<|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 "}
{"timestamp": "2025-04-21T17:58:07.016Z", "action": "click", "action_argument": "suggested_term"}
{"timestamp": "2025-04-21T17:59:11.298Z", "action": "click_product", "action_argument": "B08Y1PJZZH"}
{"timestamp": "2025-04-21T17:59:15.212Z", "action": "click", "action_argument": "other"}
<|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": "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"}],
"product_details": [{"asin": "B0C5XN7KV2"},
{"title": "Aqara LED Strip T1 Extension, Requires LED Strip T1 (Sold Separately), 3.28 FT RGB+IC LED Light Extension with 16 Million Colors/Tunable White/Gradient Effects (1 Pack,39.36 inch)"},
{"price": "$13.49"},
{"bullet_list": "\u3010Extend Your LED Strip T1\u3011The Aqara LED Strip T1 extension kit is designed to extend the reach of your LED Strip T1 (sold separately) by 3.28 ft (Note: The Aqara LED Strip T1 is sold separately and is extendable up to 32.8 ft), allowing you to customize your lighting setup to fit any room or space. \u3010Compatibility and Matter Support\u3011With an Aqara Zigbee 3.0 hub, the LED Strip T1 features Matter-over-bridge support (a Matter compatible Aqara hub is required) and is compatible with major third-party platforms, like Apple HomeKit, Alexa, IFTTT as well as the Aqara Home app, allowing it to be easily integrated into a wide range of smart home setups and used in smart home automation. \u3010RGB+IC with Gradient Effects & DIY- Friendly\u3011With the ability to individually configure each of the strip's ten segments, each segment can have different colors, dimming levels, and effects. (*Please note: RGB+IC is only available for colorful (RGB) scenes, but not for tunable white.) Plus, the LED strip is cuttable, extendable up to 32.8 ft (the extension strip is sold separately), and re-attachable, making it perfect for DIY projects. \u301016 Million Colors / Tunable White & Local Music Sync Function\u3011 The Aqara LED Strip T1 features RGB CCT to provide up to 16 million vibrant colors and tunable white accent lighting, allowing you to customize your lighting to fit any mood or occasion. Additionally, there is a built-in microphone that enables music sync mode without opening the app, offering a fun and dynamic lighting experience. \u3010Energy Efficient Technology and Outdoor-Friendly\u3011The LED Strip T1 uses Zigbee 3.0 technology, and acts as a mesh repeater, making your Zigbee network more reliable and consume less power than Wi-Fi alternatives. Furthermore, it has a rating of IP44*, meaning it is protected against dust and can also be used outdoors. (*Please note: it only refers to the LED strip lights part, the controller and the power supply are not weatherproof and should be installed indoors)."}],
"product_quantity": [{"quantity": "1"}],
"promotion_items": [{"title": "Aqara LED Strip T1 with Matter, Requires Zigbee 3.0 HUB, Not Support Third Party Hubs, 6.5 FT RGB+IC LED Strip Lights, 16 Million Colors/Tunable White/Gradient Effects, Supports Apple Home,Alexa", "asin": "B0C5XKHCWM", "price": "$44.99", "quantity": ""},
{"title": "meross Smart LED Strip Lights, 16.4ft WiFi Strip Work with Apple HomeKit, Alexa, Google Home, and SmartThings, 16 Million Colors with App Control and RGB LED Lights for Bedroom, Living Room, Kitchen", "asin": "B08QCMY1NS", "price": "$25.99", "quantity": ""},
{"title": "meross Smart LED Strip Lights Works with Apple HomeKit, 16.4ft WiFi RGB Strip, Compatible with Siri, Alexa&Google and SmartThings, App Control, Color Changing Led Strips for Bedroom, TV", "asin": "B08XPZ5RMT", "price": "$26.99", "quantity": ""},
{"title": "Govee RGBIC LED Strip Lights, Smart LED Lights for Bedroom, Bluetooth LED Lights APP Control, DIY Multiple Colors on One Line, Color Changing LED Strip Lighting Music Sync, Home Decor, 16.4ft", "asin": "B0991Q94KP", "price": "$16.99", "quantity": ""},
{"title": "WiZ Connected 16.4 ft LED Light Strip - Flowing Multicolor LED Color-Changing Light Strip For Your Smart Home -Voice/App Control - Works with Google Home, Alexa and HomeKit", "asin": "B0CWVVG6F6", "price": "$24.34", "quantity": ""},
{"title": "meross Smart LED Strip Lights, 32.8ft WiFi RGB Strip, Compatible with Apple HomeKit, Alexa, Google Home & SmartThings, App Control, Millions of Color Changing, Timer & Schedule, Protective Coating", "asin": "B0D5GS2NRP", "price": "$33.99", "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(4-Pack)", "asin": "B0DSJCN9RZ", "price": "$35.99", "quantity": ""},
{"title": "WiZ Connected 16.4 ft LED Light Strip - Flowing Multicolor LED Color-Changing Light Strip For Your Smart Home -Voice/App Control - Works with Google Home, Alexa and HomeKit", "asin": "B0CWVVG6F6", "price": "$24.34", "quantity": ""},
{"title": "Aqara Door and Window Sensor, Requires Aqara Hub, Not Support Hubs from Other Brands, Zigbee Connection, Wireless Mini Contact Sensor, Compatible with Apple HomeKit, Alexa, Works with IFTTT (3 Pack)", "asin": "B09TP7VMKB", "price": "$49.99", "quantity": ""},
{"title": "Aqara Smart Valve Controller T1 with Matter, Requires Aqara Zigbee 3.0 Hub, Combined with Water Leak Detectors for Home, Supports App Remote Control Shutoff, Supports HomeKit, Alexa, Google", "asin": "B0DB8KS8Q3", "price": "$62.99", "quantity": ""},
{"title": "PAUTIX RGB Smart IC COB LED Strip Lights,6.56ft/2m Addressable UL-Listed 24V Chasing Color Flexible Tape Light Multicolor,Work with Alexa/Google Assistant,for Cabinet,TV,Bedroom,Party DIY Decoration", "asin": "B0D2HBT2G8", "price": "$27.54", "quantity": ""},
{"title": "Aqara LED Strip T1 with Matter, Requires Zigbee 3.0 HUB, Not Support Third Party Hubs, 6.5 FT RGB+IC LED Strip Lights, 16 Million Colors/Tunable White/Gradient Effects, Supports Apple Home,Alexa", "asin": "B0C5XKHCWM", "price": "$44.99", "quantity": ""},
{"title": "Govee RGBIC LED Strip Lights, Smart LED Lights for Bedroom, Bluetooth LED Lights APP Control, DIY Multiple Colors on One Line, Color Changing LED Strip Lighting Music Sync, Home Decor, 16.4ft", "asin": "B0991Q94KP", "price": "$16.99", "quantity": ""},
{"title": "Aqara Motion Sensor P1, Requires AQARA HUB, 5-Year Battery Life, Configurable Detection Timeout, for Alert System and Automations, Compatible with HomeKit, Alexa, IFTTT", "asin": "B09QKVMMTB", "price": "$18.39", "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": "2025-04-21T18:02:32.507Z", // 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 "}
{"timestamp": "2025-04-21T17:58:07.016Z", "action": "click", "action_argument": "suggested_term"}
{"timestamp": "2025-04-21T17:59:11.298Z", "action": "click_product", "action_argument": "B08Y1PJZZH"}
{"timestamp": "2025-04-21T17:59:15.212Z", "action": "click", "action_argument": "other"}
<|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": "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"}],
"product_details": [{"asin": "B0C5XN7KV2"},
{"title": "Aqara LED Strip T1 Extension, Requires LED Strip T1 (Sold Separately), 3.28 FT RGB+IC LED Light Extension with 16 Million Colors/Tunable White/Gradient Effects (1 Pack,39.36 inch)"},
{"price": "$13.49"},
{"bullet_list": "\u3010Extend Your LED Strip T1\u3011The Aqara LED Strip T1 extension kit is designed to extend the reach of your LED Strip T1 (sold separately) by 3.28 ft (Note: The Aqara LED Strip T1 is sold separately and is extendable up to 32.8 ft), allowing you to customize your lighting setup to fit any room or space. \u3010Compatibility and Matter Support\u3011With an Aqara Zigbee 3.0 hub, the LED Strip T1 features Matter-over-bridge support (a Matter compatible Aqara hub is required) and is compatible with major third-party platforms, like Apple HomeKit, Alexa, IFTTT as well as the Aqara Home app, allowing it to be easily integrated into a wide range of smart home setups and used in smart home automation. \u3010RGB+IC with Gradient Effects & DIY- Friendly\u3011With the ability to individually configure each of the strip's ten segments, each segment can have different colors, dimming levels, and effects. (*Please note: RGB+IC is only available for colorful (RGB) scenes, but not for tunable white.) Plus, the LED strip is cuttable, extendable up to 32.8 ft (the extension strip is sold separately), and re-attachable, making it perfect for DIY projects. \u301016 Million Colors / Tunable White & Local Music Sync Function\u3011 The Aqara LED Strip T1 features RGB CCT to provide up to 16 million vibrant colors and tunable white accent lighting, allowing you to customize your lighting to fit any mood or occasion. Additionally, there is a built-in microphone that enables music sync mode without opening the app, offering a fun and dynamic lighting experience. \u3010Energy Efficient Technology and Outdoor-Friendly\u3011The LED Strip T1 uses Zigbee 3.0 technology, and acts as a mesh repeater, making your Zigbee network more reliable and consume less power than Wi-Fi alternatives. Furthermore, it has a rating of IP44*, meaning it is protected against dust and can also be used outdoors. (*Please note: it only refers to the LED strip lights part, the controller and the power supply are not weatherproof and should be installed indoors)."}],
"product_quantity": [{"quantity": "1"}],
"promotion_items": [{"title": "Aqara LED Strip T1 with Matter, Requires Zigbee 3.0 HUB, Not Support Third Party Hubs, 6.5 FT RGB+IC LED Strip Lights, 16 Million Colors/Tunable White/Gradient Effects, Supports Apple Home,Alexa", "asin": "B0C5XKHCWM", "price": "$44.99", "quantity": ""},
{"title": "meross Smart LED Strip Lights, 16.4ft WiFi Strip Work with Apple HomeKit, Alexa, Google Home, and SmartThings, 16 Million Colors with App Control and RGB LED Lights for Bedroom, Living Room, Kitchen", "asin": "B08QCMY1NS", "price": "$25.99", "quantity": ""},
{"title": "meross Smart LED Strip Lights Works with Apple HomeKit, 16.4ft WiFi RGB Strip, Compatible with Siri, Alexa&Google and SmartThings, App Control, Color Changing Led Strips for Bedroom, TV", "asin": "B08XPZ5RMT", "price": "$26.99", "quantity": ""},
{"title": "Govee RGBIC LED Strip Lights, Smart LED Lights for Bedroom, Bluetooth LED Lights APP Control, DIY Multiple Colors on One Line, Color Changing LED Strip Lighting Music Sync, Home Decor, 16.4ft", "asin": "B0991Q94KP", "price": "$16.99", "quantity": ""},
{"title": "WiZ Connected 16.4 ft LED Light Strip - Flowing Multicolor LED Color-Changing Light Strip For Your Smart Home -Voice/App Control - Works with Google Home, Alexa and HomeKit", "asin": "B0CWVVG6F6", "price": "$24.34", "quantity": ""},
{"title": "meross Smart LED Strip Lights, 32.8ft WiFi RGB Strip, Compatible with Apple HomeKit, Alexa, Google Home & SmartThings, App Control, Millions of Color Changing, Timer & Schedule, Protective Coating", "asin": "B0D5GS2NRP", "price": "$33.99", "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(4-Pack)", "asin": "B0DSJCN9RZ", "price": "$35.99", "quantity": ""},
{"title": "WiZ Connected 16.4 ft LED Light Strip - Flowing Multicolor LED Color-Changing Light Strip For Your Smart Home -Voice/App Control - Works with Google Home, Alexa and HomeKit", "asin": "B0CWVVG6F6", "price": "$24.34", "quantity": ""},
{"title": "Aqara Door and Window Sensor, Requires Aqara Hub, Not Support Hubs from Other Brands, Zigbee Connection, Wireless Mini Contact Sensor, Compatible with Apple HomeKit, Alexa, Works with IFTTT (3 Pack)", "asin": "B09TP7VMKB", "price": "$49.99", "quantity": ""},
{"title": "Aqara Smart Valve Controller T1 with Matter, Requires Aqara Zigbee 3.0 Hub, Combined with Water Leak Detectors for Home, Supports App Remote Control Shutoff, Supports HomeKit, Alexa, Google", "asin": "B0DB8KS8Q3", "price": "$62.99", "quantity": ""},
{"title": "PAUTIX RGB Smart IC COB LED Strip Lights,6.56ft/2m Addressable UL-Listed 24V Chasing Color Flexible Tape Light Multicolor,Work with Alexa/Google Assistant,for Cabinet,TV,Bedroom,Party DIY Decoration", "asin": "B0D2HBT2G8", "price": "$27.54", "quantity": ""},
{"title": "Aqara LED Strip T1 with Matter, Requires Zigbee 3.0 HUB, Not Support Third Party Hubs, 6.5 FT RGB+IC LED Strip Lights, 16 Million Colors/Tunable White/Gradient Effects, Supports Apple Home,Alexa", "asin": "B0C5XKHCWM", "price": "$44.99", "quantity": ""},
{"title": "Govee RGBIC LED Strip Lights, Smart LED Lights for Bedroom, Bluetooth LED Lights APP Control, DIY Multiple Colors on One Line, Color Changing LED Strip Lighting Music Sync, Home Decor, 16.4ft", "asin": "B0991Q94KP", "price": "$16.99", "quantity": ""},
{"title": "Aqara Motion Sensor P1, Requires AQARA HUB, 5-Year Battery Life, Configurable Detection Timeout, for Alert System and Automations, Compatible with HomeKit, Alexa, IFTTT", "asin": "B09QKVMMTB", "price": "$18.39", "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": "2025-04-21T18:02:32.507Z", // 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": "2025-04-21T18:02:32.507Z","action": "click","acion_argument": "nav_bar",}</answer>
rule
<answer>{"timestamp": "2025-04-21T18:02:32.507Z","action": "click","acion_argument": "nav_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": "2025-04-16T17:12:35.529Z", "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 "}
{"timestamp": "2025-04-21T17:58:07.016Z", "action": "click", "action_argument": "suggested_term"}
{"timestamp": "2025-04-21T17:59:11.298Z", "action": "click_product", "action_argument": "B08Y1PJZZH"}
{"timestamp": "2025-04-21T17:59:15.212Z", "action": "click", "action_argument": "other"}
<|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": "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"}],
"product_details": [{"asin": "B0C5XN7KV2"},
{"title": "Aqara LED Strip T1 Extension, Requires LED Strip T1 (Sold Separately), 3.28 FT RGB+IC LED Light Extension with 16 Million Colors/Tunable White/Gradient Effects (1 Pack,39.36 inch)"},
{"price": "$13.49"},
{"bullet_list": "\u3010Extend Your LED Strip T1\u3011The Aqara LED Strip T1 extension kit is designed to extend the reach of your LED Strip T1 (sold separately) by 3.28 ft (Note: The Aqara LED Strip T1 is sold separately and is extendable up to 32.8 ft), allowing you to customize your lighting setup to fit any room or space. \u3010Compatibility and Matter Support\u3011With an Aqara Zigbee 3.0 hub, the LED Strip T1 features Matter-over-bridge support (a Matter compatible Aqara hub is required) and is compatible with major third-party platforms, like Apple HomeKit, Alexa, IFTTT as well as the Aqara Home app, allowing it to be easily integrated into a wide range of smart home setups and used in smart home automation. \u3010RGB+IC with Gradient Effects & DIY- Friendly\u3011With the ability to individually configure each of the strip's ten segments, each segment can have different colors, dimming levels, and effects. (*Please note: RGB+IC is only available for colorful (RGB) scenes, but not for tunable white.) Plus, the LED strip is cuttable, extendable up to 32.8 ft (the extension strip is sold separately), and re-attachable, making it perfect for DIY projects. \u301016 Million Colors / Tunable White & Local Music Sync Function\u3011 The Aqara LED Strip T1 features RGB CCT to provide up to 16 million vibrant colors and tunable white accent lighting, allowing you to customize your lighting to fit any mood or occasion. Additionally, there is a built-in microphone that enables music sync mode without opening the app, offering a fun and dynamic lighting experience. \u3010Energy Efficient Technology and Outdoor-Friendly\u3011The LED Strip T1 uses Zigbee 3.0 technology, and acts as a mesh repeater, making your Zigbee network more reliable and consume less power than Wi-Fi alternatives. Furthermore, it has a rating of IP44*, meaning it is protected against dust and can also be used outdoors. (*Please note: it only refers to the LED strip lights part, the controller and the power supply are not weatherproof and should be installed indoors)."}],
"product_quantity": [{"quantity": "1"}],
"promotion_items": [{"title": "Aqara LED Strip T1 with Matter, Requires Zigbee 3.0 HUB, Not Support Third Party Hubs, 6.5 FT RGB+IC LED Strip Lights, 16 Million Colors/Tunable White/Gradient Effects, Supports Apple Home,Alexa", "asin": "B0C5XKHCWM", "price": "$44.99", "quantity": ""},
{"title": "meross Smart LED Strip Lights, 16.4ft WiFi Strip Work with Apple HomeKit, Alexa, Google Home, and SmartThings, 16 Million Colors with App Control and RGB LED Lights for Bedroom, Living Room, Kitchen", "asin": "B08QCMY1NS", "price": "$25.99", "quantity": ""},
{"title": "meross Smart LED Strip Lights Works with Apple HomeKit, 16.4ft WiFi RGB Strip, Compatible with Siri, Alexa&Google and SmartThings, App Control, Color Changing Led Strips for Bedroom, TV", "asin": "B08XPZ5RMT", "price": "$26.99", "quantity": ""},
{"title": "Govee RGBIC LED Strip Lights, Smart LED Lights for Bedroom, Bluetooth LED Lights APP Control, DIY Multiple Colors on One Line, Color Changing LED Strip Lighting Music Sync, Home Decor, 16.4ft", "asin": "B0991Q94KP", "price": "$16.99", "quantity": ""},
{"title": "WiZ Connected 16.4 ft LED Light Strip - Flowing Multicolor LED Color-Changing Light Strip For Your Smart Home -Voice/App Control - Works with Google Home, Alexa and HomeKit", "asin": "B0CWVVG6F6", "price": "$24.34", "quantity": ""},
{"title": "meross Smart LED Strip Lights, 32.8ft WiFi RGB Strip, Compatible with Apple HomeKit, Alexa, Google Home & SmartThings, App Control, Millions of Color Changing, Timer & Schedule, Protective Coating", "asin": "B0D5GS2NRP", "price": "$33.99", "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(4-Pack)", "asin": "B0DSJCN9RZ", "price": "$35.99", "quantity": ""},
{"title": "WiZ Connected 16.4 ft LED Light Strip - Flowing Multicolor LED Color-Changing Light Strip For Your Smart Home -Voice/App Control - Works with Google Home, Alexa and HomeKit", "asin": "B0CWVVG6F6", "price": "$24.34", "quantity": ""},
{"title": "Aqara Door and Window Sensor, Requires Aqara Hub, Not Support Hubs from Other Brands, Zigbee Connection, Wireless Mini Contact Sensor, Compatible with Apple HomeKit, Alexa, Works with IFTTT (3 Pack)", "asin": "B09TP7VMKB", "price": "$49.99", "quantity": ""},
{"title": "Aqara Smart Valve Controller T1 with Matter, Requires Aqara Zigbee 3.0 Hub, Combined with Water Leak Detectors for Home, Supports App Remote Control Shutoff, Supports HomeKit, Alexa, Google", "asin": "B0DB8KS8Q3", "price": "$62.99", "quantity": ""},
{"title": "PAUTIX RGB Smart IC COB LED Strip Lights,6.56ft/2m Addressable UL-Listed 24V Chasing Color Flexible Tape Light Multicolor,Work with Alexa/Google Assistant,for Cabinet,TV,Bedroom,Party DIY Decoration", "asin": "B0D2HBT2G8", "price": "$27.54", "quantity": ""},
{"title": "Aqara LED Strip T1 with Matter, Requires Zigbee 3.0 HUB, Not Support Third Party Hubs, 6.5 FT RGB+IC LED Strip Lights, 16 Million Colors/Tunable White/Gradient Effects, Supports Apple Home,Alexa", "asin": "B0C5XKHCWM", "price": "$44.99", "quantity": ""},
{"title": "Govee RGBIC LED Strip Lights, Smart LED Lights for Bedroom, Bluetooth LED Lights APP Control, DIY Multiple Colors on One Line, Color Changing LED Strip Lighting Music Sync, Home Decor, 16.4ft", "asin": "B0991Q94KP", "price": "$16.99", "quantity": ""},
{"title": "Aqara Motion Sensor P1, Requires AQARA HUB, 5-Year Battery Life, Configurable Detection Timeout, for Alert System and Automations, Compatible with HomeKit, Alexa, IFTTT", "asin": "B09QKVMMTB", "price": "$18.39", "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": "2025-04-21T18:02:32.507Z", // 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