adjustable Brightness, Zigbee hub Required", "asin": "", "price": "$29.99", "quantity": ""},
{"title": "Aqara Wireless Mini Switch, Requires AQARA HUB, Not Support Third Party Hubs, Zigbee Connection, Versatile 3-Way Control Button for Smart Home Devices, Compatible with Apple HomeKit, Works with IFTTT", "asin": "", "price": "", "quantity": ""},
{"title": "Aqara Vibration Sensor, Requires AQARA HUB, Zigbee Connection, Wireless Mini Glass Break Detector for Alarm System and Smart Home Automation, Compatible with Apple HomeKit, Works with IFTTT", "asin": "", "price": "", "quantity": ""},
{"title": "THIRDREALITY Smart Soil Moisture Sensor,Zigbee hub Needed,Accurate Measure,Capacitive Probe,Moisture/Temperature Meter for Garden Planting,Compatible with Homey,Hubitat, SmartThings,Home Assistant", "asin": "", "price": "", "quantity": ""},
{"title": "Aqara Smart Plug, REQUIRES AQARA HUB, Zigbee, with Energy Monitoring, Overload Protection, Scheduling and Voice Control capabilities, Works with Alexa, Google Assistant, and Apple HomeKit Compatible", "asin": "", "price": "$32.99", "quantity": ""},
{"title": "THIRDREALITY Multi-Function Night Light, Zigbee Repeater, 3-in-1 Combines a Motion Sensor, a Illumination Sensor and RGB Color Night Light, 1-100% Adjustable Brightness, Zigbee hub Required", "asin": "", "price": "$29.99", "quantity": ""},
{"title": "Aqara Smart Light Switch H2 (2-in-1 Neutral, 2 Buttons, 2 Channels), Thread/Zigbee Protocol, Wall Switch for Smart Home, Supports Apple Home, Alexa, Google Home and Home Assistant, Matter Over Thread", "asin": "", "price": "$49.99", "quantity": ""},
{"title": "THIRDREALITY ZigBee Smart Plug 4 Pack with Real-time Energy Monitoring,15A Outlet, Zigbee Repeater,ETL Certified,ZigBee Hub Required,Work with Home Assistant,Compatible Echo Devices and SmartThings", "asin": "", "price": "$38.99", "quantity": ""},
{"title": "[Upgraded Version] Aqara Dual Relay Module T2 with Matter, Requires Aqara Zigbee 3.0 HUB, Dry Contact Mode for Garage Doors and Boilers, Light Switch & Roller Shade Switch, Supports Homekit and Alexa", "asin": "", "price": "$34.99", "quantity": ""},
{"title": "THIRDREALITY Zigbee Vibration Sensor, 110dB Alarm, Adjustable Sensitivity, Works with Echo, SmartThings, Home Assistant", "asin": "", "price": "$19.99", "quantity": ""},
{"title": "THIRDREALITY Zigbee Temperature and Humidity Sensor Lite,Smart Thermometer and Hygrometer, Hub Required,Compatible with Echo Devices with Zigbee Hub Built-in,Home Assistant,SmartThings,Homey,Hubitat", "asin": "", "price": "$19.99", "quantity": ""},
{"title": "THIRDREALITY Zigbee Smart Garage Door Tilt Sensor, Adjustable Sensitivity Levels, 2-Year Battery Life, Zigbee Hub Required", "asin": "", "price": "", "quantity": ""},
{"title": "SONOFF Zigbee 3.0 USB Dongle Plus Gateway, Universal Zigbee USB Gateway with Antenna for Home Assistant, IoBroker, Wireless Zigbee 3.0 USB Adapter(1 Pack)", "asin": "", "price": "", "quantity": ""},
{"title": "ARCTIC MX-4 (4 g) - Premium Performance Thermal Paste for All Processors (CPU, GPU - PC), Very high Thermal Conductivity, Long Durability, Safe Application, Non-Conductive", "asin": "", "price": "$6.99", "quantity": ""},
{"title": "TP-Link Tapo Smart 3 Way Dimmer Switch KIT, Matter Compatible, Energy Monitoring, Neutral Wire Required, Works with Alexa, Siri, Google Home, SmartThings, UL Certified, 2.4GHZ Wi-Fi, Tapo S515D KIT", "asin": "", "price": "$34.98", "quantity": ""},
{"title": "Aqara Smart Hub M3 for Home Automation, Matter Controller, Thread Border Router, Features Zigbee, Bluetooth, Wi-Fi, PoE, IR, Supports Alexa, Apple HomeKit, IFTTT", "asin": "", "price": "$115.99", "quantity": ""},
{"title": "Command Damage Free Hanging Strips for Large Wall Hooks, Removable Adhesive, No Tools, 20 White Strips", "asin": "", "price": "$10.99", "quantity": ""},
{"title": "Tapo TP-Link Smart Light Bulbs, 1100 Lumens High Brightness (75W Equivalent), Matter-Certified, 16M Colors WiFi Light Bulb, Dimmable, Works w/Siri, Alexa & Google Home, A19 E26, L535E(2-Pack)", "asin": "", "price": "$19.99", "quantity": ""},
{"title": "TP-Link Tapo Smart Plug Outlet Extender, Surge Protector, 18W Fast Charging, 3 Individual Smart Outlets, 1x USB-C & 2X USB-A, Smart Night Light, Works w/Apple HomeKit, Alexa & Google Home, Tapo P306", "asin": "", "price": "$34.99", "quantity": ""},
{"title": "TP-Link Tapo Matter Outdoor Smart Plug, 2 Individual outlets, IP65 Weather Resistance, Works with Apple Home, Alexa, Google Home, Long Wi-Fi Range, 2.4G Wi-Fi Only, ETL Certified(Tapo P400M)", "asin": "", "price": "$19.54", "quantity": ""},
{"title": "Aqara Zigbee Temperature and Humidity Sensor-3 Pack, Wireless Thermometer Hygrometer for Home Automation, Remote Monitoring, Aqara Hub Required, Compatible with Apple HomeKit, Alexa, Works with IFTTT", "asin": "", "price": "$44.99", "quantity": ""},
{"title": "TP-Link Smart Water Leak Detector, Wi-Fi with Rapid Dripping Detection, 90dB Adjustable Alarm, App Alerts, Compatible with Alexa and Google Home", "asin": "", "price": "$16.99", "quantity": ""},
{"title": "THIRDREALITY Zigbee Smart Switch (2 Pack),Toggle/Rocker,No Wiring Needed. Hub Required, Compatible with Echo Devices with Zigbee Hub Built-in,Home Assistant,Hubitat,SmartThings,Homey", "asin": "B0CR9ZSV5L", "price": "$47.99", "quantity": ""},
{"title": "ecobee Smart Sensor for Doors & Windows 2 Pack - Wifi Contact Sensor for Home Security, Energy Savings - Compatible with Smart Thermostats - Temperature sensor, white", "asin": "B087D88FW2", "price": "$59.99", "quantity": ""},
{"title": "THIRDREALITY Multi-Function Night Light, Zigbee Repeater, 3-in-1 Combines a Motion Sensor, a Illumination Sensor and RGB Color Night Light, 1-100% Adjustable Brightness, Zigbee hub Required", "asin": "B0C9LNXYLL", "price": "$29.99", "quantity": ""},
{"title": "Aqara 4MP Camera Hub G5 Pro PoE, True Color Night Vision Security Camera Outdoor, HomeKit Secure Video, Thread Border Router, Local Detection, Thread/Zigbee, Supports Alexa, Google, Smartthings, White", "asin": "B0DPX69RWZ", "price": "$179.99", "quantity": ""},
{"title": "THIRDREALITY Zigbee Water Leak Sensor with Dripping Detection,120dB Alarm,App Notifications Enabled When Work with Home Assistant and Compatible Zigbee HUB Like SmartThings,Aeotec or Third Reality Hub", "asin": "B09GYFN8VL", "price": "$20.99", "quantity": ""},
{"title": "THIRDREALITY Zigbee Temperature and Humidity Sensor with Digital LCD Display, ZigBee Hub Required, App Records, Remote Monitoring and Smart Home Automation, AAA Batteries Included", "asin": "B0BF9W3WMK", "price": "$24.99", "quantity": ""},
{"title": "WiFi Door and Window Sensor, Smart Home Security Alert System, 2.4G Wireless, Compatible with Alexa, Google Home, Tuya Smart Devices", "asin": "B0DSGWF7SR", "price": "$32.99", "quantity": ""},
{"title": "TP-Link Tapo Matter Smart Light Switch: Voice Control w/Siri, Alexa & Google Home | UL Certified | Timer & Schedule | Easy Guided Install | Neutral Wire Required | Single Pole | Tapo S505(2-Pack)", "asin": "B0CBNX6Q51", "price": "$19.99", "quantity": ""},
{"title": "Aqara Front Door Handleset, Single Cylinder Exterior Door Entry Handle with Door Lever, Reversible for Right and Left Handed Sided Doors, Non-Locking, Ideal for Modern Doors Smart Locks", "asin": "B0DHKN582D", "price": "$49.99", "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": "2025-04-21T17:58:07.016Z", // 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>

train