<|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": "2025-04-15T18:30:29.316Z", "action": "input", "action_argument": "swimming bag"}
{"timestamp": "2025-04-15T18:30:29.509Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-15T18:32:14.836Z", "action": "click_product", "action_argument": "B0C5SPSRNG"}
{"timestamp": "2025-04-15T18:32:52.521Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-15T18:33:00.598Z", "action": "purchase", "action_argument": "B0C5SPSRNG"}
{"timestamp": "2025-04-16T04:37:20.701Z", "action": "click", "action_argument": "suggested_term"}
{"timestamp": "2025-04-16T04:37:25.675Z", "action": "click", "action_argument": "other"}
{"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"}
<|memory_end|>

<|action_start|>
<|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": "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": "Kasa Smart Plug Mini 15A, Apple HomeKit Supported, Smart Outlet Works with Siri, Alexa & Google Home, UL Certified, App Control, Scheduling, Timer, 2.4G WiFi Only, 4 Count (Pack of 1) (EP25P4), White", "asin": "B0B14C719T", "price": "$34.99", "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": "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 Hub with Built-in Chime, REQUIRES 2.4GHz Wi-Fi, Reliable Long-Range Connections with Tapo Sensors, Sub-1G Low-Power Wireless protocol, Connect up to 64 smart devices. Tapo H100", "asin": "", "price": "$22.99", "quantity": ""},
{"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": "", "price": "$20.33", "quantity": ""},
{"title": "Tapo LiDAR Smart Navigation Robot Vacuum and Mop with Self-Emptying Dock, 5300Pa Max, 97%+ Dust Pickup Rate, Customizable Cleaning, Self-Charging, Compatible with Alexa & Google Home, RV30 Max Plus", "asin": "", "price": "$249.99", "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": "Tapo TP-Link 2K QHD Security Camera, Indoor/Outdoor, \ud835\udfee\ud835\udfec\ud835\udfee\ud835\udff0 \ud835\udde3\ud835\uddd6\ud835\udde0\ud835\uddee\ud835\uddf4 \ud835\uddd8\ud835\uddf1\ud835\uddf6\ud835\ude01\ud835\uddfc\ud835\uddff'\ud835\ude00 \ud835\uddd6\ud835\uddf5\ud835\uddfc\ud835\uddf6\ud835\uddf0\ud835\uddf2, Color Night Vision, Free Person/Pet/Vehicle Detection, Invisible IR Mode, SD Storage, C120", "asin": "", "price": "$24.99", "quantity": ""},
{"title": "TP-Link Tapo Door Sensor Mini, REQUIRES Tapo Hub, Long Battery Life w/ Sub-1G Low-Power Wireless protocol, Contact Sensor, 15mm Wide Gap Allowed, Real-Time Notification, Smart Action (Tapo T110)", "asin": "", "price": "", "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": "", "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": "", "quantity": ""},
{"title": "TP-Link Tapo Door Sensor Mini, REQUIRES Tapo Hub, Long Battery Life w/ Sub-1G Low-Power Wireless protocol, Contact Sensor, 15mm Wide Gap Allowed, Real-Time Notification, Smart Action (Tapo T110)", "asin": "", "price": "$16.99", "quantity": ""},
{"title": "Tapo LiDAR Smart Navigation Robot Vacuum and Mop with Self-Emptying Dock, 5300Pa Max, 97%+ Dust Pickup Rate, Customizable Cleaning, Self-Charging, Compatible with Alexa & Google Home, RV30 Max Plus", "asin": "", "price": "$249.99", "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": "TP-Link Tapo Smart Plug Mini, Matter Compatible, Compatible with Alexa, Google Home & Samsung SmartThings, Energy Monitoring, 15A, UL Certified, 2.4G Wi-Fi Only, Tapo P110M(4-Pack)", "asin": "", "price": "$35.99", "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 Smart Temperature and Humidity Monitor | Requires Tapo Hub | 2.7'' E-Ink Display | Swiss-Made Sensor | Real-Time Notification | Visual Graphics | Tapo T315, White", "asin": "", "price": "$25.49", "quantity": ""},
{"title": "Tapo TP-Link 2K QHD Security Camera, Indoor/Outdoor, \ud835\udfee\ud835\udfec\ud835\udfee\ud835\udff0 \ud835\udde3\ud835\uddd6\ud835\udde0\ud835\uddee\ud835\uddf4 \ud835\uddd8\ud835\uddf1\ud835\uddf6\ud835\ude01\ud835\uddfc\ud835\uddff'\ud835\ude00 \ud835\uddd6\ud835\uddf5\ud835\uddfc\ud835\uddf6\ud835\uddf0\ud835\uddf2, Color Night Vision, Free Person/Pet/Vehicle Detection, Invisible IR Mode, SD Storage, C120", "asin": "", "price": "$24.99", "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": "", "quantity": ""},
{"title": "TP-Link Tapo Smart Plug P210M, Wi-Fi in-Wall Outlet, Matter Compatible, Energy Monitoring, 15A/1800W Max, Works with Alexa, Apple Home, Google Home, SmartThings, Voice/Remote Control, ETL Certified", "asin": "", "price": "", "quantity": ""},
{"title": "Tapo Ultra-Slim LiDAR Smart Navigation Robot Vacuum and Mop, 5300Pa Max, 97%+ Dust Pickup, Customizable Cleaning, Self-Charging, Works w/Alexa & Google Home, RV20 Max", "asin": "B0DH96V16H", "price": "$149.99", "quantity": ""},
{"title": "Tapo TP-Link ColorPro Wi-Fi Outdoor Camera | Plug-in | Daylight Clarity at Night | 2K QHD | Person/Pet/Vehicle Detection | Local/Cloud Storage | 127\u00b0 FOV | Built-in Siren C325WB", "asin": "B0C48DZJ6Y", "price": "$69.99", "quantity": ""},
{"title": "mewgulf High Capacity 7200mAh Replacement for SimpliSafe Extra Outdoor Camera Battery Pack CM0B1 CMOB1 with Type C Cable", "asin": "B0DBDC28VR", "price": "$24.99", "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": "TP-Link Tapo Smart Temperature and Humidity Monitor | Requires Tapo Hub | 2.7'' E-Ink Display | Swiss-Made Sensor | Real-Time Notification | Visual Graphics | Tapo T315, White", "asin": "B0C7FJYTR2", "price": "$25.49", "quantity": ""},
{"title": "TP-Link Tapo Door Sensor Mini, REQUIRES Tapo Hub, Long Battery Life w/ Sub-1G Low-Power Wireless protocol, Contact Sensor, 15mm Wide Gap Allowed, Real-Time Notification, Smart Action (Tapo T110)", "asin": "B0BYH576YN", "price": "$16.99", "quantity": ""},
{"title": "GoveeLife Water Leak Detectors 5 Pack, 100dB Adjustable Audio Alarm and Leak and Drip Alerts, Detector for Home, Bedrooms, Basement, Warehouse, Cabin/RV", "asin": "B0C3BBRY1Z", "price": "$89.99", "quantity": ""},
{"title": "Kasa Apple HomeKit Smart Dimmer Switch KS220P3, Single Pole, Neutral Wire Required,2.4GHz Wi-Fi Light Works with Siri, Alexa and Google Home,UL Certified, No Hub Required,White, 3 Count (Pack of 1)", "asin": "B0BTMWZH3K", "price": "$49.58", "quantity": ""},
{"title": "Lightinginside Smart Light Bulbs 100W Equivalent, 1350LM 11W WiFi Smart Bulb Compatible with Alexa/Google Assistant/Smart Life, A19 E26 RGBCW Color Changing, No Hub Required,2.4G WiFi, ETL Listed,4PCS", "asin": "B0BS16JWHZ", "price": "$20.99", "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": "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 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": "Command Damage Free Hanging Strips for Large Wall Hooks, Removable Adhesive, No Tools, 20 White Strips", "asin": "", "price": "$10.99", "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": "Command Large Utility Hooks, 7-Hooks, 12-Strips, Organize Damage-Free", "asin": "", "price": "$12.73", "quantity": ""},
{"title": "Tapo TP-Link 2K QHD Security Camera, Indoor/Outdoor, \ud835\udfee\ud835\udfec\ud835\udfee\ud835\udff0 \ud835\udde3\ud835\uddd6\ud835\udde0\ud835\uddee\ud835\uddf4 \ud835\uddd8\ud835\uddf1\ud835\uddf6\ud835\ude01\ud835\uddfc\ud835\uddff'\ud835\ude00 \ud835\uddd6\ud835\uddf5\ud835\uddfc\ud835\uddf6\ud835\uddf0\ud835\uddf2, Color Night Vision, Free Person/Pet/Vehicle Detection, Invisible IR Mode, SD Storage, C120", "asin": "", "price": "$24.99", "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": "Command Medium and Large Picture Hanging Strips, Damage Free Hanging Picture Hangers, No Tools Wall Hanging Strips for Living Spaces, White, 8 Medium Pairs and 8 Large Pairs", "asin": "", "price": "$6.30", "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": "2025-04-21T17:29:06.327Z", // 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": "2025-04-15T18:30:29.316Z", "action": "input", "action_argument": "swimming bag"}
{"timestamp": "2025-04-15T18:30:29.509Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-15T18:32:14.836Z", "action": "click_product", "action_argument": "B0C5SPSRNG"}
{"timestamp": "2025-04-15T18:32:52.521Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-15T18:33:00.598Z", "action": "purchase", "action_argument": "B0C5SPSRNG"}
{"timestamp": "2025-04-16T04:37:20.701Z", "action": "click", "action_argument": "suggested_term"}
{"timestamp": "2025-04-16T04:37:25.675Z", "action": "click", "action_argument": "other"}
{"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"}
<|memory_end|>

<|action_start|>
<|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": "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": "Kasa Smart Plug Mini 15A, Apple HomeKit Supported, Smart Outlet Works with Siri, Alexa & Google Home, UL Certified, App Control, Scheduling, Timer, 2.4G WiFi Only, 4 Count (Pack of 1) (EP25P4), White", "asin": "B0B14C719T", "price": "$34.99", "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"},
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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": "2025-04-21T17:29:06.327Z", // 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": "2025-04-21T17:29:06.327Z","action": "click","acion_argument": "cart_side_bar",}</answer>
rule
<answer>{"timestamp": "2025-04-21T17:29:06.327Z","action": "click","acion_argument": "cart_side_bar",}</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": "2025-04-15T18:30:29.316Z", "action": "input", "action_argument": "swimming bag"}
{"timestamp": "2025-04-15T18:30:29.509Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-15T18:32:14.836Z", "action": "click_product", "action_argument": "B0C5SPSRNG"}
{"timestamp": "2025-04-15T18:32:52.521Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-15T18:33:00.598Z", "action": "purchase", "action_argument": "B0C5SPSRNG"}
{"timestamp": "2025-04-16T04:37:20.701Z", "action": "click", "action_argument": "suggested_term"}
{"timestamp": "2025-04-16T04:37:25.675Z", "action": "click", "action_argument": "other"}
{"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"}
<|memory_end|>

<|action_start|>
<|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": "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": "Kasa Smart Plug Mini 15A, Apple HomeKit Supported, Smart Outlet Works with Siri, Alexa & Google Home, UL Certified, App Control, Scheduling, Timer, 2.4G WiFi Only, 4 Count (Pack of 1) (EP25P4), White", "asin": "B0B14C719T", "price": "$34.99", "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": "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 Hub with Built-in Chime, REQUIRES 2.4GHz Wi-Fi, Reliable Long-Range Connections with Tapo Sensors, Sub-1G Low-Power Wireless protocol, Connect up to 64 smart devices. Tapo H100", "asin": "", "price": "$22.99", "quantity": ""},
{"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": "", "price": "$20.33", "quantity": ""},
{"title": "Tapo LiDAR Smart Navigation Robot Vacuum and Mop with Self-Emptying Dock, 5300Pa Max, 97%+ Dust Pickup Rate, Customizable Cleaning, Self-Charging, Compatible with Alexa & Google Home, RV30 Max Plus", "asin": "", "price": "$249.99", "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": "Tapo TP-Link 2K QHD Security Camera, Indoor/Outdoor, \ud835\udfee\ud835\udfec\ud835\udfee\ud835\udff0 \ud835\udde3\ud835\uddd6\ud835\udde0\ud835\uddee\ud835\uddf4 \ud835\uddd8\ud835\uddf1\ud835\uddf6\ud835\ude01\ud835\uddfc\ud835\uddff'\ud835\ude00 \ud835\uddd6\ud835\uddf5\ud835\uddfc\ud835\uddf6\ud835\uddf0\ud835\uddf2, Color Night Vision, Free Person/Pet/Vehicle Detection, Invisible IR Mode, SD Storage, C120", "asin": "", "price": "$24.99", "quantity": ""},
{"title": "TP-Link Tapo Door Sensor Mini, REQUIRES Tapo Hub, Long Battery Life w/ Sub-1G Low-Power Wireless protocol, Contact Sensor, 15mm Wide Gap Allowed, Real-Time Notification, Smart Action (Tapo T110)", "asin": "", "price": "", "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": "", "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": "", "quantity": ""},
{"title": "TP-Link Tapo Door Sensor Mini, REQUIRES Tapo Hub, Long Battery Life w/ Sub-1G Low-Power Wireless protocol, Contact Sensor, 15mm Wide Gap Allowed, Real-Time Notification, Smart Action (Tapo T110)", "asin": "", "price": "$16.99", "quantity": ""},
{"title": "Tapo LiDAR Smart Navigation Robot Vacuum and Mop with Self-Emptying Dock, 5300Pa Max, 97%+ Dust Pickup Rate, Customizable Cleaning, Self-Charging, Compatible with Alexa & Google Home, RV30 Max Plus", "asin": "", "price": "$249.99", "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": "TP-Link Tapo Smart Plug Mini, Matter Compatible, Compatible with Alexa, Google Home & Samsung SmartThings, Energy Monitoring, 15A, UL Certified, 2.4G Wi-Fi Only, Tapo P110M(4-Pack)", "asin": "", "price": "$35.99", "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 Smart Temperature and Humidity Monitor | Requires Tapo Hub | 2.7'' E-Ink Display | Swiss-Made Sensor | Real-Time Notification | Visual Graphics | Tapo T315, White", "asin": "", "price": "$25.49", "quantity": ""},
{"title": "Tapo TP-Link 2K QHD Security Camera, Indoor/Outdoor, \ud835\udfee\ud835\udfec\ud835\udfee\ud835\udff0 \ud835\udde3\ud835\uddd6\ud835\udde0\ud835\uddee\ud835\uddf4 \ud835\uddd8\ud835\uddf1\ud835\uddf6\ud835\ude01\ud835\uddfc\ud835\uddff'\ud835\ude00 \ud835\uddd6\ud835\uddf5\ud835\uddfc\ud835\uddf6\ud835\uddf0\ud835\uddf2, Color Night Vision, Free Person/Pet/Vehicle Detection, Invisible IR Mode, SD Storage, C120", "asin": "", "price": "$24.99", "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": "", "quantity": ""},
{"title": "TP-Link Tapo Smart Plug P210M, Wi-Fi in-Wall Outlet, Matter Compatible, Energy Monitoring, 15A/1800W Max, Works with Alexa, Apple Home, Google Home, SmartThings, Voice/Remote Control, ETL Certified", "asin": "", "price": "", "quantity": ""},
{"title": "Tapo Ultra-Slim LiDAR Smart Navigation Robot Vacuum and Mop, 5300Pa Max, 97%+ Dust Pickup, Customizable Cleaning, Self-Charging, Works w/Alexa & Google Home, RV20 Max", "asin": "B0DH96V16H", "price": "$149.99", "quantity": ""},
{"title": "Tapo TP-Link ColorPro Wi-Fi Outdoor Camera | Plug-in | Daylight Clarity at Night | 2K QHD | Person/Pet/Vehicle Detection | Local/Cloud Storage | 127\u00b0 FOV | Built-in Siren C325WB", "asin": "B0C48DZJ6Y", "price": "$69.99", "quantity": ""},
{"title": "mewgulf High Capacity 7200mAh Replacement for SimpliSafe Extra Outdoor Camera Battery Pack CM0B1 CMOB1 with Type C Cable", "asin": "B0DBDC28VR", "price": "$24.99", "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": "TP-Link Tapo Smart Temperature and Humidity Monitor | Requires Tapo Hub | 2.7'' E-Ink Display | Swiss-Made Sensor | Real-Time Notification | Visual Graphics | Tapo T315, White", "asin": "B0C7FJYTR2", "price": "$25.49", "quantity": ""},
{"title": "TP-Link Tapo Door Sensor Mini, REQUIRES Tapo Hub, Long Battery Life w/ Sub-1G Low-Power Wireless protocol, Contact Sensor, 15mm Wide Gap Allowed, Real-Time Notification, Smart Action (Tapo T110)", "asin": "B0BYH576YN", "price": "$16.99", "quantity": ""},
{"title": "GoveeLife Water Leak Detectors 5 Pack, 100dB Adjustable Audio Alarm and Leak and Drip Alerts, Detector for Home, Bedrooms, Basement, Warehouse, Cabin/RV", "asin": "B0C3BBRY1Z", "price": "$89.99", "quantity": ""},
{"title": "Kasa Apple HomeKit Smart Dimmer Switch KS220P3, Single Pole, Neutral Wire Required,2.4GHz Wi-Fi Light Works with Siri, Alexa and Google Home,UL Certified, No Hub Required,White, 3 Count (Pack of 1)", "asin": "B0BTMWZH3K", "price": "$49.58", "quantity": ""},
{"title": "Lightinginside Smart Light Bulbs 100W Equivalent, 1350LM 11W WiFi Smart Bulb Compatible with Alexa/Google Assistant/Smart Life, A19 E26 RGBCW Color Changing, No Hub Required,2.4G WiFi, ETL Listed,4PCS", "asin": "B0BS16JWHZ", "price": "$20.99", "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": "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 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": "Command Damage Free Hanging Strips for Large Wall Hooks, Removable Adhesive, No Tools, 20 White Strips", "asin": "", "price": "$10.99", "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": "Command Large Utility Hooks, 7-Hooks, 12-Strips, Organize Damage-Free", "asin": "", "price": "$12.73", "quantity": ""},
{"title": "Tapo TP-Link 2K QHD Security Camera, Indoor/Outdoor, \ud835\udfee\ud835\udfec\ud835\udfee\ud835\udff0 \ud835\udde3\ud835\uddd6\ud835\udde0\ud835\uddee\ud835\uddf4 \ud835\uddd8\ud835\uddf1\ud835\uddf6\ud835\ude01\ud835\uddfc\ud835\uddff'\ud835\ude00 \ud835\uddd6\ud835\uddf5\ud835\uddfc\ud835\uddf6\ud835\uddf0\ud835\uddf2, Color Night Vision, Free Person/Pet/Vehicle Detection, Invisible IR Mode, SD Storage, C120", "asin": "", "price": "$24.99", "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": "Command Medium and Large Picture Hanging Strips, Damage Free Hanging Picture Hangers, No Tools Wall Hanging Strips for Living Spaces, White, 8 Medium Pairs and 8 Large Pairs", "asin": "", "price": "$6.30", "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": "2025-04-21T17:29:06.327Z", // 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