prompt.content: <|im_start|>system
  You are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action and action argument are enclosed within <think> </think> and <answer> </answer> tags, respectively, i.e., <think>reasoning process here</think><answer>predicted action and action argument here</answer>.
  <|im_end|>
  <|im_start|>user
  You are given a customer behavior trajectory on Amazon. This trajectory include the customer long-term information (enclosed between <|memory_start|> and <|memory_end|>), previous actions the customer has taken with timestamps (enclosed between <|action_start|> and <|action_end|>), and current observations describing what the customer sees on Amazon (e.g., a search results page, a product detail page) (enclosed between <|observation_start|> and <|observation_end|>). 
  Now your task is to predict the immediate next action and action argument (i.e., input_text, product_asin, or click_type) of this shopper by analyzing shopper shopping behaviors. The available action space and action argument space are provided between <|actionspace_start|> and <|actionspace_end|> to help guide your prediction. Please first analyze the customer's behavior patterns within the  <think> </think> section, then provide your prediction within the <answer> </answer> section, ensuring your prediction falls within the specified action and argument spaces. 
  
  <|actionspace_start|>
  Available actions are represented in JSON format. There are four primary action types with their corresponding action arguments:
  1. input:
  Action: Type text into an input field to search for a specific product. 
  Action Argument: the input_text is the specific text entered by the customer.
  {
  "timestamp": "timestamp",
  "action": "input",
  "action_argument": "input_text",
  }
  
  2. click:
  Action: Click on a UI interface button or clickable element on the Amazon website.
  Action Argument: The clickable_name is one of the UI interface buttons or clickable elements including "review", "search", "product_option", "other", "nav_bar", "quantity", "page_related", "suggested_term", "cart_side_bar", "cart_page_select", and "filter". Select one of these buttons or clickable elements as action argument.
  {
  "timestamp": "timestamp",
  "action": "click",
  "action_argument": "clickable_name",
  }
  
  3. click_product:
  Action: Click on product links or product images.
  Action Argument: the Amazon Standard Identification Number (i.e., product_asin) of the clicked product.
  {
  "timestamp": "timestamp",
  "action": "click_product",
  "action_argument": "product_asin",
  }
  
  4. purchase:
  Action: indicate intent to purchase by clicking on any purchase-related button. This includes clicking "Add to Cart", "Buy Now", "Set Subscription", or "Checkout" buttons for specific products. 
  Action Argument: the Amazon Standard Identification Number (i.e., product_asin) of the product being purchased.
  {
  "timestamp": "timestamp",
  "action": "purchase",
  "action_argument": "product_asin",
  }
  <|actionspace_end|>
  
  <|memory_start|>
  {"timestamp": "2025-04-21T17:58:06.924Z", "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"}
  {"timestamp": "2025-04-21T18:02:32.507Z", "action": "click", "action_argument": "nav_bar"}
  {"timestamp": "2025-04-21T18:02:38.132Z", "action": "click", "action_argument": "suggested_term"}
  {"timestamp": "2025-04-21T18:02:39.786Z", "action": "click", "action_argument": "search"}
  {"timestamp": "2025-04-21T18:02:41.842Z", "action": "input", "action_argument": "homekit a/c controller"}
  {"timestamp": "2025-04-21T18:02:43.720Z", "action": "click", "action_argument": "search"}
  {"timestamp": "2025-04-21T18:04:04.566Z", "action": "click_product", "action_argument": "B07MTGD3D9"}
  {"timestamp": "2025-04-21T18:05:00.486Z", "action": "click", "action_argument": "search"}
  {"timestamp": "2025-04-21T18:05:03.122Z", "action": "click", "action_argument": "search"}
  {"timestamp": "2025-04-21T18:55:02.283Z", "action": "click", "action_argument": "nav_bar"}
  {"timestamp": "2025-04-21T18:56:26.602Z", "action": "click", "action_argument": "quantity"}
  {"timestamp": "2025-04-21T18:57:52.366Z", "action": "click", "action_argument": "quantity"}
  {"timestamp": "2025-04-21T18:58:31.554Z", "action": "click", "action_argument": "quantity"}
  {"timestamp": "2025-04-21T18:58:41.125Z", "action": "click_product", "action_argument": "B07712H557"}
  {"timestamp": "2025-04-21T19:00:54.791Z", "action": "click", "action_argument": "quantity"}
  {"timestamp": "2025-04-21T20:35:05.728Z", "action": "click", "action_argument": "nav_bar"}
  {"timestamp": "2025-04-21T20:35:11.349Z", "action": "click_product", "action_argument": "B0DSJCN9RZ"}
  {"timestamp": "2025-04-21T20:38:55.874Z", "action": "click", "action_argument": "review"}
  {"timestamp": "2025-04-21T20:39:27.234Z", "action": "click", "action_argument": "other"}
  {"timestamp": "2025-04-21T20:39:35.371Z", "action": "click", "action_argument": "other"}
  {"timestamp": "2025-04-21T20:39:35.754Z", "action": "click", "action_argument": "other"}
  {"timestamp": "2025-04-21T20:39:36.196Z", "action": "click", "action_argument": "other"}
  {"timestamp": "2025-04-21T20:39:36.811Z", "action": "click", "action_argument": "other"}
  {"timestamp": "2025-04-21T20:39:37.664Z", "action": "click", "action_argument": "other"}
  {"timestamp": "2025-04-21T20:39:38.198Z", "action": "click", "action_argument": "other"}
  {"timestamp": "2025-04-21T20:39:38.904Z", "action": "click", "action_argument": "other"}
  {"timestamp": "2025-04-21T20:39:39.535Z", "action": "click", "action_argument": "other"}
  {"timestamp": "2025-04-21T20:39:40.217Z", "action": "click", "action_argument": "other"}
  {"timestamp": "2025-04-21T20:39:40.779Z", "action": "click", "action_argument": "other"}
  {"timestamp": "2025-04-21T20:39:41.716Z", "action": "click", "action_argument": "other"}
  {"timestamp": "2025-04-21T20:39:42.324Z", "action": "click", "action_argument": "other"}
  {"timestamp": "2025-04-21T20:39:45.132Z", "action": "click", "action_argument": "other"}
  {"timestamp": "2025-04-21T20:39:45.639Z", "action": "click", "action_argument": "other"}
  {"timestamp": "2025-04-21T20:39:46.464Z", "action": "click", "action_argument": "other"}
  {"timestamp": "2025-04-21T20:39:47.161Z", "action": "click", "action_argument": "other"}
  {"timestamp": "2025-04-21T20:39:49.044Z", "action": "click", "action_argument": "other"}
  {"timestamp": "2025-04-21T20:40:57.767Z", "action": "click", "action_argument": "nav_bar"}
  {"timestamp": "2025-04-21T20:41:01.273Z", "action": "click_product", "action_argument": "B0DSJCN9RZ"}
  {"timestamp": "2025-04-22T01:36:58.499Z", "action": "click", "action_argument": "nav_bar"}
  {"timestamp": "2025-04-22T01:37:04.522Z", "action": "click_product", "action_argument": "B0BXMNJDW3"}
  {"timestamp": "2025-04-22T01:38:23.915Z", "action": "click", "action_argument": "review"}
  {"timestamp": "2025-04-22T01:38:53.880Z", "action": "click", "action_argument": "other"}
  {"timestamp": "2025-04-22T01:38:54.436Z", "action": "click", "action_argument": "other"}
  {"timestamp": "2025-04-22T01:38:54.968Z", "action": "click", "action_argument": "other"}
  {"timestamp": "2025-04-22T01:38:56.153Z", "action": "click", "action_argument": "other"}
  {"timestamp": "2025-04-22T01:38:56.850Z", "action": "click", "action_argument": "other"}
  {"timestamp": "2025-04-22T01:38:57.665Z", "action": "click", "action_argument": "other"}
  {"timestamp": "2025-04-22T01:38:58.393Z", "action": "click", "action_argument": "other"}
  {"timestamp": "2025-04-22T01:38:59.412Z", "action": "click", "action_argument": "other"}
  {"timestamp": "2025-04-22T01:38:59.994Z", "action": "click", "action_argument": "other"}
  {"timestamp": "2025-04-22T01:39:02.233Z", "action": "click", "action_argument": "other"}
  {"timestamp": "2025-04-22T01:39:02.702Z", "action": "click", "action_argument": "other"}
  {"timestamp": "2025-04-22T01:39:03.523Z", "action": "click", "action_argument": "other"}
  {"timestamp": "2025-04-22T01:40:46.543Z", "action": "click", "action_argument": "cart_side_bar"}
  {"timestamp": "2025-04-22T03:10:41.189Z", "action": "input", "action_argument": "door sensor"}
  {"timestamp": "2025-04-22T03:10:41.397Z", "action": "click", "action_argument": "search"}
  {"timestamp": "2025-04-22T03:11:17.198Z", "action": "input", "action_argument": "door sensor "}
  {"timestamp": "2025-04-22T03:11:17.331Z", "action": "click", "action_argument": "suggested_term"}
  {"timestamp": "2025-04-22T03:11:24.165Z", "action": "click", "action_argument": "quantity"}
  {"timestamp": "2025-04-22T03:13:13.366Z", "action": "click", "action_argument": "suggested_term"}
  {"timestamp": "2025-04-22T03:13:22.498Z", "action": "click_product", "action_argument": "B0BTL8B72D"}
  {"timestamp": "2025-04-22T03:14:24.273Z", "action": "click", "action_argument": "page_related"}
  {"timestamp": "2025-04-22T03:16:37.528Z", "action": "click", "action_argument": "other"}
  {"timestamp": "2025-04-23T01:36:58.851Z", "action": "click", "action_argument": "nav_bar"}
  {"timestamp": "2025-04-23T01:37:03.745Z", "action": "click_product", "action_argument": "B0CHM81YY4"}
  {"timestamp": "2025-04-23T01:37:23.704Z", "action": "click", "action_argument": "review"}
  {"timestamp": "2025-04-23T01:47:33.005Z", "action": "click", "action_argument": "quantity"}
  {"timestamp": "2025-04-23T01:47:44.999Z", "action": "click", "action_argument": "cart_side_bar"}
  {"timestamp": "2025-04-23T03:35:53.698Z", "action": "click", "action_argument": "quantity"}
  {"timestamp": "2025-04-23T03:36:10.873Z", "action": "click", "action_argument": "quantity"}
  {"timestamp": "2025-04-23T03:36:47.893Z", "action": "click_product", "action_argument": "B0DHRXZ2CK"}
  {"timestamp": "2025-04-23T03:37:01.859Z", "action": "click", "action_argument": "review"}
  {"timestamp": "2025-04-23T03:37:36.265Z", "action": "click", "action_argument": "review"}
  {"timestamp": "2025-04-23T03:37:40.974Z", "action": "click", "action_argument": "review"}
  {"timestamp": "2025-04-23T03:37:41.979Z", "action": "click", "action_argument": "review"}
  {"timestamp": "2025-04-23T03:37:46.239Z", "action": "click", "action_argument": "review"}
  {"timestamp": "2025-04-23T03:37:47.019Z", "action": "click", "action_argument": "review"}
  {"timestamp": "2025-04-23T03:37:50.266Z", "action": "click", "action_argument": "review"}
  {"timestamp": "2025-04-23T03:37:59.894Z", "action": "click", "action_argument": "other"}
  {"timestamp": "2025-04-23T03:38:05.849Z", "action": "click", "action_argument": "other"}
  {"timestamp": "2025-04-23T03:38:07.200Z", "action": "click", "action_argument": "other"}
  {"timestamp": "2025-04-23T03:38:11.375Z", "action": "click", "action_argument": "other"}
  {"timestamp": "2025-04-23T03:38:12.707Z", "action": "click", "action_argument": "other"}
  <|memory_end|>
  
  <|action_start|>
  {"timestamp": "2025-04-23T22:47:20.959Z", "action": "click", "action_argument": "search"}
  {"timestamp": "2025-04-23T22:47:27.917Z", "action": "click", "action_argument": "search"}
  {"timestamp": "2025-04-23T22:47:33.823Z", "action": "click", "action_argument": "search"}
  {"timestamp": "2025-04-23T22:47:51.127Z", "action": "click", "action_argument": "search"}
  {"timestamp": "2025-04-23T22:48:06.939Z", "action": "click_product", "action_argument": "B0CXK2599F"}
  {"timestamp": "2025-04-23T22:48:26.784Z", "action": "click", "action_argument": "other"}
  {"timestamp": "2025-04-23T22:49:27.337Z", "action": "input", "action_argument": "smart light"}
  {"timestamp": "2025-04-23T22:49:27.427Z", "action": "click", "action_argument": "suggested_term"}
  {"timestamp": "2025-04-23T22:49:54.170Z", "action": "click_product", "action_argument": "B07QWB3J8W"}
  {"timestamp": "2025-04-23T22:50:34.235Z", "action": "click", "action_argument": "page_related"}
  {"timestamp": "2025-04-23T22:50:36.963Z", "action": "click", "action_argument": "page_related"}
  {"timestamp": "2025-04-23T22:53:02.376Z", "action": "click", "action_argument": "product_option"}
  {"timestamp": "2025-04-23T22:53:06.696Z", "action": "click", "action_argument": "product_option"}
  {"timestamp": "2025-04-23T22:53:12.485Z", "action": "click", "action_argument": "product_option"}
  {"timestamp": "2025-04-23T22:53:17.122Z", "action": "click", "action_argument": "product_option"}
  {"timestamp": "2025-04-23T22:53:22.185Z", "action": "click", "action_argument": "product_option"}
  {"timestamp": "2025-04-23T23:00:03.825Z", "action": "input", "action_argument": "smart switch"}
  {"timestamp": "2025-04-23T23:00:04.039Z", "action": "click", "action_argument": "search"}
  {"timestamp": "2025-04-23T23:01:17.810Z", "action": "input", "action_argument": "smart switch third "}
  {"timestamp": "2025-04-23T23:01:17.926Z", "action": "click", "action_argument": "suggested_term"}
  {"timestamp": "2025-04-23T23:01:27.806Z", "action": "click_product", "action_argument": "B0CR9ZSV5L"}
  {"timestamp": "2025-04-23T23:01:34.476Z", "action": "click", "action_argument": "other"}
  {"timestamp": "2025-04-23T23:04:30.285Z", "action": "click_product", "action_argument": "B0CR9ZSV5L"}
  {"timestamp": "2025-04-23T23:04:57.801Z", "action": "click", "action_argument": "review"}
  {"timestamp": "2025-04-23T23:05:14.817Z", "action": "click", "action_argument": "product_option"}
  {"timestamp": "2025-04-23T23:05:16.622Z", "action": "click", "action_argument": "product_option"}
  {"timestamp": "2025-04-23T23:06:28.129Z", "action": "input", "action_argument": "Smart Switch,Toggle"}
  {"timestamp": "2025-04-23T23:06:28.236Z", "action": "click", "action_argument": "search"}
  <|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": "Smart Switch,Toggle"}],
  "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": "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 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": "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": "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": "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": "$323.81", "quantity": "1"},
  {"title": "SAMSUNG 990 PRO Series - 2TB PCIe Gen4. X4 NVMe 2.0c - M.2 Internal SSD (MZ-V9P2T0B/AM)", "asin": "B0BHJJ9Y77", "price": "$169.99", "quantity": "1"},
  {"title": "ThxToms ESD Anti Static Gloves, High Resistance Carbon Fiber Computer Gloves, Large 1 Pair", "asin": "B01DP6RQYI", "price": "$6.99", "quantity": "1"},
  {"title": "STREBITO Electronics Precision Screwdriver Sets 142-Piece with 120 Bits Magnetic Repair Tool Kit for iPhone, MacBook, Computer, Laptop, PC, Tablet, PS4, Xbox, Nintendo, Game Console", "asin": "B08SGM6F79", "price": "$23.79", "quantity": "1"},
  {"title": "Noctua 360mm AIO Upgrade Bundle (3X NF-A12x25 PWM chromax.Black.swap 120mm Fans Plus 1x NT-H2 Thermal Paste)", "asin": "B09J91SVLF", "price": "$106.95"}],
  "promotion_items": [{"title": "Philips Hue Wall Tap Dial Light Switch, Portable, White - 1 Pack - Requires Hue Lights and Hue Bridge - Smart Home - Easy, No-Wire Installation", "asin": "B0B6LLKHTM", "price": "$49.99", "quantity": ""},
  {"title": "Bryant Electric USBB102W 15 Amp 125V Decorator USB Switch Combination Charger, White", "asin": "B012D9N4U8", "price": "$29.26", "quantity": ""},
  {"title": "Lutron Caseta 3 Way Smart Dimmer Switch Kit, w/ Wireless 3 way Pico Remote and Bracket, Light Switch for LED Lights, No Neutral Required, P-PKG1WB-WH", "asin": "B07HM6L48C", "price": "$79.26", "quantity": ""},
  {"title": "Lutron Caseta Orginal Smart Switch Kit, 2 Smart Light Switches, Pico Remote, Wall Plate Adaptor, & Smart Hub, Works with Alexa, Apple Home, Google Home, 3 Way, 5 Amp, Neutral Required, P-BDG-PKG2WS-WH", "asin": "B089QXQCT1", "price": "$159.95", "quantity": ""},
  {"title": "LIDER Matte Finish Lighted Combination Decorator Switch and Tamper-Resistant Receptacle with Screwless Wall Plate, Single Pole, Residential Grade, 15A 120V/125V, UL Listed, LCS1-1PTR-WSWP, White", "asin": "B0BHNKKYMT", "price": "$25.92", "quantity": ""},
  {"title": "Philips Hue Wall Tap Dial Light Switch, Portable, White - 1 Pack - Requires Hue Lights and Hue Bridge - Smart Home - Easy, No-Wire Installation", "asin": "B0B6LLKHTM", "price": "$49.99", "quantity": ""},
  {"title": "Bryant Electric USBB102W 15 Amp 125V Decorator USB Switch Combination Charger, White", "asin": "B012D9N4U8", "price": "$29.26", "quantity": ""},
  {"title": "Lutron Caseta 3 Way Smart Dimmer Switch Kit, w/ Wireless 3 way Pico Remote and Bracket, Light Switch for LED Lights, No Neutral Required, P-PKG1WB-WH", "asin": "B07HM6L48C", "price": "$79.26", "quantity": ""},
  {"title": "LIDER Minimalist Design Matte Finish Lighted Decorator Switch with Screwless Wall Plate, Frameless Paddle Light Switch with Locator Light, Single Pole, Grounding Screw, 15A 125V, UL Listed, Gold", "asin": "B0BHNZRL9X", "price": "$19.94", "quantity": ""},
  {"title": "Lutron Caseta Orginal Smart Switch Kit, 2 Smart Light Switches, Pico Remote, Wall Plate Adaptor, & Smart Hub, Works with Alexa, Apple Home, Google Home, 3 Way, 5 Amp, Neutral Required, P-BDG-PKG2WS-WH", "asin": "B089QXQCT1", "price": "$159.95", "quantity": ""}],
  "ads": [{"title": "TREATLIFE 3 Way Smart Light Switch 4 Pack, 2.4GHz Wi-Fi Smart Switch Works with Alexa and Google Home, Neutral Wire Required, Remote Control, FCC Certified, No Hub Required", "asin": "B07V3XB1QG"},
  {"title": "TREATLIFE 3 Way Smart Switch 4 Pack, 2.4Ghz WiFi Smart Light Switch 3 Way Switch Works with Alexa, Google Home and SmartThings, Remote Control, FCC, Schedule, Neutral Wire Required", "asin": "B07ZSF554H"},
  {"title": "TREATLIFE 3-Way Smart Light Switch, 2.4GHz WiFi Smart Switch Compatible with Alexa, Google Home & SmartThings, Remote Control, Scheduling, Neutral Wire Required, 1 Pack", "asin": "B07ZSQ8R85"}],
  "search_results": [{"title": "Legrand Radiant\u00ae Wi-Fi Matter Smart Plug Matter Hub Required 15A, Easy Setup, Enhanced Compatibility with Apple HomeKit, Google Home, Alexa & SmartThings, Easy Wi-Fi Connectivity w/Matter (1 Pack)", "asin": "B0CLVSV67L", "price": "$14.99", "delivery": " One-Day FREE delivery Tomorrow, Apr 24"},
  {"title": "USBB102W 15 Amp 125V Decorator USB Switch Combination Charger, White", "asin": "B012D9N4U8", "price": "$29.26", "delivery": " One-Day FREE delivery Tomorrow, Apr 24"},
  {"title": "Smart Plug, WiFi Plugs Work with Alexa & Google Assistant, Smart Outlet with Timer & Group Controller, WiFi Outlet for Home, No Hub Required, ETL & FCC Certified, 2.4G WiFi Only, 4 Pack", "asin": "B08731J1L4", "price": "$26.99", "delivery": " Same-Day FREE delivery Today 5 PM - 10 PM"},
  {"title": "700 Series Z-Wave Plus On/Off Toggle Switch ZEN73, White | Direct 3-Way (No Add-On Switch Needed) | Z-Wave Hub Required", "asin": "B09VCKMHCB", "price": "$37.95", "delivery": " One-Day FREE delivery Tomorrow, Apr 24"},
  {"title": "Smart Toggle Light Switch, Single Pole & 3 Way, Dimmer, Aluminium Plate, 2.4G WiFi Dimmer Light Switch, Needs Neutral Wire, Works with Alexa/Google Home, No Hub Required, ETL and FCC Listed", "asin": "B08T1JBD9P", "price": "$27.99", "delivery": " One-Day FREE delivery Tomorrow, Apr 24"},
  {"title": "Almond Z-Wave Plus Smart Light Switch with QuickFit and SimpleWire, 3-Way Ready, Compatible with Alexa, Google Assistant, ZWave Hub Required, Repeater/Range Extender, Toggle, 24 Pack, 82686", "asin": "B0CS1FJX5R", "price": "$240.00", "delivery": " Two-Day FREE delivery Fri, Apr 25 Only 19 left in stock (more on the way)."},
  {"title": "Smart Switch Starter Kit with Bridge,Toggle/Rocker,No Wiring Needed.Multi-Platform Integration, Compatible with Apple HomeKit,Google Assistant,Alexa, SmartThings,etc", "asin": "B0CP3LV22R", "price": "$39.99", "delivery": " Two-Day FREE delivery Fri, Apr 25"},
  {"title": "Smart Light Switch, WiFi Smart Double Switch Button, Compatible with Alexa and Google Home, Remote Control with Timing Funtion, No Hub Required,Smart Life APP Provides Control from Anywhere", "asin": "B07BTBZ69B", "price": "$19.99", "delivery": " One-Day FREE delivery Tomorrow, Apr 24"},
  {"title": "Z-Wave In-Wall Smart Light Switch with QuickFit and SimpleWire, Works with Google Assistant, Alexa, & SmartThings, Z-Wave Hub Required, Smart Home, 700 Series, 58433", "asin": "B0BRDG5JJV", "price": "$49.30", "delivery": " Same-Day FREE delivery Today 5 PM - 10 PM"},
  {"title": "16A Basic Wireless Smart Switch\uff0cWi-Fi Light Switch Compatible with Alexa & Google Home & SmartThings,FCC Certified,No Hub Required Support DIY Module (2 pcs)", "asin": "B0982W56ZF", "price": "$16.99", "delivery": " One-Day FREE delivery Tomorrow, Apr 24"},
  {"title": "Switch,Smart Wi-Fi Light Switch Compatible with Alexa and Google Assistant 2.4Ghz, Single-Pole,Neutral Wire Required,UL Certified,Remote/Voice Control, No Hub Required (3 Pack)", "asin": "B0D8HRYF31", "price": "$29.99", "delivery": " Two-Day FREE delivery Fri, Apr 25"},
  {"title": "881131-W Decorator/Toggle Switch Wall Plate Combination, 2-Gang, White, Standard Size, Unbreakable Polycarbonate, Replacement Receptacle Faceplates Outlet Cover", "asin": "B01MAXM8UP", "price": "$4.99", "delivery": " Same-Day FREE delivery Today 5 PM - 10 PM on $25 of qualifying items"},
  {"title": "TP-Link Tapo Smart Plug P210M, Wi-Fi in-Wall Outlet, Matter Compatible, Energy Monitoring, 15A/1800W Max, Works with Alexa, Apple Home, Google Home, SmartThings, Voice/Remote Control, ETL Certified", "asin": "B0DLLQR3K7", "price": "$24.99", "delivery": " One-Day FREE delivery Tomorrow, Apr 24"},
  {"title": "Micro USB Smart WiFi Adaptor 5V 2-Pack, Smart Switch for Type A USB Devices, Compatible with Alexa & Google Home,APP Remote Control Switch, No Hub Required (2 Pack)", "asin": "B087LTP9KN", "price": "$16.99", "delivery": "FREE delivery Wed, Apr 30 for Prime members"},
  {"title": "Smart Light Switch H2 (2-in-1 Neutral, 2 Buttons, 2 Channels), Thread/Zigbee Protocol, Wall Switch for Smart Home, Supports Apple Home, Google, Alexa, Matter Over Thread", "asin": "B0DN1KS9MR", "price": "$49.99", "delivery": " One-Day FREE delivery Tomorrow, Apr 24"},
  {"title": "Smart Dimmer Switch 4 Pack, Smart Switch Works with Alexa and Google Home, 2.4GHz WiFi Dimmer Light Switch for LED, CFL, Incandescent Bulbs, Neutral Wire Required, Single Pole", "asin": "B07PJTLB7Z", "price": "$55.46", "delivery": " One-Day FREE delivery Tomorrow, Apr 24"},
  {"title": "UTEC Smart Dimmer Switch, Single-Pole Smart WiFi Mesh Switch for Dimmable Bulbs, Compatible with Alexa, Google Assistant and SmartThings, 2.4GHz Wi-Fi Only, FCC/ETL Certified, No Hub Required, 1 Pack", "asin": "B0DC6JD59H", "price": "$17.99", "delivery": " Two-Day FREE delivery Fri, Apr 25"},
  {"title": "Smart Double Light Switches, Matter-WiFi 2 Gang Single Pole Switch, Netural Wire Required, 2.4GHz Switch Combo Compatible with Alexa Google Assistant, Remote Control", "asin": "B0DNS7XDHH", "price": "$24.99", "delivery": " One-Day FREE delivery Tomorrow, Apr 24"},
  {"title": "ClicSmart Rocker Smart Home Lighting Automation Starter Kit for Rocker Style Wall Switches Includes One WiFi Outlet Smart Plug and One Magnetic Bluetooth Rocker Switch Controller Free ClicSmart App", "asin": "B092WXXBDX", "price": "$49.99", "delivery": " One-Day FREE delivery Tomorrow, Apr 24"},
  {"title": "10A Wireless Smart Switch, Wi-Fi Light Switch Compatible with Alexa & Google Home & SmartThings, FCC Certified, No Hub Required Support DIY Module(2 Pack)", "asin": "B0CGMWH2XV", "price": "$12.99", "delivery": " Two-Day FREE delivery Fri, Apr 25"},
  {"title": "3 Way Smart Switch 4 Pack, 2.4Ghz WiFi Smart Light Switch 3 Way Switch Works with Alexa, Google Home and SmartThings, Remote Control, FCC, Schedule, Neutral Wire Required", "asin": "B07ZSF554H", "price": "$49.99", "delivery": " One-Day FREE delivery Tomorrow, Apr 24"},
  {"title": "Wireless Wall Switch Remote Control Outlet, No Wiring Needed, 100ft RF Range, Pre-Programmed, Expandable Remote Light Switch Kit for Plug in Pendant Light, Lamp, Small Electrical Appliance", "asin": "B08R9KSP5C", "price": "$12.14", "delivery": " Same-Day FREE delivery Today 5 PM - 10 PM on $25 of qualifying items"},
  {"title": "3 Way Smart Switch, Smart Light Switch Supports Apple HomeKit, Siri, Alexa, Google Assistant & SmartThings, 2.4GHz WiFi Light Switch Neutral Wire Required, Remote Control Timer 2 Pack", "asin": "B08DV22BSY", "price": "$41.99", "delivery": " One-Day FREE delivery Tomorrow, Apr 24"},
  {"title": "WiFi Smart Wall Light Switch,Glass Panel, Multi-Control(3 Way), 2.4GHz Wi-Fi Touch Switches, Neutral Wire Required, Remote Control Smart Life/Tuya App, Work with Alexa, Google Home Black 2 Gang", "asin": "B088K85539", "price": "$24.99", "delivery": " One-Day FREE delivery Tomorrow, Apr 24"},
  {"title": "New Generation Smart Toggle Switch, Single Pole & 3 Way Light Switch 2.4G WiFi, ON/Off Style, Neutral Wire Required, Smart Life APP Remote Control, Compatible with Alexa/Google Assistant", "asin": "B0D2X8HCQD", "delivery": "Currently unavailable."},
  {"title": "Smart Dimmer Light Switch, Single Pole, Alexa Compatible, No Hub Required, White, Toggle Switch, ON-OFF-ON Operation", "asin": "B0D8L7K8PK", "price": "$16.99", "delivery": " One-Day FREE delivery Tomorrow, Apr 24"},
  {"title": "Z-Wave Plus Smart Dimmer with QuickFit & SimpleWire, 3-Way Ready, Works with Alexa, Google Assistant, ZWave Hub & Neutral Wire Required, Toggle, Almond, Smart Switch, Smart Home, 14297", "asin": "B0C6P2MNQP", "delivery": "Currently unavailable."},
  {"title": "Remote Control Outlet Plug Switch, Buckle Design & Removable Wireless Light Switch, No Wiring Needed, 300 ft, 15A/1500W, Programmable, for Household Appliances", "asin": "B0C2KF9BF4", "price": "$21.99", "delivery": " One-Day FREE delivery Tomorrow, Apr 24"},
  {"title": "Z-Wave Smart Light Switch, Smart Toggle Light Switch, QuickFit & SimpleWire, 3-Way Ready, Works with Alexa, Google Assistant, ZWave Hub Required, Repeater/Range Extender, White, 2 Pack, 54912", "asin": "B08MDDPXSF", "delivery": "Currently unavailable."},
  {"title": "Smart Switch, Matter Over Thread, Retrofit for Toggle/Rocker Switches, No Wiring Needed, Requires Thread Border Router, Works with Apple, SmartThings, Google, Home Assistant", "asin": "B0F3JD2SK3", "price": "$34.99", "delivery": "FREE delivery May 18 - Jun 4 for Prime members"},
  {"title": "Smart Plug Mini, 15A & Reliable Wi-Fi, Support Apple HomeKit, Siri, Alexa, Echo, Google Assistant and Nest Hub, App Control, Timer, No Hub Needed, 2.4G WiFi Only, 4 Pack", "asin": "B084JHJBQT", "price": "$31.99", "delivery": " One-Day FREE delivery Tomorrow, Apr 24"},
  {"title": "Mini Remote Control Outlet Plug Adapter with Remote Wall Switch, 656ft Range Wireless Remote Control for Indoor Lamps and Household Appliances, No Hub Required, 10A/1100W, White", "asin": "B08DRGJHZM", "price": "$19.99", "delivery": " One-Day FREE delivery Tomorrow, Apr 24"},
  {"title": "Matte Finish Lighted Combination Decorator Switch and Tamper-Resistant Receptacle with Screwless Wall Plate, Single Pole, Residential Grade, 15A 120V/125V, UL Listed, LCS1-1PTR-WSWP, White", "asin": "B0BHNKKYMT", "price": "$25.92", "delivery": " One-Day FREE delivery Tomorrow, Apr 24"}]
  <|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": "2025-04-23T23:07:00.678Z", // the timestamp when this action occurs.
  "action": "string", // select one plausible action from: input, click_product, purchase, or click.
  "acion_argument": "string", // select appropriate value based on action type: input_text, product_asin, clickable_name.
  }
  </answer>"
  
  <|im_end|>
  <|im_start|>assistant
  <think>
  
prompt.role: user
question: <|im_start|>system
  You are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action and action argument are enclosed within <think> </think> and <answer> </answer> tags, respectively, i.e., <think>reasoning process here</think><answer>predicted action and action argument here</answer>.
  <|im_end|>
  <|im_start|>user
  You are given a customer behavior trajectory on Amazon. This trajectory include the customer long-term information (enclosed between <|memory_start|> and <|memory_end|>), previous actions the customer has taken with timestamps (enclosed between <|action_start|> and <|action_end|>), and current observations describing what the customer sees on Amazon (e.g., a search results page, a product detail page) (enclosed between <|observation_start|> and <|observation_end|>). 
  Now your task is to predict the immediate next action and action argument (i.e., input_text, product_asin, or click_type) of this shopper by analyzing shopper shopping behaviors. The available action space and action argument space are provided between <|actionspace_start|> and <|actionspace_end|> to help guide your prediction. Please first analyze the customer's behavior patterns within the  <think> </think> section, then provide your prediction within the <answer> </answer> section, ensuring your prediction falls within the specified action and argument spaces. 
  
  <|actionspace_start|>
  Available actions are represented in JSON format. There are four primary action types with their corresponding action arguments:
  1. input:
  Action: Type text into an input field to search for a specific product. 
  Action Argument: the input_text is the specific text entered by the customer.
  {
  "timestamp": "timestamp",
  "action": "input",
  "action_argument": "input_text",
  }
  
  2. click:
  Action: Click on a UI interface button or clickable element on the Amazon website.
  Action Argument: The clickable_name is one of the UI interface buttons or clickable elements including "review", "search", "product_option", "other", "nav_bar", "quantity", "page_related", "suggested_term", "cart_side_bar", "cart_page_select", and "filter". Select one of these buttons or clickable elements as action argument.
  {
  "timestamp": "timestamp",
  "action": "click",
  "action_argument": "clickable_name",
  }
  
  3. click_product:
  Action: Click on product links or product images.
  Action Argument: the Amazon Standard Identification Number (i.e., product_asin) of the clicked product.
  {
  "timestamp": "timestamp",
  "action": "click_product",
  "action_argument": "product_asin",
  }
  
  4. purchase:
  Action: indicate intent to purchase by clicking on any purchase-related button. This includes clicking "Add to Cart", "Buy Now", "Set Subscription", or "Checkout" buttons for specific products. 
  Action Argument: the Amazon Standard Identification Number (i.e., product_asin) of the product being purchased.
  {
  "timestamp": "timestamp",
  "action": "purchase",
  "action_argument": "product_asin",
  }
  <|actionspace_end|>
  
  <|memory_start|>
  {"timestamp": "2025-04-21T17:58:06.924Z", "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"}
  {"timestamp": "2025-04-21T18:02:32.507Z", "action": "click", "action_argument": "nav_bar"}
  {"timestamp": "2025-04-21T18:02:38.132Z", "action": "click", "action_argument": "suggested_term"}
  {"timestamp": "2025-04-21T18:02:39.786Z", "action": "click", "action_argument": "search"}
  {"timestamp": "2025-04-21T18:02:41.842Z", "action": "input", "action_argument": "homekit a/c controller"}
  {"timestamp": "2025-04-21T18:02:43.720Z", "action": "click", "action_argument": "search"}
  {"timestamp": "2025-04-21T18:04:04.566Z", "action": "click_product", "action_argument": "B07MTGD3D9"}
  {"timestamp": "2025-04-21T18:05:00.486Z", "action": "click", "action_argument": "search"}
  {"timestamp": "2025-04-21T18:05:03.122Z", "action": "click", "action_argument": "search"}
  {"timestamp": "2025-04-21T18:55:02.283Z", "action": "click", "action_argument": "nav_bar"}
  {"timestamp": "2025-04-21T18:56:26.602Z", "action": "click", "action_argument": "quantity"}
  {"timestamp": "2025-04-21T18:57:52.366Z", "action": "click", "action_argument": "quantity"}
  {"timestamp": "2025-04-21T18:58:31.554Z", "action": "click", "action_argument": "quantity"}
  {"timestamp": "2025-04-21T18:58:41.125Z", "action": "click_product", "action_argument": "B07712H557"}
  {"timestamp": "2025-04-21T19:00:54.791Z", "action": "click", "action_argument": "quantity"}
  {"timestamp": "2025-04-21T20:35:05.728Z", "action": "click", "action_argument": "nav_bar"}
  {"timestamp": "2025-04-21T20:35:11.349Z", "action": "click_product", "action_argument": "B0DSJCN9RZ"}
  {"timestamp": "2025-04-21T20:38:55.874Z", "action": "click", "action_argument": "review"}
  {"timestamp": "2025-04-21T20:39:27.234Z", "action": "click", "action_argument": "other"}
  {"timestamp": "2025-04-21T20:39:35.371Z", "action": "click", "action_argument": "other"}
  {"timestamp": "2025-04-21T20:39:35.754Z", "action": "click", "action_argument": "other"}
  {"timestamp": "2025-04-21T20:39:36.196Z", "action": "click", "action_argument": "other"}
  {"timestamp": "2025-04-21T20:39:36.811Z", "action": "click", "action_argument": "other"}
  {"timestamp": "2025-04-21T20:39:37.664Z", "action": "click", "action_argument": "other"}
  {"timestamp": "2025-04-21T20:39:38.198Z", "action": "click", "action_argument": "other"}
  {"timestamp": "2025-04-21T20:39:38.904Z", "action": "click", "action_argument": "other"}
  {"timestamp": "2025-04-21T20:39:39.535Z", "action": "click", "action_argument": "other"}
  {"timestamp": "2025-04-21T20:39:40.217Z", "action": "click", "action_argument": "other"}
  {"timestamp": "2025-04-21T20:39:40.779Z", "action": "click", "action_argument": "other"}
  {"timestamp": "2025-04-21T20:39:41.716Z", "action": "click", "action_argument": "other"}
  {"timestamp": "2025-04-21T20:39:42.324Z", "action": "click", "action_argument": "other"}
  {"timestamp": "2025-04-21T20:39:45.132Z", "action": "click", "action_argument": "other"}
  {"timestamp": "2025-04-21T20:39:45.639Z", "action": "click", "action_argument": "other"}
  {"timestamp": "2025-04-21T20:39:46.464Z", "action": "click", "action_argument": "other"}
  {"timestamp": "2025-04-21T20:39:47.161Z", "action": "click", "action_argument": "other"}
  {"timestamp": "2025-04-21T20:39:49.044Z", "action": "click", "action_argument": "other"}
  {"timestamp": "2025-04-21T20:40:57.767Z", "action": "click", "action_argument": "nav_bar"}
  {"timestamp": "2025-04-21T20:41:01.273Z", "action": "click_product", "action_argument": "B0DSJCN9RZ"}
  {"timestamp": "2025-04-22T01:36:58.499Z", "action": "click", "action_argument": "nav_bar"}
  {"timestamp": "2025-04-22T01:37:04.522Z", "action": "click_product", "action_argument": "B0BXMNJDW3"}
  {"timestamp": "2025-04-22T01:38:23.915Z", "action": "click", "action_argument": "review"}
  {"timestamp": "2025-04-22T01:38:53.880Z", "action": "click", "action_argument": "other"}
  {"timestamp": "2025-04-22T01:38:54.436Z", "action": "click", "action_argument": "other"}
  {"timestamp": "2025-04-22T01:38:54.968Z", "action": "click", "action_argument": "other"}
  {"timestamp": "2025-04-22T01:38:56.153Z", "action": "click", "action_argument": "other"}
  {"timestamp": "2025-04-22T01:38:56.850Z", "action": "click", "action_argument": "other"}
  {"timestamp": "2025-04-22T01:38:57.665Z", "action": "click", "action_argument": "other"}
  {"timestamp": "2025-04-22T01:38:58.393Z", "action": "click", "action_argument": "other"}
  {"timestamp": "2025-04-22T01:38:59.412Z", "action": "click", "action_argument": "other"}
  {"timestamp": "2025-04-22T01:38:59.994Z", "action": "click", "action_argument": "other"}
  {"timestamp": "2025-04-22T01:39:02.233Z", "action": "click", "action_argument": "other"}
  {"timestamp": "2025-04-22T01:39:02.702Z", "action": "click", "action_argument": "other"}
  {"timestamp": "2025-04-22T01:39:03.523Z", "action": "click", "action_argument": "other"}
  {"timestamp": "2025-04-22T01:40:46.543Z", "action": "click", "action_argument": "cart_side_bar"}
  {"timestamp": "2025-04-22T03:10:41.189Z", "action": "input", "action_argument": "door sensor"}
  {"timestamp": "2025-04-22T03:10:41.397Z", "action": "click", "action_argument": "search"}
  {"timestamp": "2025-04-22T03:11:17.198Z", "action": "input", "action_argument": "door sensor "}
  {"timestamp": "2025-04-22T03:11:17.331Z", "action": "click", "action_argument": "suggested_term"}
  {"timestamp": "2025-04-22T03:11:24.165Z", "action": "click", "action_argument": "quantity"}
  {"timestamp": "2025-04-22T03:13:13.366Z", "action": "click", "action_argument": "suggested_term"}
  {"timestamp": "2025-04-22T03:13:22.498Z", "action": "click_product", "action_argument": "B0BTL8B72D"}
  {"timestamp": "2025-04-22T03:14:24.273Z", "action": "click", "action_argument": "page_related"}
  {"timestamp": "2025-04-22T03:16:37.528Z", "action": "click", "action_argument": "other"}
  {"timestamp": "2025-04-23T01:36:58.851Z", "action": "click", "action_argument": "nav_bar"}
  {"timestamp": "2025-04-23T01:37:03.745Z", "action": "click_product", "action_argument": "B0CHM81YY4"}
  {"timestamp": "2025-04-23T01:37:23.704Z", "action": "click", "action_argument": "review"}
  {"timestamp": "2025-04-23T01:47:33.005Z", "action": "click", "action_argument": "quantity"}
  {"timestamp": "2025-04-23T01:47:44.999Z", "action": "click", "action_argument": "cart_side_bar"}
  {"timestamp": "2025-04-23T03:35:53.698Z", "action": "click", "action_argument": "quantity"}
  {"timestamp": "2025-04-23T03:36:10.873Z", "action": "click", "action_argument": "quantity"}
  {"timestamp": "2025-04-23T03:36:47.893Z", "action": "click_product", "action_argument": "B0DHRXZ2CK"}
  {"timestamp": "2025-04-23T03:37:01.859Z", "action": "click", "action_argument": "review"}
  {"timestamp": "2025-04-23T03:37:36.265Z", "action": "click", "action_argument": "review"}
  {"timestamp": "2025-04-23T03:37:40.974Z", "action": "click", "action_argument": "review"}
  {"timestamp": "2025-04-23T03:37:41.979Z", "action": "click", "action_argument": "review"}
  {"timestamp": "2025-04-23T03:37:46.239Z", "action": "click", "action_argument": "review"}
  {"timestamp": "2025-04-23T03:37:47.019Z", "action": "click", "action_argument": "review"}
  {"timestamp": "2025-04-23T03:37:50.266Z", "action": "click", "action_argument": "review"}
  {"timestamp": "2025-04-23T03:37:59.894Z", "action": "click", "action_argument": "other"}
  {"timestamp": "2025-04-23T03:38:05.849Z", "action": "click", "action_argument": "other"}
  {"timestamp": "2025-04-23T03:38:07.200Z", "action": "click", "action_argument": "other"}
  {"timestamp": "2025-04-23T03:38:11.375Z", "action": "click", "action_argument": "other"}
  {"timestamp": "2025-04-23T03:38:12.707Z", "action": "click", "action_argument": "other"}
  <|memory_end|>
  
  <|action_start|>
  {"timestamp": "2025-04-23T22:47:20.959Z", "action": "click", "action_argument": "search"}
  {"timestamp": "2025-04-23T22:47:27.917Z", "action": "click", "action_argument": "search"}
  {"timestamp": "2025-04-23T22:47:33.823Z", "action": "click", "action_argument": "search"}
  {"timestamp": "2025-04-23T22:47:51.127Z", "action": "click", "action_argument": "search"}
  {"timestamp": "2025-04-23T22:48:06.939Z", "action": "click_product", "action_argument": "B0CXK2599F"}
  {"timestamp": "2025-04-23T22:48:26.784Z", "action": "click", "action_argument": "other"}
  {"timestamp": "2025-04-23T22:49:27.337Z", "action": "input", "action_argument": "smart light"}
  {"timestamp": "2025-04-23T22:49:27.427Z", "action": "click", "action_argument": "suggested_term"}
  {"timestamp": "2025-04-23T22:49:54.170Z", "action": "click_product", "action_argument": "B07QWB3J8W"}
  {"timestamp": "2025-04-23T22:50:34.235Z", "action": "click", "action_argument": "page_related"}
  {"timestamp": "2025-04-23T22:50:36.963Z", "action": "click", "action_argument": "page_related"}
  {"timestamp": "2025-04-23T22:53:02.376Z", "action": "click", "action_argument": "product_option"}
  {"timestamp": "2025-04-23T22:53:06.696Z", "action": "click", "action_argument": "product_option"}
  {"timestamp": "2025-04-23T22:53:12.485Z", "action": "click", "action_argument": "product_option"}
  {"timestamp": "2025-04-23T22:53:17.122Z", "action": "click", "action_argument": "product_option"}
  {"timestamp": "2025-04-23T22:53:22.185Z", "action": "click", "action_argument": "product_option"}
  {"timestamp": "2025-04-23T23:00:03.825Z", "action": "input", "action_argument": "smart switch"}
  {"timestamp": "2025-04-23T23:00:04.039Z", "action": "click", "action_argument": "search"}
  {"timestamp": "2025-04-23T23:01:17.810Z", "action": "input", "action_argument": "smart switch third "}
  {"timestamp": "2025-04-23T23:01:17.926Z", "action": "click", "action_argument": "suggested_term"}
  {"timestamp": "2025-04-23T23:01:27.806Z", "action": "click_product", "action_argument": "B0CR9ZSV5L"}
  {"timestamp": "2025-04-23T23:01:34.476Z", "action": "click", "action_argument": "other"}
  {"timestamp": "2025-04-23T23:04:30.285Z", "action": "click_product", "action_argument": "B0CR9ZSV5L"}
  {"timestamp": "2025-04-23T23:04:57.801Z", "action": "click", "action_argument": "review"}
  {"timestamp": "2025-04-23T23:05:14.817Z", "action": "click", "action_argument": "product_option"}
  {"timestamp": "2025-04-23T23:05:16.622Z", "action": "click", "action_argument": "product_option"}
  {"timestamp": "2025-04-23T23:06:28.129Z", "action": "input", "action_argument": "Smart Switch,Toggle"}
  {"timestamp": "2025-04-23T23:06:28.236Z", "action": "click", "action_argument": "search"}
  <|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": "Smart Switch,Toggle"}],
  "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"},
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  <|observation_end|>
  
  # Output Format
  Please provide your final answer in JSON format within <answer></answer> tags using the following schema (Note that the thinking process should be within 250 words and give enough output space for final answer):
  "<answer>
  {
  "timestamp": "2025-04-23T23:07:00.678Z", // the timestamp when this action occurs.
  "action": "string", // select one plausible action from: input, click_product, purchase, or click.
  "acion_argument": "string", // select appropriate value based on action type: input_text, product_asin, clickable_name.
  }
  </answer>"
  
  <|im_end|>
  <|im_start|>assistant
  <think>
  
extra_info.question: <|im_start|>system
  You are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action and action argument are enclosed within <think> </think> and <answer> </answer> tags, respectively, i.e., <think>reasoning process here</think><answer>predicted action and action argument here</answer>.
  <|im_end|>
  <|im_start|>user
  You are given a customer behavior trajectory on Amazon. This trajectory include the customer long-term information (enclosed between <|memory_start|> and <|memory_end|>), previous actions the customer has taken with timestamps (enclosed between <|action_start|> and <|action_end|>), and current observations describing what the customer sees on Amazon (e.g., a search results page, a product detail page) (enclosed between <|observation_start|> and <|observation_end|>). 
  Now your task is to predict the immediate next action and action argument (i.e., input_text, product_asin, or click_type) of this shopper by analyzing shopper shopping behaviors. The available action space and action argument space are provided between <|actionspace_start|> and <|actionspace_end|> to help guide your prediction. Please first analyze the customer's behavior patterns within the  <think> </think> section, then provide your prediction within the <answer> </answer> section, ensuring your prediction falls within the specified action and argument spaces. 
  
  <|actionspace_start|>
  Available actions are represented in JSON format. There are four primary action types with their corresponding action arguments:
  1. input:
  Action: Type text into an input field to search for a specific product. 
  Action Argument: the input_text is the specific text entered by the customer.
  {
  "timestamp": "timestamp",
  "action": "input",
  "action_argument": "input_text",
  }
  
  2. click:
  Action: Click on a UI interface button or clickable element on the Amazon website.
  Action Argument: The clickable_name is one of the UI interface buttons or clickable elements including "review", "search", "product_option", "other", "nav_bar", "quantity", "page_related", "suggested_term", "cart_side_bar", "cart_page_select", and "filter". Select one of these buttons or clickable elements as action argument.
  {
  "timestamp": "timestamp",
  "action": "click",
  "action_argument": "clickable_name",
  }
  
  3. click_product:
  Action: Click on product links or product images.
  Action Argument: the Amazon Standard Identification Number (i.e., product_asin) of the clicked product.
  {
  "timestamp": "timestamp",
  "action": "click_product",
  "action_argument": "product_asin",
  }
  
  4. purchase:
  Action: indicate intent to purchase by clicking on any purchase-related button. This includes clicking "Add to Cart", "Buy Now", "Set Subscription", or "Checkout" buttons for specific products. 
  Action Argument: the Amazon Standard Identification Number (i.e., product_asin) of the product being purchased.
  {
  "timestamp": "timestamp",
  "action": "purchase",
  "action_argument": "product_asin",
  }
  <|actionspace_end|>
  
  <|memory_start|>
  {"timestamp": "2025-04-21T17:58:06.924Z", "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"}
  {"timestamp": "2025-04-21T18:02:32.507Z", "action": "click", "action_argument": "nav_bar"}
  {"timestamp": "2025-04-21T18:02:38.132Z", "action": "click", "action_argument": "suggested_term"}
  {"timestamp": "2025-04-21T18:02:39.786Z", "action": "click", "action_argument": "search"}
  {"timestamp": "2025-04-21T18:02:41.842Z", "action": "input", "action_argument": "homekit a/c controller"}
  {"timestamp": "2025-04-21T18:02:43.720Z", "action": "click", "action_argument": "search"}
  {"timestamp": "2025-04-21T18:04:04.566Z", "action": "click_product", "action_argument": "B07MTGD3D9"}
  {"timestamp": "2025-04-21T18:05:00.486Z", "action": "click", "action_argument": "search"}
  {"timestamp": "2025-04-21T18:05:03.122Z", "action": "click", "action_argument": "search"}
  {"timestamp": "2025-04-21T18:55:02.283Z", "action": "click", "action_argument": "nav_bar"}
  {"timestamp": "2025-04-21T18:56:26.602Z", "action": "click", "action_argument": "quantity"}
  {"timestamp": "2025-04-21T18:57:52.366Z", "action": "click", "action_argument": "quantity"}
  {"timestamp": "2025-04-21T18:58:31.554Z", "action": "click", "action_argument": "quantity"}
  {"timestamp": "2025-04-21T18:58:41.125Z", "action": "click_product", "action_argument": "B07712H557"}
  {"timestamp": "2025-04-21T19:00:54.791Z", "action": "click", "action_argument": "quantity"}
  {"timestamp": "2025-04-21T20:35:05.728Z", "action": "click", "action_argument": "nav_bar"}
  {"timestamp": "2025-04-21T20:35:11.349Z", "action": "click_product", "action_argument": "B0DSJCN9RZ"}
  {"timestamp": "2025-04-21T20:38:55.874Z", "action": "click", "action_argument": "review"}
  {"timestamp": "2025-04-21T20:39:27.234Z", "action": "click", "action_argument": "other"}
  {"timestamp": "2025-04-21T20:39:35.371Z", "action": "click", "action_argument": "other"}
  {"timestamp": "2025-04-21T20:39:35.754Z", "action": "click", "action_argument": "other"}
  {"timestamp": "2025-04-21T20:39:36.196Z", "action": "click", "action_argument": "other"}
  {"timestamp": "2025-04-21T20:39:36.811Z", "action": "click", "action_argument": "other"}
  {"timestamp": "2025-04-21T20:39:37.664Z", "action": "click", "action_argument": "other"}
  {"timestamp": "2025-04-21T20:39:38.198Z", "action": "click", "action_argument": "other"}
  {"timestamp": "2025-04-21T20:39:38.904Z", "action": "click", "action_argument": "other"}
  {"timestamp": "2025-04-21T20:39:39.535Z", "action": "click", "action_argument": "other"}
  {"timestamp": "2025-04-21T20:39:40.217Z", "action": "click", "action_argument": "other"}
  {"timestamp": "2025-04-21T20:39:40.779Z", "action": "click", "action_argument": "other"}
  {"timestamp": "2025-04-21T20:39:41.716Z", "action": "click", "action_argument": "other"}
  {"timestamp": "2025-04-21T20:39:42.324Z", "action": "click", "action_argument": "other"}
  {"timestamp": "2025-04-21T20:39:45.132Z", "action": "click", "action_argument": "other"}
  {"timestamp": "2025-04-21T20:39:45.639Z", "action": "click", "action_argument": "other"}
  {"timestamp": "2025-04-21T20:39:46.464Z", "action": "click", "action_argument": "other"}
  {"timestamp": "2025-04-21T20:39:47.161Z", "action": "click", "action_argument": "other"}
  {"timestamp": "2025-04-21T20:39:49.044Z", "action": "click", "action_argument": "other"}
  {"timestamp": "2025-04-21T20:40:57.767Z", "action": "click", "action_argument": "nav_bar"}
  {"timestamp": "2025-04-21T20:41:01.273Z", "action": "click_product", "action_argument": "B0DSJCN9RZ"}
  {"timestamp": "2025-04-22T01:36:58.499Z", "action": "click", "action_argument": "nav_bar"}
  {"timestamp": "2025-04-22T01:37:04.522Z", "action": "click_product", "action_argument": "B0BXMNJDW3"}
  {"timestamp": "2025-04-22T01:38:23.915Z", "action": "click", "action_argument": "review"}
  {"timestamp": "2025-04-22T01:38:53.880Z", "action": "click", "action_argument": "other"}
  {"timestamp": "2025-04-22T01:38:54.436Z", "action": "click", "action_argument": "other"}
  {"timestamp": "2025-04-22T01:38:54.968Z", "action": "click", "action_argument": "other"}
  {"timestamp": "2025-04-22T01:38:56.153Z", "action": "click", "action_argument": "other"}
  {"timestamp": "2025-04-22T01:38:56.850Z", "action": "click", "action_argument": "other"}
  {"timestamp": "2025-04-22T01:38:57.665Z", "action": "click", "action_argument": "other"}
  {"timestamp": "2025-04-22T01:38:58.393Z", "action": "click", "action_argument": "other"}
  {"timestamp": "2025-04-22T01:38:59.412Z", "action": "click", "action_argument": "other"}
  {"timestamp": "2025-04-22T01:38:59.994Z", "action": "click", "action_argument": "other"}
  {"timestamp": "2025-04-22T01:39:02.233Z", "action": "click", "action_argument": "other"}
  {"timestamp": "2025-04-22T01:39:02.702Z", "action": "click", "action_argument": "other"}
  {"timestamp": "2025-04-22T01:39:03.523Z", "action": "click", "action_argument": "other"}
  {"timestamp": "2025-04-22T01:40:46.543Z", "action": "click", "action_argument": "cart_side_bar"}
  {"timestamp": "2025-04-22T03:10:41.189Z", "action": "input", "action_argument": "door sensor"}
  {"timestamp": "2025-04-22T03:10:41.397Z", "action": "click", "action_argument": "search"}
  {"timestamp": "2025-04-22T03:11:17.198Z", "action": "input", "action_argument": "door sensor "}
  {"timestamp": "2025-04-22T03:11:17.331Z", "action": "click", "action_argument": "suggested_term"}
  {"timestamp": "2025-04-22T03:11:24.165Z", "action": "click", "action_argument": "quantity"}
  {"timestamp": "2025-04-22T03:13:13.366Z", "action": "click", "action_argument": "suggested_term"}
  {"timestamp": "2025-04-22T03:13:22.498Z", "action": "click_product", "action_argument": "B0BTL8B72D"}
  {"timestamp": "2025-04-22T03:14:24.273Z", "action": "click", "action_argument": "page_related"}
  {"timestamp": "2025-04-22T03:16:37.528Z", "action": "click", "action_argument": "other"}
  {"timestamp": "2025-04-23T01:36:58.851Z", "action": "click", "action_argument": "nav_bar"}
  {"timestamp": "2025-04-23T01:37:03.745Z", "action": "click_product", "action_argument": "B0CHM81YY4"}
  {"timestamp": "2025-04-23T01:37:23.704Z", "action": "click", "action_argument": "review"}
  {"timestamp": "2025-04-23T01:47:33.005Z", "action": "click", "action_argument": "quantity"}
  {"timestamp": "2025-04-23T01:47:44.999Z", "action": "click", "action_argument": "cart_side_bar"}
  {"timestamp": "2025-04-23T03:35:53.698Z", "action": "click", "action_argument": "quantity"}
  {"timestamp": "2025-04-23T03:36:10.873Z", "action": "click", "action_argument": "quantity"}
  {"timestamp": "2025-04-23T03:36:47.893Z", "action": "click_product", "action_argument": "B0DHRXZ2CK"}
  {"timestamp": "2025-04-23T03:37:01.859Z", "action": "click", "action_argument": "review"}
  {"timestamp": "2025-04-23T03:37:36.265Z", "action": "click", "action_argument": "review"}
  {"timestamp": "2025-04-23T03:37:40.974Z", "action": "click", "action_argument": "review"}
  {"timestamp": "2025-04-23T03:37:41.979Z", "action": "click", "action_argument": "review"}
  {"timestamp": "2025-04-23T03:37:46.239Z", "action": "click", "action_argument": "review"}
  {"timestamp": "2025-04-23T03:37:47.019Z", "action": "click", "action_argument": "review"}
  {"timestamp": "2025-04-23T03:37:50.266Z", "action": "click", "action_argument": "review"}
  {"timestamp": "2025-04-23T03:37:59.894Z", "action": "click", "action_argument": "other"}
  {"timestamp": "2025-04-23T03:38:05.849Z", "action": "click", "action_argument": "other"}
  {"timestamp": "2025-04-23T03:38:07.200Z", "action": "click", "action_argument": "other"}
  {"timestamp": "2025-04-23T03:38:11.375Z", "action": "click", "action_argument": "other"}
  {"timestamp": "2025-04-23T03:38:12.707Z", "action": "click", "action_argument": "other"}
  <|memory_end|>
  
  <|action_start|>
  {"timestamp": "2025-04-23T22:47:20.959Z", "action": "click", "action_argument": "search"}
  {"timestamp": "2025-04-23T22:47:27.917Z", "action": "click", "action_argument": "search"}
  {"timestamp": "2025-04-23T22:47:33.823Z", "action": "click", "action_argument": "search"}
  {"timestamp": "2025-04-23T22:47:51.127Z", "action": "click", "action_argument": "search"}
  {"timestamp": "2025-04-23T22:48:06.939Z", "action": "click_product", "action_argument": "B0CXK2599F"}
  {"timestamp": "2025-04-23T22:48:26.784Z", "action": "click", "action_argument": "other"}
  {"timestamp": "2025-04-23T22:49:27.337Z", "action": "input", "action_argument": "smart light"}
  {"timestamp": "2025-04-23T22:49:27.427Z", "action": "click", "action_argument": "suggested_term"}
  {"timestamp": "2025-04-23T22:49:54.170Z", "action": "click_product", "action_argument": "B07QWB3J8W"}
  {"timestamp": "2025-04-23T22:50:34.235Z", "action": "click", "action_argument": "page_related"}
  {"timestamp": "2025-04-23T22:50:36.963Z", "action": "click", "action_argument": "page_related"}
  {"timestamp": "2025-04-23T22:53:02.376Z", "action": "click", "action_argument": "product_option"}
  {"timestamp": "2025-04-23T22:53:06.696Z", "action": "click", "action_argument": "product_option"}
  {"timestamp": "2025-04-23T22:53:12.485Z", "action": "click", "action_argument": "product_option"}
  {"timestamp": "2025-04-23T22:53:17.122Z", "action": "click", "action_argument": "product_option"}
  {"timestamp": "2025-04-23T22:53:22.185Z", "action": "click", "action_argument": "product_option"}
  {"timestamp": "2025-04-23T23:00:03.825Z", "action": "input", "action_argument": "smart switch"}
  {"timestamp": "2025-04-23T23:00:04.039Z", "action": "click", "action_argument": "search"}
  {"timestamp": "2025-04-23T23:01:17.810Z", "action": "input", "action_argument": "smart switch third "}
  {"timestamp": "2025-04-23T23:01:17.926Z", "action": "click", "action_argument": "suggested_term"}
  {"timestamp": "2025-04-23T23:01:27.806Z", "action": "click_product", "action_argument": "B0CR9ZSV5L"}
  {"timestamp": "2025-04-23T23:01:34.476Z", "action": "click", "action_argument": "other"}
  {"timestamp": "2025-04-23T23:04:30.285Z", "action": "click_product", "action_argument": "B0CR9ZSV5L"}
  {"timestamp": "2025-04-23T23:04:57.801Z", "action": "click", "action_argument": "review"}
  {"timestamp": "2025-04-23T23:05:14.817Z", "action": "click", "action_argument": "product_option"}
  {"timestamp": "2025-04-23T23:05:16.622Z", "action": "click", "action_argument": "product_option"}
  {"timestamp": "2025-04-23T23:06:28.129Z", "action": "input", "action_argument": "Smart Switch,Toggle"}
  {"timestamp": "2025-04-23T23:06:28.236Z", "action": "click", "action_argument": "search"}
  <|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": "Smart Switch,Toggle"}],
  "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": "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 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": "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": "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": "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": "$323.81", "quantity": "1"},
  {"title": "SAMSUNG 990 PRO Series - 2TB PCIe Gen4. X4 NVMe 2.0c - M.2 Internal SSD (MZ-V9P2T0B/AM)", "asin": "B0BHJJ9Y77", "price": "$169.99", "quantity": "1"},
  {"title": "ThxToms ESD Anti Static Gloves, High Resistance Carbon Fiber Computer Gloves, Large 1 Pair", "asin": "B01DP6RQYI", "price": "$6.99", "quantity": "1"},
  {"title": "STREBITO Electronics Precision Screwdriver Sets 142-Piece with 120 Bits Magnetic Repair Tool Kit for iPhone, MacBook, Computer, Laptop, PC, Tablet, PS4, Xbox, Nintendo, Game Console", "asin": "B08SGM6F79", "price": "$23.79", "quantity": "1"},
  {"title": "Noctua 360mm AIO Upgrade Bundle (3X NF-A12x25 PWM chromax.Black.swap 120mm Fans Plus 1x NT-H2 Thermal Paste)", "asin": "B09J91SVLF", "price": "$106.95"}],
  "promotion_items": [{"title": "Philips Hue Wall Tap Dial Light Switch, Portable, White - 1 Pack - Requires Hue Lights and Hue Bridge - Smart Home - Easy, No-Wire Installation", "asin": "B0B6LLKHTM", "price": "$49.99", "quantity": ""},
  {"title": "Bryant Electric USBB102W 15 Amp 125V Decorator USB Switch Combination Charger, White", "asin": "B012D9N4U8", "price": "$29.26", "quantity": ""},
  {"title": "Lutron Caseta 3 Way Smart Dimmer Switch Kit, w/ Wireless 3 way Pico Remote and Bracket, Light Switch for LED Lights, No Neutral Required, P-PKG1WB-WH", "asin": "B07HM6L48C", "price": "$79.26", "quantity": ""},
  {"title": "Lutron Caseta Orginal Smart Switch Kit, 2 Smart Light Switches, Pico Remote, Wall Plate Adaptor, & Smart Hub, Works with Alexa, Apple Home, Google Home, 3 Way, 5 Amp, Neutral Required, P-BDG-PKG2WS-WH", "asin": "B089QXQCT1", "price": "$159.95", "quantity": ""},
  {"title": "LIDER Matte Finish Lighted Combination Decorator Switch and Tamper-Resistant Receptacle with Screwless Wall Plate, Single Pole, Residential Grade, 15A 120V/125V, UL Listed, LCS1-1PTR-WSWP, White", "asin": "B0BHNKKYMT", "price": "$25.92", "quantity": ""},
  {"title": "Philips Hue Wall Tap Dial Light Switch, Portable, White - 1 Pack - Requires Hue Lights and Hue Bridge - Smart Home - Easy, No-Wire Installation", "asin": "B0B6LLKHTM", "price": "$49.99", "quantity": ""},
  {"title": "Bryant Electric USBB102W 15 Amp 125V Decorator USB Switch Combination Charger, White", "asin": "B012D9N4U8", "price": "$29.26", "quantity": ""},
  {"title": "Lutron Caseta 3 Way Smart Dimmer Switch Kit, w/ Wireless 3 way Pico Remote and Bracket, Light Switch for LED Lights, No Neutral Required, P-PKG1WB-WH", "asin": "B07HM6L48C", "price": "$79.26", "quantity": ""},
  {"title": "LIDER Minimalist Design Matte Finish Lighted Decorator Switch with Screwless Wall Plate, Frameless Paddle Light Switch with Locator Light, Single Pole, Grounding Screw, 15A 125V, UL Listed, Gold", "asin": "B0BHNZRL9X", "price": "$19.94", "quantity": ""},
  {"title": "Lutron Caseta Orginal Smart Switch Kit, 2 Smart Light Switches, Pico Remote, Wall Plate Adaptor, & Smart Hub, Works with Alexa, Apple Home, Google Home, 3 Way, 5 Amp, Neutral Required, P-BDG-PKG2WS-WH", "asin": "B089QXQCT1", "price": "$159.95", "quantity": ""}],
  "ads": [{"title": "TREATLIFE 3 Way Smart Light Switch 4 Pack, 2.4GHz Wi-Fi Smart Switch Works with Alexa and Google Home, Neutral Wire Required, Remote Control, FCC Certified, No Hub Required", "asin": "B07V3XB1QG"},
  {"title": "TREATLIFE 3 Way Smart Switch 4 Pack, 2.4Ghz WiFi Smart Light Switch 3 Way Switch Works with Alexa, Google Home and SmartThings, Remote Control, FCC, Schedule, Neutral Wire Required", "asin": "B07ZSF554H"},
  {"title": "TREATLIFE 3-Way Smart Light Switch, 2.4GHz WiFi Smart Switch Compatible with Alexa, Google Home & SmartThings, Remote Control, Scheduling, Neutral Wire Required, 1 Pack", "asin": "B07ZSQ8R85"}],
  "search_results": [{"title": "Legrand Radiant\u00ae Wi-Fi Matter Smart Plug Matter Hub Required 15A, Easy Setup, Enhanced Compatibility with Apple HomeKit, Google Home, Alexa & SmartThings, Easy Wi-Fi Connectivity w/Matter (1 Pack)", "asin": "B0CLVSV67L", "price": "$14.99", "delivery": " One-Day FREE delivery Tomorrow, Apr 24"},
  {"title": "USBB102W 15 Amp 125V Decorator USB Switch Combination Charger, White", "asin": "B012D9N4U8", "price": "$29.26", "delivery": " One-Day FREE delivery Tomorrow, Apr 24"},
  {"title": "Smart Plug, WiFi Plugs Work with Alexa & Google Assistant, Smart Outlet with Timer & Group Controller, WiFi Outlet for Home, No Hub Required, ETL & FCC Certified, 2.4G WiFi Only, 4 Pack", "asin": "B08731J1L4", "price": "$26.99", "delivery": " Same-Day FREE delivery Today 5 PM - 10 PM"},
  {"title": "700 Series Z-Wave Plus On/Off Toggle Switch ZEN73, White | Direct 3-Way (No Add-On Switch Needed) | Z-Wave Hub Required", "asin": "B09VCKMHCB", "price": "$37.95", "delivery": " One-Day FREE delivery Tomorrow, Apr 24"},
  {"title": "Smart Toggle Light Switch, Single Pole & 3 Way, Dimmer, Aluminium Plate, 2.4G WiFi Dimmer Light Switch, Needs Neutral Wire, Works with Alexa/Google Home, No Hub Required, ETL and FCC Listed", "asin": "B08T1JBD9P", "price": "$27.99", "delivery": " One-Day FREE delivery Tomorrow, Apr 24"},
  {"title": "Almond Z-Wave Plus Smart Light Switch with QuickFit and SimpleWire, 3-Way Ready, Compatible with Alexa, Google Assistant, ZWave Hub Required, Repeater/Range Extender, Toggle, 24 Pack, 82686", "asin": "B0CS1FJX5R", "price": "$240.00", "delivery": " Two-Day FREE delivery Fri, Apr 25 Only 19 left in stock (more on the way)."},
  {"title": "Smart Switch Starter Kit with Bridge,Toggle/Rocker,No Wiring Needed.Multi-Platform Integration, Compatible with Apple HomeKit,Google Assistant,Alexa, SmartThings,etc", "asin": "B0CP3LV22R", "price": "$39.99", "delivery": " Two-Day FREE delivery Fri, Apr 25"},
  {"title": "Smart Light Switch, WiFi Smart Double Switch Button, Compatible with Alexa and Google Home, Remote Control with Timing Funtion, No Hub Required,Smart Life APP Provides Control from Anywhere", "asin": "B07BTBZ69B", "price": "$19.99", "delivery": " One-Day FREE delivery Tomorrow, Apr 24"},
  {"title": "Z-Wave In-Wall Smart Light Switch with QuickFit and SimpleWire, Works with Google Assistant, Alexa, & SmartThings, Z-Wave Hub Required, Smart Home, 700 Series, 58433", "asin": "B0BRDG5JJV", "price": "$49.30", "delivery": " Same-Day FREE delivery Today 5 PM - 10 PM"},
  {"title": "16A Basic Wireless Smart Switch\uff0cWi-Fi Light Switch Compatible with Alexa & Google Home & SmartThings,FCC Certified,No Hub Required Support DIY Module (2 pcs)", "asin": "B0982W56ZF", "price": "$16.99", "delivery": " One-Day FREE delivery Tomorrow, Apr 24"},
  {"title": "Switch,Smart Wi-Fi Light Switch Compatible with Alexa and Google Assistant 2.4Ghz, Single-Pole,Neutral Wire Required,UL Certified,Remote/Voice Control, No Hub Required (3 Pack)", "asin": "B0D8HRYF31", "price": "$29.99", "delivery": " Two-Day FREE delivery Fri, Apr 25"},
  {"title": "881131-W Decorator/Toggle Switch Wall Plate Combination, 2-Gang, White, Standard Size, Unbreakable Polycarbonate, Replacement Receptacle Faceplates Outlet Cover", "asin": "B01MAXM8UP", "price": "$4.99", "delivery": " Same-Day FREE delivery Today 5 PM - 10 PM on $25 of qualifying items"},
  {"title": "TP-Link Tapo Smart Plug P210M, Wi-Fi in-Wall Outlet, Matter Compatible, Energy Monitoring, 15A/1800W Max, Works with Alexa, Apple Home, Google Home, SmartThings, Voice/Remote Control, ETL Certified", "asin": "B0DLLQR3K7", "price": "$24.99", "delivery": " One-Day FREE delivery Tomorrow, Apr 24"},
  {"title": "Micro USB Smart WiFi Adaptor 5V 2-Pack, Smart Switch for Type A USB Devices, Compatible with Alexa & Google Home,APP Remote Control Switch, No Hub Required (2 Pack)", "asin": "B087LTP9KN", "price": "$16.99", "delivery": "FREE delivery Wed, Apr 30 for Prime members"},
  {"title": "Smart Light Switch H2 (2-in-1 Neutral, 2 Buttons, 2 Channels), Thread/Zigbee Protocol, Wall Switch for Smart Home, Supports Apple Home, Google, Alexa, Matter Over Thread", "asin": "B0DN1KS9MR", "price": "$49.99", "delivery": " One-Day FREE delivery Tomorrow, Apr 24"},
  {"title": "Smart Dimmer Switch 4 Pack, Smart Switch Works with Alexa and Google Home, 2.4GHz WiFi Dimmer Light Switch for LED, CFL, Incandescent Bulbs, Neutral Wire Required, Single Pole", "asin": "B07PJTLB7Z", "price": "$55.46", "delivery": " One-Day FREE delivery Tomorrow, Apr 24"},
  {"title": "UTEC Smart Dimmer Switch, Single-Pole Smart WiFi Mesh Switch for Dimmable Bulbs, Compatible with Alexa, Google Assistant and SmartThings, 2.4GHz Wi-Fi Only, FCC/ETL Certified, No Hub Required, 1 Pack", "asin": "B0DC6JD59H", "price": "$17.99", "delivery": " Two-Day FREE delivery Fri, Apr 25"},
  {"title": "Smart Double Light Switches, Matter-WiFi 2 Gang Single Pole Switch, Netural Wire Required, 2.4GHz Switch Combo Compatible with Alexa Google Assistant, Remote Control", "asin": "B0DNS7XDHH", "price": "$24.99", "delivery": " One-Day FREE delivery Tomorrow, Apr 24"},
  {"title": "ClicSmart Rocker Smart Home Lighting Automation Starter Kit for Rocker Style Wall Switches Includes One WiFi Outlet Smart Plug and One Magnetic Bluetooth Rocker Switch Controller Free ClicSmart App", "asin": "B092WXXBDX", "price": "$49.99", "delivery": " One-Day FREE delivery Tomorrow, Apr 24"},
  {"title": "10A Wireless Smart Switch, Wi-Fi Light Switch Compatible with Alexa & Google Home & SmartThings, FCC Certified, No Hub Required Support DIY Module(2 Pack)", "asin": "B0CGMWH2XV", "price": "$12.99", "delivery": " Two-Day FREE delivery Fri, Apr 25"},
  {"title": "3 Way Smart Switch 4 Pack, 2.4Ghz WiFi Smart Light Switch 3 Way Switch Works with Alexa, Google Home and SmartThings, Remote Control, FCC, Schedule, Neutral Wire Required", "asin": "B07ZSF554H", "price": "$49.99", "delivery": " One-Day FREE delivery Tomorrow, Apr 24"},
  {"title": "Wireless Wall Switch Remote Control Outlet, No Wiring Needed, 100ft RF Range, Pre-Programmed, Expandable Remote Light Switch Kit for Plug in Pendant Light, Lamp, Small Electrical Appliance", "asin": "B08R9KSP5C", "price": "$12.14", "delivery": " Same-Day FREE delivery Today 5 PM - 10 PM on $25 of qualifying items"},
  {"title": "3 Way Smart Switch, Smart Light Switch Supports Apple HomeKit, Siri, Alexa, Google Assistant & SmartThings, 2.4GHz WiFi Light Switch Neutral Wire Required, Remote Control Timer 2 Pack", "asin": "B08DV22BSY", "price": "$41.99", "delivery": " One-Day FREE delivery Tomorrow, Apr 24"},
  {"title": "WiFi Smart Wall Light Switch,Glass Panel, Multi-Control(3 Way), 2.4GHz Wi-Fi Touch Switches, Neutral Wire Required, Remote Control Smart Life/Tuya App, Work with Alexa, Google Home Black 2 Gang", "asin": "B088K85539", "price": "$24.99", "delivery": " One-Day FREE delivery Tomorrow, Apr 24"},
  {"title": "New Generation Smart Toggle Switch, Single Pole & 3 Way Light Switch 2.4G WiFi, ON/Off Style, Neutral Wire Required, Smart Life APP Remote Control, Compatible with Alexa/Google Assistant", "asin": "B0D2X8HCQD", "delivery": "Currently unavailable."},
  {"title": "Smart Dimmer Light Switch, Single Pole, Alexa Compatible, No Hub Required, White, Toggle Switch, ON-OFF-ON Operation", "asin": "B0D8L7K8PK", "price": "$16.99", "delivery": " One-Day FREE delivery Tomorrow, Apr 24"},
  {"title": "Z-Wave Plus Smart Dimmer with QuickFit & SimpleWire, 3-Way Ready, Works with Alexa, Google Assistant, ZWave Hub & Neutral Wire Required, Toggle, Almond, Smart Switch, Smart Home, 14297", "asin": "B0C6P2MNQP", "delivery": "Currently unavailable."},
  {"title": "Remote Control Outlet Plug Switch, Buckle Design & Removable Wireless Light Switch, No Wiring Needed, 300 ft, 15A/1500W, Programmable, for Household Appliances", "asin": "B0C2KF9BF4", "price": "$21.99", "delivery": " One-Day FREE delivery Tomorrow, Apr 24"},
  {"title": "Z-Wave Smart Light Switch, Smart Toggle Light Switch, QuickFit & SimpleWire, 3-Way Ready, Works with Alexa, Google Assistant, ZWave Hub Required, Repeater/Range Extender, White, 2 Pack, 54912", "asin": "B08MDDPXSF", "delivery": "Currently unavailable."},
  {"title": "Smart Switch, Matter Over Thread, Retrofit for Toggle/Rocker Switches, No Wiring Needed, Requires Thread Border Router, Works with Apple, SmartThings, Google, Home Assistant", "asin": "B0F3JD2SK3", "price": "$34.99", "delivery": "FREE delivery May 18 - Jun 4 for Prime members"},
  {"title": "Smart Plug Mini, 15A & Reliable Wi-Fi, Support Apple HomeKit, Siri, Alexa, Echo, Google Assistant and Nest Hub, App Control, Timer, No Hub Needed, 2.4G WiFi Only, 4 Pack", "asin": "B084JHJBQT", "price": "$31.99", "delivery": " One-Day FREE delivery Tomorrow, Apr 24"},
  {"title": "Mini Remote Control Outlet Plug Adapter with Remote Wall Switch, 656ft Range Wireless Remote Control for Indoor Lamps and Household Appliances, No Hub Required, 10A/1100W, White", "asin": "B08DRGJHZM", "price": "$19.99", "delivery": " One-Day FREE delivery Tomorrow, Apr 24"},
  {"title": "Matte Finish Lighted Combination Decorator Switch and Tamper-Resistant Receptacle with Screwless Wall Plate, Single Pole, Residential Grade, 15A 120V/125V, UL Listed, LCS1-1PTR-WSWP, White", "asin": "B0BHNKKYMT", "price": "$25.92", "delivery": " One-Day FREE delivery Tomorrow, Apr 24"}]
  <|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": "2025-04-23T23:07:00.678Z", // 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>
  