<|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": "2025-04-14T05:20:35.488Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-14T05:20:59.727Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-14T05:22:42.859Z", "action": "input", "action_argument": "box"}
{"timestamp": "2025-04-14T05:22:43.028Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-14T05:22:48.649Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-14T05:23:00.596Z", "action": "input", "action_argument": "plug box"}
{"timestamp": "2025-04-14T05:23:00.700Z", "action": "click", "action_argument": "suggested_term"}
{"timestamp": "2025-04-14T05:23:45.573Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-14T05:23:45.735Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-14T05:23:49.564Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-14T05:24:29.980Z", "action": "click_product", "action_argument": "B07RCNB2L3"}
{"timestamp": "2025-04-14T05:25:20.526Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-14T05:26:04.314Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-14T05:26:05.596Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-14T05:27:25.871Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-14T05:27:26.495Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-14T05:28:07.797Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-14T05:28:08.794Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-14T05:28:10.730Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-14T05:28:11.833Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-14T05:28:13.107Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-14T05:28:23.848Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-14T05:28:24.478Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-14T05:28:25.152Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-14T05:28:25.797Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-14T05:28:29.422Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-14T05:28:30.064Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-14T05:28:30.589Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-14T05:28:31.066Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-14T05:28:31.714Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-14T05:28:32.270Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-14T05:28:33.410Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-14T05:28:52.700Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-14T06:16:36.444Z", "action": "input", "action_argument": "dolly"}
{"timestamp": "2025-04-14T06:16:38.110Z", "action": "click", "action_argument": "search"}
{"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"}
<|memory_end|>

<|action_start|>
{"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"}
<|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": "google nest"}],
"cart_items": [{"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"}],
"product_details": [{"asin": "B0D5BGST5N"},
{"title": "Google Nest Learning Thermostat (4th Gen, 2024) with Nest Temperature Sensor - Energy Saving Smart Thermostat with Adaptive Eco - Works with Alexa and Google Home App - Polished Silver"},
{"price": "$239.99"},
{"bullet_list": "Nest\u2019s smartest, most advanced thermostat yet, the Google Nest Learning Thermostat (4th gen) is a beautiful, brilliant way to save energy, keep your home comfortable, and help make sure your heating and cooling systems are running smoothly[4] Improved compatibility: It works with most 24V systems, including gas, electric, oil, forced air, heat pump, and radiant, and no C wire is required for installation in most homes; visit the Nest Compatibility Checker for more info[5] Better visibility into adjustments: Asks for permission to make schedule changes to help you save energy; you'll receive notifications in the Google Home app, and you can view and accept changes with a tap[1] Beautiful design: With a 60% larger display[11] and Dynamic Farsight, you can see info from across the room[1]; choose the design, like a clock or the weather; it automatically adjusts brightness for the best readability or you can adjust manually Easy control in the Google Home app: Adjust on your phone from anywhere[1] or by using your voice with Alexa or a Nest smart speaker[3], it\u2019s easy to install yourself and it\u2019s Matter compatible for simple integration into your smart home[5] Manage hot and cold spots: It comes with the Nest Temperature Sensor (2nd gen) and works with any Nest Temperature Sensor; put a sensor in any room and use the Google Home app to set the temp it should reach at a certain time of day Savings you can count on: The Nest Learning Thermostat (4th gen) can help save an average of 12% on heating bills and 15% on cooling bills[2]"},
{"bullet_list": "  New natural heating and cooling: Your thermostat learns how the temperature outside affects the temperature inside (for example, when the sun coming through the windows will heat the house naturally) and pauses your system to help you save[1]  New Adaptive Eco: It uses the temperature outside to help find an energy-saving temperature when you\u2019re away and returns to a comfortable temperature within an hour of your return[1]  Please refer to the \u201cLegal\u201d section below for all applicable legal disclaimers denoted by the bracketed numbers in the preceding bullet points (e.g., [1], [2], etc.)  "}],
"product_quantity": [{"quantity": "1"},
{"quantity": "1 "}],
"product_options": [{"Color": "Polished Silver"}],
"promotion_items": [{"title": "New 2025 ecobee Smart Thermostat Essential - Energy Star Certified programmable Wi-Fi Thermostat - Works with Siri, Alexa, and Google Assistant", "asin": "B0DT9MC2Z9", "price": "$129.99", "quantity": ""},
{"title": "ecobee Smart Thermostat Premium with Smart Sensor and Air Quality Monitor - Programmable Wifi Thermostat - Works with Siri, Alexa, Google Assistant", "asin": "B09XXS48P8", "price": "$249.99", "quantity": ""},
{"title": "Honeywell Home T9 WiFi Smart Thermostat with 1 Smart Room Sensor, Touchscreen Display", "asin": "B07N849J21", "price": "$199.99", "quantity": ""},
{"title": "Honeywell Home RTH9600WF Smart Color Thermostat Energy Star Wi-Fi Programmable Touchscreen Alexa Ready - C-Wire Required, Not Compatible with Line Volt Heating", "asin": "B09TBGGLQB", "price": "$179.99", "quantity": ""},
{"title": "ecobee Smart Thermostat Enhanced - Programmable Wifi Thermostat - Works with Siri, Alexa, Google Assistant - Energy Star Certified - Smart Home", "asin": "B09XXTQPXC", "price": "$168.49", "quantity": ""},
{"title": "ecobee3 Lite Smart Thermostat with Whole Home Sensors Bundle (ecobee3 Lite Programmable WiFi Smart Thermostat, SmartSensor 1 Pack, SmartSensor for Doors & Windows 1 Pack) - Smart Home", "asin": "B08LMSX7J5", "price": "$179.99", "quantity": ""},
{"title": "ecobee Smart Sensor for Doors & Windows 2 Pack - Wifi Contact Sensor for Home Security, Energy Savings - Compatible with Smart Thermostats - Temperature sensor, white", "asin": "B087D88FW2", "price": "$59.99", "quantity": ""},
{"title": "Google Nest Cam Outdoor or Indoor, Battery - 2nd Generation - 1 Pack", "asin": "B09FCMSJZG", "price": "$174.00", "quantity": ""},
{"title": "ecobee Smart Thermostat Enhanced - Programmable Wifi Thermostat - Works with Siri, Alexa, Google Assistant - Energy Star Certified - Smart Home", "asin": "B09XXTQPXC", "price": "$168.49", "quantity": ""},
{"title": "ecobee3 Lite Smart Thermostat with Whole Home Sensors Bundle (ecobee3 Lite Programmable WiFi Smart Thermostat, SmartSensor 1 Pack, SmartSensor for Doors & Windows 1 Pack) - Smart Home", "asin": "B08LMSX7J5", "price": "$179.99", "quantity": ""},
{"title": "ecobee Smart Thermostat Premium with Siri and Alexa and Built in Air Quality Monitor and Smart Sensor with SmartSensor for Doors and Windows 2-Pack, White", "asin": "B0B1X7G9J2", "price": "$309.98", "quantity": ""},
{"title": "New 2025 ecobee Smart Thermostat Essential - Energy Star Certified programmable Wi-Fi Thermostat - Works with Siri, Alexa, and Google Assistant", "asin": "B0DT9MC2Z9", "price": "$129.99", "quantity": ""},
{"title": "Honeywell Home RTH9600WF Smart Color Thermostat Energy Star Wi-Fi Programmable Touchscreen Alexa Ready - C-Wire Required, Not Compatible with Line Volt Heating", "asin": "B09TBGGLQB", "price": "$179.99", "quantity": ""},
{"title": "Honeywell Home T9 WiFi Smart Thermostat with 1 Smart Room Sensor, Touchscreen Display", "asin": "B07N849J21", "price": "$199.99", "quantity": ""}]
<|observation_end|>

# Output Format
Please provide your final answer in JSON format within <answer></answer> tags using the following schema (Note that the thinking process should be within 250 words and give enough output space for final answer):
"<answer>
{
"timestamp": "2025-04-21T17:26:26.578Z", // 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": "2025-04-14T05:20:35.488Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-14T05:20:59.727Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-14T05:22:42.859Z", "action": "input", "action_argument": "box"}
{"timestamp": "2025-04-14T05:22:43.028Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-14T05:22:48.649Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-14T05:23:00.596Z", "action": "input", "action_argument": "plug box"}
{"timestamp": "2025-04-14T05:23:00.700Z", "action": "click", "action_argument": "suggested_term"}
{"timestamp": "2025-04-14T05:23:45.573Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-14T05:23:45.735Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-14T05:23:49.564Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-14T05:24:29.980Z", "action": "click_product", "action_argument": "B07RCNB2L3"}
{"timestamp": "2025-04-14T05:25:20.526Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-14T05:26:04.314Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-14T05:26:05.596Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-14T05:27:25.871Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-14T05:27:26.495Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-14T05:28:07.797Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-14T05:28:08.794Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-14T05:28:10.730Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-14T05:28:11.833Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-14T05:28:13.107Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-14T05:28:23.848Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-14T05:28:24.478Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-14T05:28:25.152Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-14T05:28:25.797Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-14T05:28:29.422Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-14T05:28:30.064Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-14T05:28:30.589Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-14T05:28:31.066Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-14T05:28:31.714Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-14T05:28:32.270Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-14T05:28:33.410Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-14T05:28:52.700Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-14T06:16:36.444Z", "action": "input", "action_argument": "dolly"}
{"timestamp": "2025-04-14T06:16:38.110Z", "action": "click", "action_argument": "search"}
{"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"}
<|memory_end|>

<|action_start|>
{"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"}
<|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": "google nest"}],
"cart_items": [{"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"}],
"product_details": [{"asin": "B0D5BGST5N"},
{"title": "Google Nest Learning Thermostat (4th Gen, 2024) with Nest Temperature Sensor - Energy Saving Smart Thermostat with Adaptive Eco - Works with Alexa and Google Home App - Polished Silver"},
{"price": "$239.99"},
{"bullet_list": "Nest\u2019s smartest, most advanced thermostat yet, the Google Nest Learning Thermostat (4th gen) is a beautiful, brilliant way to save energy, keep your home comfortable, and help make sure your heating and cooling systems are running smoothly[4] Improved compatibility: It works with most 24V systems, including gas, electric, oil, forced air, heat pump, and radiant, and no C wire is required for installation in most homes; visit the Nest Compatibility Checker for more info[5] Better visibility into adjustments: Asks for permission to make schedule changes to help you save energy; you'll receive notifications in the Google Home app, and you can view and accept changes with a tap[1] Beautiful design: With a 60% larger display[11] and Dynamic Farsight, you can see info from across the room[1]; choose the design, like a clock or the weather; it automatically adjusts brightness for the best readability or you can adjust manually Easy control in the Google Home app: Adjust on your phone from anywhere[1] or by using your voice with Alexa or a Nest smart speaker[3], it\u2019s easy to install yourself and it\u2019s Matter compatible for simple integration into your smart home[5] Manage hot and cold spots: It comes with the Nest Temperature Sensor (2nd gen) and works with any Nest Temperature Sensor; put a sensor in any room and use the Google Home app to set the temp it should reach at a certain time of day Savings you can count on: The Nest Learning Thermostat (4th gen) can help save an average of 12% on heating bills and 15% on cooling bills[2]"},
{"bullet_list": "  New natural heating and cooling: Your thermostat learns how the temperature outside affects the temperature inside (for example, when the sun coming through the windows will heat the house naturally) and pauses your system to help you save[1]  New Adaptive Eco: It uses the temperature outside to help find an energy-saving temperature when you\u2019re away and returns to a comfortable temperature within an hour of your return[1]  Please refer to the \u201cLegal\u201d section below for all applicable legal disclaimers denoted by the bracketed numbers in the preceding bullet points (e.g., [1], [2], etc.)  "}],
"product_quantity": [{"quantity": "1"},
{"quantity": "1 "}],
"product_options": [{"Color": "Polished Silver"}],
"promotion_items": [{"title": "New 2025 ecobee Smart Thermostat Essential - Energy Star Certified programmable Wi-Fi Thermostat - Works with Siri, Alexa, and Google Assistant", "asin": "B0DT9MC2Z9", "price": "$129.99", "quantity": ""},
{"title": "ecobee Smart Thermostat Premium with Smart Sensor and Air Quality Monitor - Programmable Wifi Thermostat - Works with Siri, Alexa, Google Assistant", "asin": "B09XXS48P8", "price": "$249.99", "quantity": ""},
{"title": "Honeywell Home T9 WiFi Smart Thermostat with 1 Smart Room Sensor, Touchscreen Display", "asin": "B07N849J21", "price": "$199.99", "quantity": ""},
{"title": "Honeywell Home RTH9600WF Smart Color Thermostat Energy Star Wi-Fi Programmable Touchscreen Alexa Ready - C-Wire Required, Not Compatible with Line Volt Heating", "asin": "B09TBGGLQB", "price": "$179.99", "quantity": ""},
{"title": "ecobee Smart Thermostat Enhanced - Programmable Wifi Thermostat - Works with Siri, Alexa, Google Assistant - Energy Star Certified - Smart Home", "asin": "B09XXTQPXC", "price": "$168.49", "quantity": ""},
{"title": "ecobee3 Lite Smart Thermostat with Whole Home Sensors Bundle (ecobee3 Lite Programmable WiFi Smart Thermostat, SmartSensor 1 Pack, SmartSensor for Doors & Windows 1 Pack) - Smart Home", "asin": "B08LMSX7J5", "price": "$179.99", "quantity": ""},
{"title": "ecobee Smart Sensor for Doors & Windows 2 Pack - Wifi Contact Sensor for Home Security, Energy Savings - Compatible with Smart Thermostats - Temperature sensor, white", "asin": "B087D88FW2", "price": "$59.99", "quantity": ""},
{"title": "Google Nest Cam Outdoor or Indoor, Battery - 2nd Generation - 1 Pack", "asin": "B09FCMSJZG", "price": "$174.00", "quantity": ""},
{"title": "ecobee Smart Thermostat Enhanced - Programmable Wifi Thermostat - Works with Siri, Alexa, Google Assistant - Energy Star Certified - Smart Home", "asin": "B09XXTQPXC", "price": "$168.49", "quantity": ""},
{"title": "ecobee3 Lite Smart Thermostat with Whole Home Sensors Bundle (ecobee3 Lite Programmable WiFi Smart Thermostat, SmartSensor 1 Pack, SmartSensor for Doors & Windows 1 Pack) - Smart Home", "asin": "B08LMSX7J5", "price": "$179.99", "quantity": ""},
{"title": "ecobee Smart Thermostat Premium with Siri and Alexa and Built in Air Quality Monitor and Smart Sensor with SmartSensor for Doors and Windows 2-Pack, White", "asin": "B0B1X7G9J2", "price": "$309.98", "quantity": ""},
{"title": "New 2025 ecobee Smart Thermostat Essential - Energy Star Certified programmable Wi-Fi Thermostat - Works with Siri, Alexa, and Google Assistant", "asin": "B0DT9MC2Z9", "price": "$129.99", "quantity": ""},
{"title": "Honeywell Home RTH9600WF Smart Color Thermostat Energy Star Wi-Fi Programmable Touchscreen Alexa Ready - C-Wire Required, Not Compatible with Line Volt Heating", "asin": "B09TBGGLQB", "price": "$179.99", "quantity": ""},
{"title": "Honeywell Home T9 WiFi Smart Thermostat with 1 Smart Room Sensor, Touchscreen Display", "asin": "B07N849J21", "price": "$199.99", "quantity": ""}]
<|observation_end|>

# Output Format
Please provide your final answer in JSON format within <answer></answer> tags using the following schema (Note that the thinking process should be within 250 words and give enough output space for final answer):
"<answer>
{
"timestamp": "2025-04-21T17:26:26.578Z", // 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": "2025-04-21T17:26:26.578Z","action": "click","acion_argument": "review",}</answer>
rule
<answer>{"timestamp": "2025-04-21T17:26:26.578Z","action": "click","acion_argument": "review",}</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": "2025-04-14T05:20:35.488Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-14T05:20:59.727Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-14T05:22:42.859Z", "action": "input", "action_argument": "box"}
{"timestamp": "2025-04-14T05:22:43.028Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-14T05:22:48.649Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-14T05:23:00.596Z", "action": "input", "action_argument": "plug box"}
{"timestamp": "2025-04-14T05:23:00.700Z", "action": "click", "action_argument": "suggested_term"}
{"timestamp": "2025-04-14T05:23:45.573Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-14T05:23:45.735Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-14T05:23:49.564Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-14T05:24:29.980Z", "action": "click_product", "action_argument": "B07RCNB2L3"}
{"timestamp": "2025-04-14T05:25:20.526Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-14T05:26:04.314Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-14T05:26:05.596Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-14T05:27:25.871Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-14T05:27:26.495Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-14T05:28:07.797Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-14T05:28:08.794Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-14T05:28:10.730Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-14T05:28:11.833Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-14T05:28:13.107Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-14T05:28:23.848Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-14T05:28:24.478Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-14T05:28:25.152Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-14T05:28:25.797Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-14T05:28:29.422Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-14T05:28:30.064Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-14T05:28:30.589Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-14T05:28:31.066Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-14T05:28:31.714Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-14T05:28:32.270Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-14T05:28:33.410Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-14T05:28:52.700Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-14T06:16:36.444Z", "action": "input", "action_argument": "dolly"}
{"timestamp": "2025-04-14T06:16:38.110Z", "action": "click", "action_argument": "search"}
{"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"}
<|memory_end|>

<|action_start|>
{"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"}
<|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": "google nest"}],
"cart_items": [{"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"}],
"product_details": [{"asin": "B0D5BGST5N"},
{"title": "Google Nest Learning Thermostat (4th Gen, 2024) with Nest Temperature Sensor - Energy Saving Smart Thermostat with Adaptive Eco - Works with Alexa and Google Home App - Polished Silver"},
{"price": "$239.99"},
{"bullet_list": "Nest\u2019s smartest, most advanced thermostat yet, the Google Nest Learning Thermostat (4th gen) is a beautiful, brilliant way to save energy, keep your home comfortable, and help make sure your heating and cooling systems are running smoothly[4] Improved compatibility: It works with most 24V systems, including gas, electric, oil, forced air, heat pump, and radiant, and no C wire is required for installation in most homes; visit the Nest Compatibility Checker for more info[5] Better visibility into adjustments: Asks for permission to make schedule changes to help you save energy; you'll receive notifications in the Google Home app, and you can view and accept changes with a tap[1] Beautiful design: With a 60% larger display[11] and Dynamic Farsight, you can see info from across the room[1]; choose the design, like a clock or the weather; it automatically adjusts brightness for the best readability or you can adjust manually Easy control in the Google Home app: Adjust on your phone from anywhere[1] or by using your voice with Alexa or a Nest smart speaker[3], it\u2019s easy to install yourself and it\u2019s Matter compatible for simple integration into your smart home[5] Manage hot and cold spots: It comes with the Nest Temperature Sensor (2nd gen) and works with any Nest Temperature Sensor; put a sensor in any room and use the Google Home app to set the temp it should reach at a certain time of day Savings you can count on: The Nest Learning Thermostat (4th gen) can help save an average of 12% on heating bills and 15% on cooling bills[2]"},
{"bullet_list": "  New natural heating and cooling: Your thermostat learns how the temperature outside affects the temperature inside (for example, when the sun coming through the windows will heat the house naturally) and pauses your system to help you save[1]  New Adaptive Eco: It uses the temperature outside to help find an energy-saving temperature when you\u2019re away and returns to a comfortable temperature within an hour of your return[1]  Please refer to the \u201cLegal\u201d section below for all applicable legal disclaimers denoted by the bracketed numbers in the preceding bullet points (e.g., [1], [2], etc.)  "}],
"product_quantity": [{"quantity": "1"},
{"quantity": "1 "}],
"product_options": [{"Color": "Polished Silver"}],
"promotion_items": [{"title": "New 2025 ecobee Smart Thermostat Essential - Energy Star Certified programmable Wi-Fi Thermostat - Works with Siri, Alexa, and Google Assistant", "asin": "B0DT9MC2Z9", "price": "$129.99", "quantity": ""},
{"title": "ecobee Smart Thermostat Premium with Smart Sensor and Air Quality Monitor - Programmable Wifi Thermostat - Works with Siri, Alexa, Google Assistant", "asin": "B09XXS48P8", "price": "$249.99", "quantity": ""},
{"title": "Honeywell Home T9 WiFi Smart Thermostat with 1 Smart Room Sensor, Touchscreen Display", "asin": "B07N849J21", "price": "$199.99", "quantity": ""},
{"title": "Honeywell Home RTH9600WF Smart Color Thermostat Energy Star Wi-Fi Programmable Touchscreen Alexa Ready - C-Wire Required, Not Compatible with Line Volt Heating", "asin": "B09TBGGLQB", "price": "$179.99", "quantity": ""},
{"title": "ecobee Smart Thermostat Enhanced - Programmable Wifi Thermostat - Works with Siri, Alexa, Google Assistant - Energy Star Certified - Smart Home", "asin": "B09XXTQPXC", "price": "$168.49", "quantity": ""},
{"title": "ecobee3 Lite Smart Thermostat with Whole Home Sensors Bundle (ecobee3 Lite Programmable WiFi Smart Thermostat, SmartSensor 1 Pack, SmartSensor for Doors & Windows 1 Pack) - Smart Home", "asin": "B08LMSX7J5", "price": "$179.99", "quantity": ""},
{"title": "ecobee Smart Sensor for Doors & Windows 2 Pack - Wifi Contact Sensor for Home Security, Energy Savings - Compatible with Smart Thermostats - Temperature sensor, white", "asin": "B087D88FW2", "price": "$59.99", "quantity": ""},
{"title": "Google Nest Cam Outdoor or Indoor, Battery - 2nd Generation - 1 Pack", "asin": "B09FCMSJZG", "price": "$174.00", "quantity": ""},
{"title": "ecobee Smart Thermostat Enhanced - Programmable Wifi Thermostat - Works with Siri, Alexa, Google Assistant - Energy Star Certified - Smart Home", "asin": "B09XXTQPXC", "price": "$168.49", "quantity": ""},
{"title": "ecobee3 Lite Smart Thermostat with Whole Home Sensors Bundle (ecobee3 Lite Programmable WiFi Smart Thermostat, SmartSensor 1 Pack, SmartSensor for Doors & Windows 1 Pack) - Smart Home", "asin": "B08LMSX7J5", "price": "$179.99", "quantity": ""},
{"title": "ecobee Smart Thermostat Premium with Siri and Alexa and Built in Air Quality Monitor and Smart Sensor with SmartSensor for Doors and Windows 2-Pack, White", "asin": "B0B1X7G9J2", "price": "$309.98", "quantity": ""},
{"title": "New 2025 ecobee Smart Thermostat Essential - Energy Star Certified programmable Wi-Fi Thermostat - Works with Siri, Alexa, and Google Assistant", "asin": "B0DT9MC2Z9", "price": "$129.99", "quantity": ""},
{"title": "Honeywell Home RTH9600WF Smart Color Thermostat Energy Star Wi-Fi Programmable Touchscreen Alexa Ready - C-Wire Required, Not Compatible with Line Volt Heating", "asin": "B09TBGGLQB", "price": "$179.99", "quantity": ""},
{"title": "Honeywell Home T9 WiFi Smart Thermostat with 1 Smart Room Sensor, Touchscreen Display", "asin": "B07N849J21", "price": "$199.99", "quantity": ""}]
<|observation_end|>

# Output Format
Please provide your final answer in JSON format within <answer></answer> tags using the following schema (Note that the thinking process should be within 250 words and give enough output space for final answer):
"<answer>
{
"timestamp": "2025-04-21T17:26:26.578Z", // 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