<|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 button or clickable element on the Amazon website.
Action Argument: The click_type is one of the buttons or clickable elements including review, product_option, other, nav_bar, quantity, page_related, suggested_term, cart_side_bar, cart_page_select, filter. Select one of these elements as action argument.
{
"timestamp": "timestamp",
"action": "click",
"action_argument": "click_type",
}

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": "2025-04-04T04:15:31.331Z", "action": "input", "action_argument": "jump starter"}
{"timestamp": "2025-04-04T04:15:48.462Z", "action": "click_product", "action_argument": "B015TKPT1A"}
{"timestamp": "2025-04-04T04:16:13.804Z", "action": "purchase", "action_argument": "B015TKPT1A"}
{"timestamp": "2025-04-04T04:16:18.908Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-04T04:16:23.716Z", "action": "click", "action_argument": "quantity"}
{"timestamp": "2025-04-04T04:16:25.645Z", "action": "click", "action_argument": "quantity"}
{"timestamp": "2025-04-04T04:16:27.270Z", "action": "click", "action_argument": "quantity"}
{"timestamp": "2025-04-04T04:16:29.487Z", "action": "click", "action_argument": "quantity"}
{"timestamp": "2025-04-04T04:16:31.260Z", "action": "click", "action_argument": "quantity"}
{"timestamp": "2025-04-04T04:16:33.216Z", "action": "click", "action_argument": "quantity"}
{"timestamp": "2025-04-04T04:16:35.183Z", "action": "click", "action_argument": "quantity"}
{"timestamp": "2025-04-04T04:16:37.321Z", "action": "click", "action_argument": "quantity"}
{"timestamp": "2025-04-04T04:16:39.359Z", "action": "click", "action_argument": "quantity"}
{"timestamp": "2025-04-04T04:16:41.979Z", "action": "click", "action_argument": "quantity"}
{"timestamp": "2025-04-04T04:16:43.956Z", "action": "click", "action_argument": "quantity"}
{"timestamp": "2025-04-04T04:16:46.587Z", "action": "click", "action_argument": "quantity"}
{"timestamp": "2025-04-04T04:16:48.165Z", "action": "click", "action_argument": "quantity"}
{"timestamp": "2025-04-04T04:16:49.602Z", "action": "click", "action_argument": "quantity"}
{"timestamp": "2025-04-04T04:16:51.283Z", "action": "click", "action_argument": "quantity"}
{"timestamp": "2025-04-04T04:17:03.299Z", "action": "click", "action_argument": "quantity"}
{"timestamp": "2025-04-04T04:17:04.816Z", "action": "click", "action_argument": "quantity"}
{"timestamp": "2025-04-04T04:17:19.685Z", "action": "purchase", "action_argument": "B015TKPT1A"}
{"timestamp": "2025-04-12T20:51:52.658Z", "action": "input", "action_argument": "passport protector"}
{"timestamp": "2025-04-12T20:52:03.656Z", "action": "input", "action_argument": "passport protector"}
{"timestamp": "2025-04-12T20:52:03.733Z", "action": "click", "action_argument": "suggested_term"}
{"timestamp": "2025-04-15T20:34:38.977Z", "action": "input", "action_argument": "car windsh"}
{"timestamp": "2025-04-15T20:34:39.062Z", "action": "click", "action_argument": "suggested_term"}
{"timestamp": "2025-04-15T20:34:47.309Z", "action": "input", "action_argument": "car windshield inner cleaner tool"}
{"timestamp": "2025-04-15T20:34:58.535Z", "action": "click_product", "action_argument": "B07SGQJ6C9"}
{"timestamp": "2025-04-15T20:35:30.755Z", "action": "purchase", "action_argument": "B07SGQJ6C9"}
{"timestamp": "2025-04-26T03:30:22.914Z", "action": "click", "action_argument": "suggested_term"}
{"timestamp": "2025-04-26T03:30:40.451Z", "action": "input", "action_argument": "zipper bags for clothes"}
{"timestamp": "2025-04-26T03:30:40.527Z", "action": "click", "action_argument": "suggested_term"}
{"timestamp": "2025-04-26T03:30:51.225Z", "action": "click", "action_argument": "nav_bar"}
{"timestamp": "2025-04-26T03:30:54.035Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-26T03:31:07.451Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-26T03:31:14.359Z", "action": "input", "action_argument": "garment covers"}
{"timestamp": "2025-04-26T03:31:32.047Z", "action": "input", "action_argument": "garment covers"}
{"timestamp": "2025-04-26T03:31:37.777Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-26T03:43:48.476Z", "action": "purchase", "action_argument": "B0CQ2FVH66"}
{"timestamp": "2025-04-26T03:44:45.017Z", "action": "input", "action_argument": "shipping box 16*16*12"}
{"timestamp": "2025-04-26T03:46:09.666Z", "action": "input", "action_argument": "shipping box 16 16 12"}
{"timestamp": "2025-04-26T03:46:25.255Z", "action": "click_product", "action_argument": "B01D272I5M"}
{"timestamp": "2025-04-26T03:50:38.053Z", "action": "click", "action_argument": "filter"}
{"timestamp": "2025-04-26T03:50:53.410Z", "action": "click", "action_argument": "filter"}
{"timestamp": "2025-04-26T03:52:08.955Z", "action": "click", "action_argument": "page_related"}
{"timestamp": "2025-04-26T03:52:13.303Z", "action": "click", "action_argument": "filter"}
{"timestamp": "2025-04-26T03:52:18.671Z", "action": "click", "action_argument": "filter"}
{"timestamp": "2025-04-26T03:52:23.686Z", "action": "click", "action_argument": "filter"}
{"timestamp": "2025-04-26T03:53:09.895Z", "action": "click", "action_argument": "filter"}
{"timestamp": "2025-04-26T03:53:16.371Z", "action": "input", "action_argument": "16x14x10 box"}
{"timestamp": "2025-04-26T03:55:44.358Z", "action": "click", "action_argument": "suggested_term"}
{"timestamp": "2025-04-26T03:57:51.060Z", "action": "purchase", "action_argument": "B08K3PVMVN"}
{"timestamp": "2025-04-26T03:57:59.240Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-26T03:58:28.195Z", "action": "click_product", "action_argument": "B09KY4C3J5"}
{"timestamp": "2025-04-26T03:59:14.837Z", "action": "click_product", "action_argument": "B08V57V8LR"}
{"timestamp": "2025-04-26T03:59:43.204Z", "action": "click", "action_argument": "quantity"}
{"timestamp": "2025-04-26T03:59:56.926Z", "action": "click", "action_argument": "quantity"}
{"timestamp": "2025-04-26T04:00:04.425Z", "action": "click", "action_argument": "quantity"}
{"timestamp": "2025-04-26T04:00:06.853Z", "action": "click", "action_argument": "quantity"}
{"timestamp": "2025-04-26T04:00:09.646Z", "action": "purchase", "action_argument": "B08YJBM69C"}
{"timestamp": "2025-04-26T04:01:10.614Z", "action": "click_product", "action_argument": "B01M622WIK"}
{"timestamp": "2025-04-26T04:01:32.052Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-26T04:02:16.340Z", "action": "purchase", "action_argument": "B01M622WIK"}
{"timestamp": "2025-04-26T04:02:19.644Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-26T04:02:35.059Z", "action": "click", "action_argument": "page_related"}
{"timestamp": "2025-04-26T04:02:50.061Z", "action": "click", "action_argument": "filter"}
{"timestamp": "2025-04-26T04:02:50.622Z", "action": "click", "action_argument": "filter"}
{"timestamp": "2025-04-26T04:03:26.542Z", "action": "click", "action_argument": "page_related"}
{"timestamp": "2025-04-26T04:03:41.046Z", "action": "input", "action_argument": "shipping box 16 14 10"}
{"timestamp": "2025-04-26T04:03:55.915Z", "action": "input", "action_argument": "shipping box 16 14 10"}
{"timestamp": "2025-04-26T04:04:01.032Z", "action": "input", "action_argument": "shipping box 20 16 10"}
{"timestamp": "2025-04-26T04:04:54.874Z", "action": "click", "action_argument": "cart_side_bar"}
{"timestamp": "2025-04-26T04:05:22.235Z", "action": "click", "action_argument": "page_related"}
{"timestamp": "2025-04-26T04:17:55.718Z", "action": "input", "action_argument": "shipping box 14 14 6"}
<|memory_end|>

<|action_start|>
{"timestamp": "2025-04-29T02:30:55.487Z", "action": "input", "action_argument": "apple airtag"}
<|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": "apple airtag"
}
  ],
  "cart_items": [
    {"title": "TAPE LOGIC 16 x 14 x 4 Corrugated Cardboard Boxes, Flat 16\"L x 14\"W x 4\"H, Pack of 25 | Shipping, Packaging, Moving, Storage Box for Home or Business, Strong Wholesale Bulk Boxes", "asin": "B01M622WIK", "price": "$49.99", "quantity": "1"},
    {"title": "E1 Packaging 16\" x 14\" x 4\" Corrugated Boxes 32 ECT (Pack of 5-16x14x4) | Quality Moving Boxes. Great for Shipping Boxes for Business, Office or Home.", "asin": "B08K3PVMVN", "price": "$29.02", "quantity": "1"},
    {"title": "Allen Brothers, Beef Ribeye Steak, Boneless, USDA Prime, 1 lb", "asin": "B0CSDXNWVR", "price": "$38.08"},
    {"title": "Lindt LINDOR Milk Chocolate Candy Truffles, Milk Chocolate with Smooth, Melting Truffle Center, 5.1 oz. Bag", "asin": "B00TDP2Y8Y", "price": "$3.99"},
    {"title": "Robert Mondavi Private Selection Cabernet Sauvignon Red Wine, 750 mL bottle", "asin": "B00194EW0K", "price": "$6.85"},
    {"title": "Purina Fancy Feast Grilled Wet Cat Food Seafood Collection in Wet Cat Food Variety Pack - (Pack of 24) 3 oz. Cans", "asin": "B001STX13U", "price": "$17.39"},
    {"title": "Ziploc Quart Food Storage Freezer Bags, New Stay Open Design with Stand-Up Bottom, Easy to Fill, 19 Count", "asin": "B000R91CLU", "price": "$3.48"}
  ],
  "promotion_items": [
    {"title": "HERKKA Clear Packing Tape, 12 Rolls Heavy Duty Packaging Tape for Shipping Packaging Moving Sealing, Thicker Clear Packing Tape, 1.88 inches Wide, 65 Yards Per Roll, 780 Total Yards", "asin": "B085RT11X2", "price": "$25.99", "quantity": ""},
    {"title": "The Boxery 14\"x14\"x6\" Brown/Kraft Corrugated Cardboard Shipping Boxes 25-Pack | Mailing, Packing, Moving & Storage for Business/Home \u2013 Durable - Eco-Friendly, Recyclable - Made in the USA", "asin": "B0DBR46JR6", "price": "$34.95", "quantity": ""},
    {"title": "BOX USA 16 x 12 x 4 Corrugated Cardboard Boxes, Flat 16\"L x 12\"W x 4\"H, Pack of 100 | Shipping, Packaging, Moving, Storage Box for Home or Business, Strong Wholesale Bulk Boxes", "asin": "B06W9GKB4G", "price": "$139.88", "quantity": ""},
    {"title": "The Boxery 8x8x22'' Corrugated Shipping Boxes 100 Boxes", "asin": "B075GZ5FKD", "price": "$105.00", "quantity": ""},
    {"title": "BOX USA Packing Paper Roll 1440'L x 48\"W - 1,000 Sheets 17\u201d Long Equivalent - Large White Newsprint for Shipping, Packaging, Storage and Moving Supplies", "asin": "B01EBB4COS", "price": "$99.99", "quantity": ""},
    {"title": "Spartan Industrial - 6\" X 9\" (1000 Count) Self Seal Clear Poly Bags with Suffocation Warning for Packaging, Shipping - Permanent Adhesive", "asin": "B01MZ2N8X2", "price": "$34.98", "quantity": ""},
    {"title": "The Boxery 10x10x10'' Shipping Boxes 25 Pack", "asin": "B016N6N3DA", "price": "$37.50", "quantity": ""},
    {"title": "Hefty - Clear Large Trash Bags, Scent Free - 30 Gallon, 36 Count", "asin": "B07VC338M4", "price": "$17.49", "quantity": ""},
    {"title": "Sturdy Kitchen Drawstring Trash Bags, 13 Gallon Large Garbage Bags, 60 Counts Trash Bags for Office, Kitchen, Bedroom Trash Cans, Colored Portable Sturdy Garbage Bags, Trash Basket Bags", "asin": "B0CZ8X3PPH", "price": "$12.30", "quantity": ""},
    {"title": "6Rolls Drawstring Small Trash Bags,4 Gallon Thicken Drawstring Small Garbage Bags for Kitchen,Bathroom,Bedroom,Home,Office Trash Cans\uff0c120 Counts (Pink)", "asin": "B0BM3YCG6Q", "price": "$12.99", "quantity": ""},
    {"title": "13 Gallon Strong Tall Kitchen Trash Bags, Large Garbage Bags for Bathroom Office Home Trash Can, White Floral Scent With Cute Rabbit Print, 50 Counts", "asin": "B0DFW1F1XC", "price": "$12.69", "quantity": ""},
    {"title": "TheraGun Prime Quiet Deep Tissue Therapy Massage Gun - Bluetooth Enabled, Electric Percussion Massage Gun & Personal Massager for Pain Relief in Neck, Back, Leg, Shoulder and Body (Black - 5th Gen)", "asin": "B0C42NZ9FR", "price": "$239.00", "quantity": ""},
    {"title": "Glad ForceFlex MaxStrength Tall Kitchen Drawstring Trash Bags, 13 Gal, 90 Ct (Package May Vary)", "asin": "B0D6D4K2G8", "price": "$21.99", "quantity": ""}
  ],
  "ads": [
    {
  "title": "Apple AirTag 4 Pack",
  "asin": "B0D54JZTHY"
},
    {
  "title": "Apple AirTag FineWoven Key Ring - Black \u200b\u200b\u200b\u200b\u200b\u200b\u200b",
  "asin": "B0DGJGS493"
}
  ],
  "search_results": [
    {"title": "AirTag", "asin": "B0CWXNS552", "price": "$24.95", "delivery": "One-Day FREE delivery Tomorrow, Apr 29 Or FREE delivery Overnight 4\u202fAM - 8\u202fAM on $25 of qualifying items"},
    {"title": "AirTag 4 Pack", "asin": "B0D54JZTHY", "price": "$79.98", "delivery": "Overnight FREE delivery Overnight 4\u202fAM - 8\u202fAM"},
    {"title": "AirTag", "asin": "B0CWXNS552", "price": "$24.95", "delivery": "One-Day FREE delivery Tomorrow, Apr 29 Or FREE delivery Overnight 4\u202fAM - 8\u202fAM on $25 of qualifying items"},
    {"title": "AirTag 4 Pack", "asin": "B0D54JZTHY", "price": "$79.98", "delivery": "Overnight FREE delivery Overnight 4\u202fAM - 8\u202fAM"},
    {"title": "4 Pack,IPX8 Waterproof Airtag Holder for Apple Air Tags with Air Tag Keychain,Shockproof GPS Cover [Anti-Scratch] [PC+Silicone] Air-Tag Item Finders Case for Pets,Kids,Luggages-Black/Blue/Green/Red", "asin": "B0CQXC6WS5", "price": "$8.99", "delivery": "One-Day FREE delivery Tomorrow, Apr 29 Or FREE delivery Overnight 4\u202fAM - 8\u202fAM on $25 of qualifying items"},
    {"title": "for Airtag Wallet Holder 2 Pack,Ultra Thin Card Case for Apple Airtag,Airtag Card Holder for Purse, Handbag, Backpack Wallet, Clutch Bag", "asin": "B0BWYG6RM8", "price": "$9.99", "delivery": "One-Day FREE delivery Tomorrow, Apr 29 Or FREE delivery Overnight 4\u202fAM - 8\u202fAM on $25 of qualifying items"},
    {"title": "Waterproof Airtag Holder with Apple Airtags Keychain, Hard PC Air Tag Case, Anti-Scratch and Shock Air tag Holder, Airtags Accessories for Apple Tag Holder, Cover for Dog,Car Key,Luggage-Black", "asin": "B0DDTNQJ2C", "price": "$2.99", "delivery": "One-Day FREE delivery Tomorrow, Apr 29 Or FREE delivery Overnight 4\u202fAM - 8\u202fAM on $25 of qualifying items"},
    {"title": "AirTag 4 Pack", "asin": "B0932QJ2JZ", "delivery": ""},
    {"title": "for Airtag Dog Collar Holder 2 Pack,Waterproof Dog Collar Holder for Apple AirTag, Silicone Air Tags Case for Dog Collars(Black)", "asin": "B0CHHZW2VK", "price": "$6.98", "delivery": "One-Day FREE delivery Tomorrow, Apr 29 Or FREE delivery Overnight 4\u202fAM - 8\u202fAM on $25 of qualifying items"},
    {"title": "Air Tag-2 Pack: Smart Bluetooth Tracker, Item Finder Works with Apple Find My (iOS Only) App, Tracker Tag Locator for Keys, Luggage, Satchel, Backpack etc. (Not for Android Devices)", "asin": "B0DCTTRSDF", "price": "$24.99", "delivery": "One-Day FREE delivery Tomorrow, Apr 29 Or FREE delivery Overnight 4\u202fAM - 8\u202fAM on $25 of qualifying items"},
    {"title": "4 Pack Airtag Holder,Airtag Case Waterproof for Apple Airtags 4 Pack with Airtag Keychain,Compatible with Apple Air Tag,Dust and Scratch Proof Air tag Holder for Dog,Cat, Bags, Keys, Luggage- 4 Color", "asin": "B0B31R1BCF", "price": "$5.84", "delivery": "One-Day FREE delivery Tomorrow, Apr 29 Or FREE delivery Overnight 4\u202fAM - 8\u202fAM on $25 of qualifying items"},
    {"title": "Air Tags-4 Pack Tracker Tag Work with Apple Find My (iOS 14.6 Above Only) Smart Tag Item Finders for Key, Luggage, Backpack\uff0cetc. (Black, 4 Pack)", "asin": "B0DLGMQWJX", "price": "$29.99", "delivery": "Overnight FREE delivery Overnight 4\u202fAM - 8\u202fAM"},
    {"title": "AirTag Adhesive Mount (4 Pack) - TagVault\u2122 - The Original Waterproof AirTag Stick-On Holder | 3M VHB, Indestructible, Screw-On Design, Find Your Bike, Car, & More", "asin": "B09ZVPWKK3", "price": "$29.99", "delivery": "Overnight FREE delivery Overnight 4\u202fAM - 8\u202fAM"},
    {"title": "[Apple MFi Certified] Air-Tag (iOS Only) Bluetooth Tracker with Apple Find My, iPhone Smart Card Wallet Finder GPS Tracker, 5-10 Years Battery, Keys Finder and Item Locator for Keys, Bags, Passport", "asin": "B0DJS9TP24", "price": "$19.99", "delivery": "One-Day FREE delivery Tomorrow, Apr 29 Or FREE delivery Overnight 4\u202fAM - 8\u202fAM on $25 of qualifying items"},
    {"title": "Apple AirTag Tracking Device, 4-Pack (Renewed)", "asin": "B0DJ1P83SN", "price": "$88.99", "delivery": "One-Day FREE delivery Tomorrow, Apr 29"},
    {"title": "1 Pack for Airtag Holder, for Air Tag Case Waterproof for Apple Airtag Case with Keychain, PC Hard Shell Swivel Buckle, for Airtags Accessories Suitable for Tracking, Bags, Luggage, Keys-Black", "asin": "B0DRHT3M6K", "price": "$1.99", "delivery": "One-Day FREE delivery Tomorrow, Apr 29"},
    {"title": "2032 Lithium Battery, 9 Count (Pack of 1) Child Safety Features, Compatible with Apple AirTag, Key Fob, Tea Light Candles and Other Devices, CR2032 Battery, Lithium Coin Battery", "asin": "B0C15WJXL2", "price": "$11.24", "delivery": "One-Day FREE delivery Tomorrow, Apr 29 Or FREE delivery Overnight 4\u202fAM - 8\u202fAM on $25 of qualifying items"},
    {"title": "AirTag Holder AirTag Case Keychain Air Tag Holder,Silicone AirTags Key Chain Ring Cases Cover Tags for Apple GPS Tracker Item Tag Finders AirTag Accessories Air Tags-4 Pack for Apple Holder", "asin": "B09468VZ5W", "price": "$5.03", "delivery": "One-Day FREE delivery Tomorrow, Apr 29 Or FREE delivery Overnight 4\u202fAM - 8\u202fAM on $25 of qualifying items"}
  ]
}
<|observation_end|>

# Output Format
Please provide your response in JSON format within <answer></answer> tags using the following schema:
"<answer>
{
"timestamp": "2025-04-29T02:32:19.997Z", // the timestamp when this action occurs
"action": "string", // one of four action: input, click, click_product, purchase
"acion_argument": "string", // appropriate value based on action type: input_text, click_type (i.e., select one from review, product_option, other, nav_bar, quantity, page_related, suggested_term, cart_side_bar, cart_page_select, filter), or product_asin
}
</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 button or clickable element on the Amazon website.
Action Argument: The click_type is one of the buttons or clickable elements including review, product_option, other, nav_bar, quantity, page_related, suggested_term, cart_side_bar, cart_page_select, filter. Select one of these elements as action argument.
{
"timestamp": "timestamp",
"action": "click",
"action_argument": "click_type",
}

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": "2025-04-04T04:15:31.331Z", "action": "input", "action_argument": "jump starter"}
{"timestamp": "2025-04-04T04:15:48.462Z", "action": "click_product", "action_argument": "B015TKPT1A"}
{"timestamp": "2025-04-04T04:16:13.804Z", "action": "purchase", "action_argument": "B015TKPT1A"}
{"timestamp": "2025-04-04T04:16:18.908Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-04T04:16:23.716Z", "action": "click", "action_argument": "quantity"}
{"timestamp": "2025-04-04T04:16:25.645Z", "action": "click", "action_argument": "quantity"}
{"timestamp": "2025-04-04T04:16:27.270Z", "action": "click", "action_argument": "quantity"}
{"timestamp": "2025-04-04T04:16:29.487Z", "action": "click", "action_argument": "quantity"}
{"timestamp": "2025-04-04T04:16:31.260Z", "action": "click", "action_argument": "quantity"}
{"timestamp": "2025-04-04T04:16:33.216Z", "action": "click", "action_argument": "quantity"}
{"timestamp": "2025-04-04T04:16:35.183Z", "action": "click", "action_argument": "quantity"}
{"timestamp": "2025-04-04T04:16:37.321Z", "action": "click", "action_argument": "quantity"}
{"timestamp": "2025-04-04T04:16:39.359Z", "action": "click", "action_argument": "quantity"}
{"timestamp": "2025-04-04T04:16:41.979Z", "action": "click", "action_argument": "quantity"}
{"timestamp": "2025-04-04T04:16:43.956Z", "action": "click", "action_argument": "quantity"}
{"timestamp": "2025-04-04T04:16:46.587Z", "action": "click", "action_argument": "quantity"}
{"timestamp": "2025-04-04T04:16:48.165Z", "action": "click", "action_argument": "quantity"}
{"timestamp": "2025-04-04T04:16:49.602Z", "action": "click", "action_argument": "quantity"}
{"timestamp": "2025-04-04T04:16:51.283Z", "action": "click", "action_argument": "quantity"}
{"timestamp": "2025-04-04T04:17:03.299Z", "action": "click", "action_argument": "quantity"}
{"timestamp": "2025-04-04T04:17:04.816Z", "action": "click", "action_argument": "quantity"}
{"timestamp": "2025-04-04T04:17:19.685Z", "action": "purchase", "action_argument": "B015TKPT1A"}
{"timestamp": "2025-04-12T20:51:52.658Z", "action": "input", "action_argument": "passport protector"}
{"timestamp": "2025-04-12T20:52:03.656Z", "action": "input", "action_argument": "passport protector"}
{"timestamp": "2025-04-12T20:52:03.733Z", "action": "click", "action_argument": "suggested_term"}
{"timestamp": "2025-04-15T20:34:38.977Z", "action": "input", "action_argument": "car windsh"}
{"timestamp": "2025-04-15T20:34:39.062Z", "action": "click", "action_argument": "suggested_term"}
{"timestamp": "2025-04-15T20:34:47.309Z", "action": "input", "action_argument": "car windshield inner cleaner tool"}
{"timestamp": "2025-04-15T20:34:58.535Z", "action": "click_product", "action_argument": "B07SGQJ6C9"}
{"timestamp": "2025-04-15T20:35:30.755Z", "action": "purchase", "action_argument": "B07SGQJ6C9"}
{"timestamp": "2025-04-26T03:30:22.914Z", "action": "click", "action_argument": "suggested_term"}
{"timestamp": "2025-04-26T03:30:40.451Z", "action": "input", "action_argument": "zipper bags for clothes"}
{"timestamp": "2025-04-26T03:30:40.527Z", "action": "click", "action_argument": "suggested_term"}
{"timestamp": "2025-04-26T03:30:51.225Z", "action": "click", "action_argument": "nav_bar"}
{"timestamp": "2025-04-26T03:30:54.035Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-26T03:31:07.451Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-26T03:31:14.359Z", "action": "input", "action_argument": "garment covers"}
{"timestamp": "2025-04-26T03:31:32.047Z", "action": "input", "action_argument": "garment covers"}
{"timestamp": "2025-04-26T03:31:37.777Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-26T03:43:48.476Z", "action": "purchase", "action_argument": "B0CQ2FVH66"}
{"timestamp": "2025-04-26T03:44:45.017Z", "action": "input", "action_argument": "shipping box 16*16*12"}
{"timestamp": "2025-04-26T03:46:09.666Z", "action": "input", "action_argument": "shipping box 16 16 12"}
{"timestamp": "2025-04-26T03:46:25.255Z", "action": "click_product", "action_argument": "B01D272I5M"}
{"timestamp": "2025-04-26T03:50:38.053Z", "action": "click", "action_argument": "filter"}
{"timestamp": "2025-04-26T03:50:53.410Z", "action": "click", "action_argument": "filter"}
{"timestamp": "2025-04-26T03:52:08.955Z", "action": "click", "action_argument": "page_related"}
{"timestamp": "2025-04-26T03:52:13.303Z", "action": "click", "action_argument": "filter"}
{"timestamp": "2025-04-26T03:52:18.671Z", "action": "click", "action_argument": "filter"}
{"timestamp": "2025-04-26T03:52:23.686Z", "action": "click", "action_argument": "filter"}
{"timestamp": "2025-04-26T03:53:09.895Z", "action": "click", "action_argument": "filter"}
{"timestamp": "2025-04-26T03:53:16.371Z", "action": "input", "action_argument": "16x14x10 box"}
{"timestamp": "2025-04-26T03:55:44.358Z", "action": "click", "action_argument": "suggested_term"}
{"timestamp": "2025-04-26T03:57:51.060Z", "action": "purchase", "action_argument": "B08K3PVMVN"}
{"timestamp": "2025-04-26T03:57:59.240Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-26T03:58:28.195Z", "action": "click_product", "action_argument": "B09KY4C3J5"}
{"timestamp": "2025-04-26T03:59:14.837Z", "action": "click_product", "action_argument": "B08V57V8LR"}
{"timestamp": "2025-04-26T03:59:43.204Z", "action": "click", "action_argument": "quantity"}
{"timestamp": "2025-04-26T03:59:56.926Z", "action": "click", "action_argument": "quantity"}
{"timestamp": "2025-04-26T04:00:04.425Z", "action": "click", "action_argument": "quantity"}
{"timestamp": "2025-04-26T04:00:06.853Z", "action": "click", "action_argument": "quantity"}
{"timestamp": "2025-04-26T04:00:09.646Z", "action": "purchase", "action_argument": "B08YJBM69C"}
{"timestamp": "2025-04-26T04:01:10.614Z", "action": "click_product", "action_argument": "B01M622WIK"}
{"timestamp": "2025-04-26T04:01:32.052Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-26T04:02:16.340Z", "action": "purchase", "action_argument": "B01M622WIK"}
{"timestamp": "2025-04-26T04:02:19.644Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-26T04:02:35.059Z", "action": "click", "action_argument": "page_related"}
{"timestamp": "2025-04-26T04:02:50.061Z", "action": "click", "action_argument": "filter"}
{"timestamp": "2025-04-26T04:02:50.622Z", "action": "click", "action_argument": "filter"}
{"timestamp": "2025-04-26T04:03:26.542Z", "action": "click", "action_argument": "page_related"}
{"timestamp": "2025-04-26T04:03:41.046Z", "action": "input", "action_argument": "shipping box 16 14 10"}
{"timestamp": "2025-04-26T04:03:55.915Z", "action": "input", "action_argument": "shipping box 16 14 10"}
{"timestamp": "2025-04-26T04:04:01.032Z", "action": "input", "action_argument": "shipping box 20 16 10"}
{"timestamp": "2025-04-26T04:04:54.874Z", "action": "click", "action_argument": "cart_side_bar"}
{"timestamp": "2025-04-26T04:05:22.235Z", "action": "click", "action_argument": "page_related"}
{"timestamp": "2025-04-26T04:17:55.718Z", "action": "input", "action_argument": "shipping box 14 14 6"}
<|memory_end|>

<|action_start|>
{"timestamp": "2025-04-29T02:30:55.487Z", "action": "input", "action_argument": "apple airtag"}
<|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": "apple airtag"
}
  ],
  "cart_items": [
    {"title": "TAPE LOGIC 16 x 14 x 4 Corrugated Cardboard Boxes, Flat 16\"L x 14\"W x 4\"H, Pack of 25 | Shipping, Packaging, Moving, Storage Box for Home or Business, Strong Wholesale Bulk Boxes", "asin": "B01M622WIK", "price": "$49.99", "quantity": "1"},
    {"title": "E1 Packaging 16\" x 14\" x 4\" Corrugated Boxes 32 ECT (Pack of 5-16x14x4) | Quality Moving Boxes. Great for Shipping Boxes for Business, Office or Home.", "asin": "B08K3PVMVN", "price": "$29.02", "quantity": "1"},
    {"title": "Allen Brothers, Beef Ribeye Steak, Boneless, USDA Prime, 1 lb", "asin": "B0CSDXNWVR", "price": "$38.08"},
    {"title": "Lindt LINDOR Milk Chocolate Candy Truffles, Milk Chocolate with Smooth, Melting Truffle Center, 5.1 oz. Bag", "asin": "B00TDP2Y8Y", "price": "$3.99"},
    {"title": "Robert Mondavi Private Selection Cabernet Sauvignon Red Wine, 750 mL bottle", "asin": "B00194EW0K", "price": "$6.85"},
    {"title": "Purina Fancy Feast Grilled Wet Cat Food Seafood Collection in Wet Cat Food Variety Pack - (Pack of 24) 3 oz. Cans", "asin": "B001STX13U", "price": "$17.39"},
    {"title": "Ziploc Quart Food Storage Freezer Bags, New Stay Open Design with Stand-Up Bottom, Easy to Fill, 19 Count", "asin": "B000R91CLU", "price": "$3.48"}
  ],
  "promotion_items": [
    {"title": "HERKKA Clear Packing Tape, 12 Rolls Heavy Duty Packaging Tape for Shipping Packaging Moving Sealing, Thicker Clear Packing Tape, 1.88 inches Wide, 65 Yards Per Roll, 780 Total Yards", "asin": "B085RT11X2", "price": "$25.99", "quantity": ""},
    {"title": "The Boxery 14\"x14\"x6\" Brown/Kraft Corrugated Cardboard Shipping Boxes 25-Pack | Mailing, Packing, Moving & Storage for Business/Home \u2013 Durable - Eco-Friendly, Recyclable - Made in the USA", "asin": "B0DBR46JR6", "price": "$34.95", "quantity": ""},
    {"title": "BOX USA 16 x 12 x 4 Corrugated Cardboard Boxes, Flat 16\"L x 12\"W x 4\"H, Pack of 100 | Shipping, Packaging, Moving, Storage Box for Home or Business, Strong Wholesale Bulk Boxes", "asin": "B06W9GKB4G", "price": "$139.88", "quantity": ""},
    {"title": "The Boxery 8x8x22'' Corrugated Shipping Boxes 100 Boxes", "asin": "B075GZ5FKD", "price": "$105.00", "quantity": ""},
    {"title": "BOX USA Packing Paper Roll 1440'L x 48\"W - 1,000 Sheets 17\u201d Long Equivalent - Large White Newsprint for Shipping, Packaging, Storage and Moving Supplies", "asin": "B01EBB4COS", "price": "$99.99", "quantity": ""},
    {"title": "Spartan Industrial - 6\" X 9\" (1000 Count) Self Seal Clear Poly Bags with Suffocation Warning for Packaging, Shipping - Permanent Adhesive", "asin": "B01MZ2N8X2", "price": "$34.98", "quantity": ""},
    {"title": "The Boxery 10x10x10'' Shipping Boxes 25 Pack", "asin": "B016N6N3DA", "price": "$37.50", "quantity": ""},
    {"title": "Hefty - Clear Large Trash Bags, Scent Free - 30 Gallon, 36 Count", "asin": "B07VC338M4", "price": "$17.49", "quantity": ""},
    {"title": "Sturdy Kitchen Drawstring Trash Bags, 13 Gallon Large Garbage Bags, 60 Counts Trash Bags for Office, Kitchen, Bedroom Trash Cans, Colored Portable Sturdy Garbage Bags, Trash Basket Bags", "asin": "B0CZ8X3PPH", "price": "$12.30", "quantity": ""},
    {"title": "6Rolls Drawstring Small Trash Bags,4 Gallon Thicken Drawstring Small Garbage Bags for Kitchen,Bathroom,Bedroom,Home,Office Trash Cans\uff0c120 Counts (Pink)", "asin": "B0BM3YCG6Q", "price": "$12.99", "quantity": ""},
    {"title": "13 Gallon Strong Tall Kitchen Trash Bags, Large Garbage Bags for Bathroom Office Home Trash Can, White Floral Scent With Cute Rabbit Print, 50 Counts", "asin": "B0DFW1F1XC", "price": "$12.69", "quantity": ""},
    {"title": "TheraGun Prime Quiet Deep Tissue Therapy Massage Gun - Bluetooth Enabled, Electric Percussion Massage Gun & Personal Massager for Pain Relief in Neck, Back, Leg, Shoulder and Body (Black - 5th Gen)", "asin": "B0C42NZ9FR", "price": "$239.00", "quantity": ""},
    {"title": "Glad ForceFlex MaxStrength Tall Kitchen Drawstring Trash Bags, 13 Gal, 90 Ct (Package May Vary)", "asin": "B0D6D4K2G8", "price": "$21.99", "quantity": ""}
  ],
  "ads": [
    {
  "title": "Apple AirTag 4 Pack",
  "asin": "B0D54JZTHY"
},
    {
  "title": "Apple AirTag FineWoven Key Ring - Black \u200b\u200b\u200b\u200b\u200b\u200b\u200b",
  "asin": "B0DGJGS493"
}
  ],
  "search_results": [
    {"title": "AirTag", "asin": "B0CWXNS552", "price": "$24.95", "delivery": "One-Day FREE delivery Tomorrow, Apr 29 Or FREE delivery Overnight 4\u202fAM - 8\u202fAM on $25 of qualifying items"},
    {"title": "AirTag 4 Pack", "asin": "B0D54JZTHY", "price": "$79.98", "delivery": "Overnight FREE delivery Overnight 4\u202fAM - 8\u202fAM"},
    {"title": "AirTag", "asin": "B0CWXNS552", "price": "$24.95", "delivery": "One-Day FREE delivery Tomorrow, Apr 29 Or FREE delivery Overnight 4\u202fAM - 8\u202fAM on $25 of qualifying items"},
    {"title": "AirTag 4 Pack", "asin": "B0D54JZTHY", "price": "$79.98", "delivery": "Overnight FREE delivery Overnight 4\u202fAM - 8\u202fAM"},
    {"title": "4 Pack,IPX8 Waterproof Airtag Holder for Apple Air Tags with Air Tag Keychain,Shockproof GPS Cover [Anti-Scratch] [PC+Silicone] Air-Tag Item Finders Case for Pets,Kids,Luggages-Black/Blue/Green/Red", "asin": "B0CQXC6WS5", "price": "$8.99", "delivery": "One-Day FREE delivery Tomorrow, Apr 29 Or FREE delivery Overnight 4\u202fAM - 8\u202fAM on $25 of qualifying items"},
    {"title": "for Airtag Wallet Holder 2 Pack,Ultra Thin Card Case for Apple Airtag,Airtag Card Holder for Purse, Handbag, Backpack Wallet, Clutch Bag", "asin": "B0BWYG6RM8", "price": "$9.99", "delivery": "One-Day FREE delivery Tomorrow, Apr 29 Or FREE delivery Overnight 4\u202fAM - 8\u202fAM on $25 of qualifying items"},
    {"title": "Waterproof Airtag Holder with Apple Airtags Keychain, Hard PC Air Tag Case, Anti-Scratch and Shock Air tag Holder, Airtags Accessories for Apple Tag Holder, Cover for Dog,Car Key,Luggage-Black", "asin": "B0DDTNQJ2C", "price": "$2.99", "delivery": "One-Day FREE delivery Tomorrow, Apr 29 Or FREE delivery Overnight 4\u202fAM - 8\u202fAM on $25 of qualifying items"},
    {"title": "AirTag 4 Pack", "asin": "B0932QJ2JZ", "delivery": ""},
    {"title": "for Airtag Dog Collar Holder 2 Pack,Waterproof Dog Collar Holder for Apple AirTag, Silicone Air Tags Case for Dog Collars(Black)", "asin": "B0CHHZW2VK", "price": "$6.98", "delivery": "One-Day FREE delivery Tomorrow, Apr 29 Or FREE delivery Overnight 4\u202fAM - 8\u202fAM on $25 of qualifying items"},
    {"title": "Air Tag-2 Pack: Smart Bluetooth Tracker, Item Finder Works with Apple Find My (iOS Only) App, Tracker Tag Locator for Keys, Luggage, Satchel, Backpack etc. (Not for Android Devices)", "asin": "B0DCTTRSDF", "price": "$24.99", "delivery": "One-Day FREE delivery Tomorrow, Apr 29 Or FREE delivery Overnight 4\u202fAM - 8\u202fAM on $25 of qualifying items"},
    {"title": "4 Pack Airtag Holder,Airtag Case Waterproof for Apple Airtags 4 Pack with Airtag Keychain,Compatible with Apple Air Tag,Dust and Scratch Proof Air tag Holder for Dog,Cat, Bags, Keys, Luggage- 4 Color", "asin": "B0B31R1BCF", "price": "$5.84", "delivery": "One-Day FREE delivery Tomorrow, Apr 29 Or FREE delivery Overnight 4\u202fAM - 8\u202fAM on $25 of qualifying items"},
    {"title": "Air Tags-4 Pack Tracker Tag Work with Apple Find My (iOS 14.6 Above Only) Smart Tag Item Finders for Key, Luggage, Backpack\uff0cetc. (Black, 4 Pack)", "asin": "B0DLGMQWJX", "price": "$29.99", "delivery": "Overnight FREE delivery Overnight 4\u202fAM - 8\u202fAM"},
    {"title": "AirTag Adhesive Mount (4 Pack) - TagVault\u2122 - The Original Waterproof AirTag Stick-On Holder | 3M VHB, Indestructible, Screw-On Design, Find Your Bike, Car, & More", "asin": "B09ZVPWKK3", "price": "$29.99", "delivery": "Overnight FREE delivery Overnight 4\u202fAM - 8\u202fAM"},
    {"title": "[Apple MFi Certified] Air-Tag (iOS Only) Bluetooth Tracker with Apple Find My, iPhone Smart Card Wallet Finder GPS Tracker, 5-10 Years Battery, Keys Finder and Item Locator for Keys, Bags, Passport", "asin": "B0DJS9TP24", "price": "$19.99", "delivery": "One-Day FREE delivery Tomorrow, Apr 29 Or FREE delivery Overnight 4\u202fAM - 8\u202fAM on $25 of qualifying items"},
    {"title": "Apple AirTag Tracking Device, 4-Pack (Renewed)", "asin": "B0DJ1P83SN", "price": "$88.99", "delivery": "One-Day FREE delivery Tomorrow, Apr 29"},
    {"title": "1 Pack for Airtag Holder, for Air Tag Case Waterproof for Apple Airtag Case with Keychain, PC Hard Shell Swivel Buckle, for Airtags Accessories Suitable for Tracking, Bags, Luggage, Keys-Black", "asin": "B0DRHT3M6K", "price": "$1.99", "delivery": "One-Day FREE delivery Tomorrow, Apr 29"},
    {"title": "2032 Lithium Battery, 9 Count (Pack of 1) Child Safety Features, Compatible with Apple AirTag, Key Fob, Tea Light Candles and Other Devices, CR2032 Battery, Lithium Coin Battery", "asin": "B0C15WJXL2", "price": "$11.24", "delivery": "One-Day FREE delivery Tomorrow, Apr 29 Or FREE delivery Overnight 4\u202fAM - 8\u202fAM on $25 of qualifying items"},
    {"title": "AirTag Holder AirTag Case Keychain Air Tag Holder,Silicone AirTags Key Chain Ring Cases Cover Tags for Apple GPS Tracker Item Tag Finders AirTag Accessories Air Tags-4 Pack for Apple Holder", "asin": "B09468VZ5W", "price": "$5.03", "delivery": "One-Day FREE delivery Tomorrow, Apr 29 Or FREE delivery Overnight 4\u202fAM - 8\u202fAM on $25 of qualifying items"}
  ]
}
<|observation_end|>

# Output Format
Please provide your response in JSON format within <answer></answer> tags using the following schema:
"<answer>
{
"timestamp": "2025-04-29T02:32:19.997Z", // the timestamp when this action occurs
"action": "string", // one of four action: input, click, click_product, purchase
"acion_argument": "string", // appropriate value based on action type: input_text, click_type (i.e., select one from review, product_option, other, nav_bar, quantity, page_related, suggested_term, cart_side_bar, cart_page_select, filter), or product_asin
}
</answer>"

<|im_end|>
<|im_start|>assistant
<think>

<|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 button or clickable element on the Amazon website.
Action Argument: The click_type is one of the buttons or clickable elements including review, product_option, other, nav_bar, quantity, page_related, suggested_term, cart_side_bar, cart_page_select, filter. Select one of these elements as action argument.
{
"timestamp": "timestamp",
"action": "click",
"action_argument": "click_type",
}

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": "2025-04-04T04:15:31.331Z", "action": "input", "action_argument": "jump starter"}
{"timestamp": "2025-04-04T04:15:48.462Z", "action": "click_product", "action_argument": "B015TKPT1A"}
{"timestamp": "2025-04-04T04:16:13.804Z", "action": "purchase", "action_argument": "B015TKPT1A"}
{"timestamp": "2025-04-04T04:16:18.908Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-04T04:16:23.716Z", "action": "click", "action_argument": "quantity"}
{"timestamp": "2025-04-04T04:16:25.645Z", "action": "click", "action_argument": "quantity"}
{"timestamp": "2025-04-04T04:16:27.270Z", "action": "click", "action_argument": "quantity"}
{"timestamp": "2025-04-04T04:16:29.487Z", "action": "click", "action_argument": "quantity"}
{"timestamp": "2025-04-04T04:16:31.260Z", "action": "click", "action_argument": "quantity"}
{"timestamp": "2025-04-04T04:16:33.216Z", "action": "click", "action_argument": "quantity"}
{"timestamp": "2025-04-04T04:16:35.183Z", "action": "click", "action_argument": "quantity"}
{"timestamp": "2025-04-04T04:16:37.321Z", "action": "click", "action_argument": "quantity"}
{"timestamp": "2025-04-04T04:16:39.359Z", "action": "click", "action_argument": "quantity"}
{"timestamp": "2025-04-04T04:16:41.979Z", "action": "click", "action_argument": "quantity"}
{"timestamp": "2025-04-04T04:16:43.956Z", "action": "click", "action_argument": "quantity"}
{"timestamp": "2025-04-04T04:16:46.587Z", "action": "click", "action_argument": "quantity"}
{"timestamp": "2025-04-04T04:16:48.165Z", "action": "click", "action_argument": "quantity"}
{"timestamp": "2025-04-04T04:16:49.602Z", "action": "click", "action_argument": "quantity"}
{"timestamp": "2025-04-04T04:16:51.283Z", "action": "click", "action_argument": "quantity"}
{"timestamp": "2025-04-04T04:17:03.299Z", "action": "click", "action_argument": "quantity"}
{"timestamp": "2025-04-04T04:17:04.816Z", "action": "click", "action_argument": "quantity"}
{"timestamp": "2025-04-04T04:17:19.685Z", "action": "purchase", "action_argument": "B015TKPT1A"}
{"timestamp": "2025-04-12T20:51:52.658Z", "action": "input", "action_argument": "passport protector"}
{"timestamp": "2025-04-12T20:52:03.656Z", "action": "input", "action_argument": "passport protector"}
{"timestamp": "2025-04-12T20:52:03.733Z", "action": "click", "action_argument": "suggested_term"}
{"timestamp": "2025-04-15T20:34:38.977Z", "action": "input", "action_argument": "car windsh"}
{"timestamp": "2025-04-15T20:34:39.062Z", "action": "click", "action_argument": "suggested_term"}
{"timestamp": "2025-04-15T20:34:47.309Z", "action": "input", "action_argument": "car windshield inner cleaner tool"}
{"timestamp": "2025-04-15T20:34:58.535Z", "action": "click_product", "action_argument": "B07SGQJ6C9"}
{"timestamp": "2025-04-15T20:35:30.755Z", "action": "purchase", "action_argument": "B07SGQJ6C9"}
{"timestamp": "2025-04-26T03:30:22.914Z", "action": "click", "action_argument": "suggested_term"}
{"timestamp": "2025-04-26T03:30:40.451Z", "action": "input", "action_argument": "zipper bags for clothes"}
{"timestamp": "2025-04-26T03:30:40.527Z", "action": "click", "action_argument": "suggested_term"}
{"timestamp": "2025-04-26T03:30:51.225Z", "action": "click", "action_argument": "nav_bar"}
{"timestamp": "2025-04-26T03:30:54.035Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-26T03:31:07.451Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-26T03:31:14.359Z", "action": "input", "action_argument": "garment covers"}
{"timestamp": "2025-04-26T03:31:32.047Z", "action": "input", "action_argument": "garment covers"}
{"timestamp": "2025-04-26T03:31:37.777Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-26T03:43:48.476Z", "action": "purchase", "action_argument": "B0CQ2FVH66"}
{"timestamp": "2025-04-26T03:44:45.017Z", "action": "input", "action_argument": "shipping box 16*16*12"}
{"timestamp": "2025-04-26T03:46:09.666Z", "action": "input", "action_argument": "shipping box 16 16 12"}
{"timestamp": "2025-04-26T03:46:25.255Z", "action": "click_product", "action_argument": "B01D272I5M"}
{"timestamp": "2025-04-26T03:50:38.053Z", "action": "click", "action_argument": "filter"}
{"timestamp": "2025-04-26T03:50:53.410Z", "action": "click", "action_argument": "filter"}
{"timestamp": "2025-04-26T03:52:08.955Z", "action": "click", "action_argument": "page_related"}
{"timestamp": "2025-04-26T03:52:13.303Z", "action": "click", "action_argument": "filter"}
{"timestamp": "2025-04-26T03:52:18.671Z", "action": "click", "action_argument": "filter"}
{"timestamp": "2025-04-26T03:52:23.686Z", "action": "click", "action_argument": "filter"}
{"timestamp": "2025-04-26T03:53:09.895Z", "action": "click", "action_argument": "filter"}
{"timestamp": "2025-04-26T03:53:16.371Z", "action": "input", "action_argument": "16x14x10 box"}
{"timestamp": "2025-04-26T03:55:44.358Z", "action": "click", "action_argument": "suggested_term"}
{"timestamp": "2025-04-26T03:57:51.060Z", "action": "purchase", "action_argument": "B08K3PVMVN"}
{"timestamp": "2025-04-26T03:57:59.240Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-26T03:58:28.195Z", "action": "click_product", "action_argument": "B09KY4C3J5"}
{"timestamp": "2025-04-26T03:59:14.837Z", "action": "click_product", "action_argument": "B08V57V8LR"}
{"timestamp": "2025-04-26T03:59:43.204Z", "action": "click", "action_argument": "quantity"}
{"timestamp": "2025-04-26T03:59:56.926Z", "action": "click", "action_argument": "quantity"}
{"timestamp": "2025-04-26T04:00:04.425Z", "action": "click", "action_argument": "quantity"}
{"timestamp": "2025-04-26T04:00:06.853Z", "action": "click", "action_argument": "quantity"}
{"timestamp": "2025-04-26T04:00:09.646Z", "action": "purchase", "action_argument": "B08YJBM69C"}
{"timestamp": "2025-04-26T04:01:10.614Z", "action": "click_product", "action_argument": "B01M622WIK"}
{"timestamp": "2025-04-26T04:01:32.052Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-26T04:02:16.340Z", "action": "purchase", "action_argument": "B01M622WIK"}
{"timestamp": "2025-04-26T04:02:19.644Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-26T04:02:35.059Z", "action": "click", "action_argument": "page_related"}
{"timestamp": "2025-04-26T04:02:50.061Z", "action": "click", "action_argument": "filter"}
{"timestamp": "2025-04-26T04:02:50.622Z", "action": "click", "action_argument": "filter"}
{"timestamp": "2025-04-26T04:03:26.542Z", "action": "click", "action_argument": "page_related"}
{"timestamp": "2025-04-26T04:03:41.046Z", "action": "input", "action_argument": "shipping box 16 14 10"}
{"timestamp": "2025-04-26T04:03:55.915Z", "action": "input", "action_argument": "shipping box 16 14 10"}
{"timestamp": "2025-04-26T04:04:01.032Z", "action": "input", "action_argument": "shipping box 20 16 10"}
{"timestamp": "2025-04-26T04:04:54.874Z", "action": "click", "action_argument": "cart_side_bar"}
{"timestamp": "2025-04-26T04:05:22.235Z", "action": "click", "action_argument": "page_related"}
{"timestamp": "2025-04-26T04:17:55.718Z", "action": "input", "action_argument": "shipping box 14 14 6"}
<|memory_end|>

<|action_start|>
{"timestamp": "2025-04-29T02:30:55.487Z", "action": "input", "action_argument": "apple airtag"}
<|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": "apple airtag"
}
  ],
  "cart_items": [
    {"title": "TAPE LOGIC 16 x 14 x 4 Corrugated Cardboard Boxes, Flat 16\"L x 14\"W x 4\"H, Pack of 25 | Shipping, Packaging, Moving, Storage Box for Home or Business, Strong Wholesale Bulk Boxes", "asin": "B01M622WIK", "price": "$49.99", "quantity": "1"},
    {"title": "E1 Packaging 16\" x 14\" x 4\" Corrugated Boxes 32 ECT (Pack of 5-16x14x4) | Quality Moving Boxes. Great for Shipping Boxes for Business, Office or Home.", "asin": "B08K3PVMVN", "price": "$29.02", "quantity": "1"},
    {"title": "Allen Brothers, Beef Ribeye Steak, Boneless, USDA Prime, 1 lb", "asin": "B0CSDXNWVR", "price": "$38.08"},
    {"title": "Lindt LINDOR Milk Chocolate Candy Truffles, Milk Chocolate with Smooth, Melting Truffle Center, 5.1 oz. Bag", "asin": "B00TDP2Y8Y", "price": "$3.99"},
    {"title": "Robert Mondavi Private Selection Cabernet Sauvignon Red Wine, 750 mL bottle", "asin": "B00194EW0K", "price": "$6.85"},
    {"title": "Purina Fancy Feast Grilled Wet Cat Food Seafood Collection in Wet Cat Food Variety Pack - (Pack of 24) 3 oz. Cans", "asin": "B001STX13U", "price": "$17.39"},
    {"title": "Ziploc Quart Food Storage Freezer Bags, New Stay Open Design with Stand-Up Bottom, Easy to Fill, 19 Count", "asin": "B000R91CLU", "price": "$3.48"}
  ],
  "promotion_items": [
    {"title": "HERKKA Clear Packing Tape, 12 Rolls Heavy Duty Packaging Tape for Shipping Packaging Moving Sealing, Thicker Clear Packing Tape, 1.88 inches Wide, 65 Yards Per Roll, 780 Total Yards", "asin": "B085RT11X2", "price": "$25.99", "quantity": ""},
    {"title": "The Boxery 14\"x14\"x6\" Brown/Kraft Corrugated Cardboard Shipping Boxes 25-Pack | Mailing, Packing, Moving & Storage for Business/Home \u2013 Durable - Eco-Friendly, Recyclable - Made in the USA", "asin": "B0DBR46JR6", "price": "$34.95", "quantity": ""},
    {"title": "BOX USA 16 x 12 x 4 Corrugated Cardboard Boxes, Flat 16\"L x 12\"W x 4\"H, Pack of 100 | Shipping, Packaging, Moving, Storage Box for Home or Business, Strong Wholesale Bulk Boxes", "asin": "B06W9GKB4G", "price": "$139.88", "quantity": ""},
    {"title": "The Boxery 8x8x22'' Corrugated Shipping Boxes 100 Boxes", "asin": "B075GZ5FKD", "price": "$105.00", "quantity": ""},
    {"title": "BOX USA Packing Paper Roll 1440'L x 48\"W - 1,000 Sheets 17\u201d Long Equivalent - Large White Newsprint for Shipping, Packaging, Storage and Moving Supplies", "asin": "B01EBB4COS", "price": "$99.99", "quantity": ""},
    {"title": "Spartan Industrial - 6\" X 9\" (1000 Count) Self Seal Clear Poly Bags with Suffocation Warning for Packaging, Shipping - Permanent Adhesive", "asin": "B01MZ2N8X2", "price": "$34.98", "quantity": ""},
    {"title": "The Boxery 10x10x10'' Shipping Boxes 25 Pack", "asin": "B016N6N3DA", "price": "$37.50", "quantity": ""},
    {"title": "Hefty - Clear Large Trash Bags, Scent Free - 30 Gallon, 36 Count", "asin": "B07VC338M4", "price": "$17.49", "quantity": ""},
    {"title": "Sturdy Kitchen Drawstring Trash Bags, 13 Gallon Large Garbage Bags, 60 Counts Trash Bags for Office, Kitchen, Bedroom Trash Cans, Colored Portable Sturdy Garbage Bags, Trash Basket Bags", "asin": "B0CZ8X3PPH", "price": "$12.30", "quantity": ""},
    {"title": "6Rolls Drawstring Small Trash Bags,4 Gallon Thicken Drawstring Small Garbage Bags for Kitchen,Bathroom,Bedroom,Home,Office Trash Cans\uff0c120 Counts (Pink)", "asin": "B0BM3YCG6Q", "price": "$12.99", "quantity": ""},
    {"title": "13 Gallon Strong Tall Kitchen Trash Bags, Large Garbage Bags for Bathroom Office Home Trash Can, White Floral Scent With Cute Rabbit Print, 50 Counts", "asin": "B0DFW1F1XC", "price": "$12.69", "quantity": ""},
    {"title": "TheraGun Prime Quiet Deep Tissue Therapy Massage Gun - Bluetooth Enabled, Electric Percussion Massage Gun & Personal Massager for Pain Relief in Neck, Back, Leg, Shoulder and Body (Black - 5th Gen)", "asin": "B0C42NZ9FR", "price": "$239.00", "quantity": ""},
    {"title": "Glad ForceFlex MaxStrength Tall Kitchen Drawstring Trash Bags, 13 Gal, 90 Ct (Package May Vary)", "asin": "B0D6D4K2G8", "price": "$21.99", "quantity": ""}
  ],
  "ads": [
    {
  "title": "Apple AirTag 4 Pack",
  "asin": "B0D54JZTHY"
},
    {
  "title": "Apple AirTag FineWoven Key Ring - Black \u200b\u200b\u200b\u200b\u200b\u200b\u200b",
  "asin": "B0DGJGS493"
}
  ],
  "search_results": [
    {"title": "AirTag", "asin": "B0CWXNS552", "price": "$24.95", "delivery": "One-Day FREE delivery Tomorrow, Apr 29 Or FREE delivery Overnight 4\u202fAM - 8\u202fAM on $25 of qualifying items"},
    {"title": "AirTag 4 Pack", "asin": "B0D54JZTHY", "price": "$79.98", "delivery": "Overnight FREE delivery Overnight 4\u202fAM - 8\u202fAM"},
    {"title": "AirTag", "asin": "B0CWXNS552", "price": "$24.95", "delivery": "One-Day FREE delivery Tomorrow, Apr 29 Or FREE delivery Overnight 4\u202fAM - 8\u202fAM on $25 of qualifying items"},
    {"title": "AirTag 4 Pack", "asin": "B0D54JZTHY", "price": "$79.98", "delivery": "Overnight FREE delivery Overnight 4\u202fAM - 8\u202fAM"},
    {"title": "4 Pack,IPX8 Waterproof Airtag Holder for Apple Air Tags with Air Tag Keychain,Shockproof GPS Cover [Anti-Scratch] [PC+Silicone] Air-Tag Item Finders Case for Pets,Kids,Luggages-Black/Blue/Green/Red", "asin": "B0CQXC6WS5", "price": "$8.99", "delivery": "One-Day FREE delivery Tomorrow, Apr 29 Or FREE delivery Overnight 4\u202fAM - 8\u202fAM on $25 of qualifying items"},
    {"title": "for Airtag Wallet Holder 2 Pack,Ultra Thin Card Case for Apple Airtag,Airtag Card Holder for Purse, Handbag, Backpack Wallet, Clutch Bag", "asin": "B0BWYG6RM8", "price": "$9.99", "delivery": "One-Day FREE delivery Tomorrow, Apr 29 Or FREE delivery Overnight 4\u202fAM - 8\u202fAM on $25 of qualifying items"},
    {"title": "Waterproof Airtag Holder with Apple Airtags Keychain, Hard PC Air Tag Case, Anti-Scratch and Shock Air tag Holder, Airtags Accessories for Apple Tag Holder, Cover for Dog,Car Key,Luggage-Black", "asin": "B0DDTNQJ2C", "price": "$2.99", "delivery": "One-Day FREE delivery Tomorrow, Apr 29 Or FREE delivery Overnight 4\u202fAM - 8\u202fAM on $25 of qualifying items"},
    {"title": "AirTag 4 Pack", "asin": "B0932QJ2JZ", "delivery": ""},
    {"title": "for Airtag Dog Collar Holder 2 Pack,Waterproof Dog Collar Holder for Apple AirTag, Silicone Air Tags Case for Dog Collars(Black)", "asin": "B0CHHZW2VK", "price": "$6.98", "delivery": "One-Day FREE delivery Tomorrow, Apr 29 Or FREE delivery Overnight 4\u202fAM - 8\u202fAM on $25 of qualifying items"},
    {"title": "Air Tag-2 Pack: Smart Bluetooth Tracker, Item Finder Works with Apple Find My (iOS Only) App, Tracker Tag Locator for Keys, Luggage, Satchel, Backpack etc. (Not for Android Devices)", "asin": "B0DCTTRSDF", "price": "$24.99", "delivery": "One-Day FREE delivery Tomorrow, Apr 29 Or FREE delivery Overnight 4\u202fAM - 8\u202fAM on $25 of qualifying items"},
    {"title": "4 Pack Airtag Holder,Airtag Case Waterproof for Apple Airtags 4 Pack with Airtag Keychain,Compatible with Apple Air Tag,Dust and Scratch Proof Air tag Holder for Dog,Cat, Bags, Keys, Luggage- 4 Color", "asin": "B0B31R1BCF", "price": "$5.84", "delivery": "One-Day FREE delivery Tomorrow, Apr 29 Or FREE delivery Overnight 4\u202fAM - 8\u202fAM on $25 of qualifying items"},
    {"title": "Air Tags-4 Pack Tracker Tag Work with Apple Find My (iOS 14.6 Above Only) Smart Tag Item Finders for Key, Luggage, Backpack\uff0cetc. (Black, 4 Pack)", "asin": "B0DLGMQWJX", "price": "$29.99", "delivery": "Overnight FREE delivery Overnight 4\u202fAM - 8\u202fAM"},
    {"title": "AirTag Adhesive Mount (4 Pack) - TagVault\u2122 - The Original Waterproof AirTag Stick-On Holder | 3M VHB, Indestructible, Screw-On Design, Find Your Bike, Car, & More", "asin": "B09ZVPWKK3", "price": "$29.99", "delivery": "Overnight FREE delivery Overnight 4\u202fAM - 8\u202fAM"},
    {"title": "[Apple MFi Certified] Air-Tag (iOS Only) Bluetooth Tracker with Apple Find My, iPhone Smart Card Wallet Finder GPS Tracker, 5-10 Years Battery, Keys Finder and Item Locator for Keys, Bags, Passport", "asin": "B0DJS9TP24", "price": "$19.99", "delivery": "One-Day FREE delivery Tomorrow, Apr 29 Or FREE delivery Overnight 4\u202fAM - 8\u202fAM on $25 of qualifying items"},
    {"title": "Apple AirTag Tracking Device, 4-Pack (Renewed)", "asin": "B0DJ1P83SN", "price": "$88.99", "delivery": "One-Day FREE delivery Tomorrow, Apr 29"},
    {"title": "1 Pack for Airtag Holder, for Air Tag Case Waterproof for Apple Airtag Case with Keychain, PC Hard Shell Swivel Buckle, for Airtags Accessories Suitable for Tracking, Bags, Luggage, Keys-Black", "asin": "B0DRHT3M6K", "price": "$1.99", "delivery": "One-Day FREE delivery Tomorrow, Apr 29"},
    {"title": "2032 Lithium Battery, 9 Count (Pack of 1) Child Safety Features, Compatible with Apple AirTag, Key Fob, Tea Light Candles and Other Devices, CR2032 Battery, Lithium Coin Battery", "asin": "B0C15WJXL2", "price": "$11.24", "delivery": "One-Day FREE delivery Tomorrow, Apr 29 Or FREE delivery Overnight 4\u202fAM - 8\u202fAM on $25 of qualifying items"},
    {"title": "AirTag Holder AirTag Case Keychain Air Tag Holder,Silicone AirTags Key Chain Ring Cases Cover Tags for Apple GPS Tracker Item Tag Finders AirTag Accessories Air Tags-4 Pack for Apple Holder", "asin": "B09468VZ5W", "price": "$5.03", "delivery": "One-Day FREE delivery Tomorrow, Apr 29 Or FREE delivery Overnight 4\u202fAM - 8\u202fAM on $25 of qualifying items"}
  ]
}
<|observation_end|>

# Output Format
Please provide your response in JSON format within <answer></answer> tags using the following schema:
"<answer>
{
"timestamp": "2025-04-29T02:32:19.997Z", // the timestamp when this action occurs
"action": "string", // one of four action: input, click, click_product, purchase
"acion_argument": "string", // appropriate value based on action type: input_text, click_type (i.e., select one from review, product_option, other, nav_bar, quantity, page_related, suggested_term, cart_side_bar, cart_page_select, filter), or product_asin
}
</answer>"

<|im_end|>
<|im_start|>assistant
<think>
