lokalni.ailokalni.ai⁄Umí agenti česky? Část 3: Zákaznická podpora

English vs Czech · task 53

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Customer briefuser simulator only
reason for call
The bicycle you received was damaged during delivery, and you want to get a refund. You're quite frustrated because the bike was very expensive and you'd like to receive the refund as soon as possible. You want the refund to be credited to your original credit card.
known to the user
You are Sofia Li, residing in San Antonio, 78260.
deliberately unknown
You do not remember your email address
how to behave
.
What L2 Interaction changedboth, differently
appended to the agent's policy (agent_system):
You must respond to the user entirely in the same language they use. If the user writes in Czech, you must reply in Czech. If the task mentions actions the user can perform on their own device, ask the user to do them in plain language rather than treating them as tools. Authentication and identifiers: never invent or guess identifiers, email addresses, names, zip codes, order IDs, product IDs, item IDs, or payment method IDs.
prepended to the customer brief (user_system):
You must converse with the agent entirely in Czech (čeština). Do not use English except for proper nouns, product IDs, or technical terms that have no Czech equivalent. However, always use English for the following: tool names, tool argument names, and any argument values that are system-defined and non-translatable — including entity identifiers (e.g., IDs, reference codes, alphanumeric keys), enumerated constants (e.g., predefined status values, option keys, category codes), and any fixed string that serves as a valid system input rather than natural language.
opening turn (greeting):
English:
Hi! How can I help you today?
Czech:
Dobrý den! Jak vám mohu dnes pomoci?
Everything else — task, tools, policy body, database, seed — is identical between the two columns.
Agent policy (system prompt)agent only
# Retail agent policy As a retail agent, you can help users: - **cancel or modify pending orders** - **return or exchange delivered orders** - **modify their default user address** - **provide information about their own profile, orders, and related products** At the beginning of the conversation, you have to authenticate the user identity by locating their user id via email, or via name + zip code. This has to be done even when the user already provides the user id. Once the user has been authenticated, you can provide the user with information about order, product, profile information, e.g. help the user look up order id. You can only help one user per conversation (but you can handle multiple requests from the same user), and must deny any requests for tasks related to any other user. Before taking any action that updates the database (cancel, modify, return, exchange), you must list the action details and obtain explicit user confirmation (yes) to proceed. You should not make up any information or knowledge or procedures not provided by the user or the tools, or give subjective recommendations or comments. You should at most make one tool call at a time, and if you take a tool call, you should not respond to the user at the same time. If you respond to the user, you should not make a tool call at the same time. You should deny user requests that are against this policy. You should transfer the user to a human agent if and only if the request cannot be handled within the scope of your actions. To transfer, first make a tool call to transfer_to_human_agents, and then send the message 'YOU ARE BEING TRANSFERRED TO A HUMAN AGENT. PLEASE HOLD ON.' to the user. ## Domain basic - All times in the database are EST and 24 hour based. For example "02:30:00" means 2:30 AM EST. ### User Each user has a profile containing: - unique user id - email - default address - payment methods. There are three types of payment methods: **gift card**, **paypal account**, **credit card**. ### Product Our retail store has 50 types of products. For each **type of product**, there are **variant items** of different **options**. For example, for a 't-shirt' product, there could be a variant item with option 'color blue size M', and another variant item with option 'color red size L'. Each product has the following attributes: - unique product id - name - list of variants Each variant item has the following attributes: - unique item id - information about the value of the product options for this item. - availability - price Note: Product ID and Item ID have no relations and should not be confused! ### Order Each order has the following attributes: - unique order id - user id - address - items ordered - status - fullfilments info (tracking id and item ids) - payment history The status of an order can be: **pending**, **processed**, **delivered**, or **cancelled**. Orders can have other optional attributes based on the actions that have been taken (cancellation reason, which items have been exchanged, what was the exchane price difference etc) ## Generic action rules Generally, you can only take action on pending or delivered orders. Exchange or modify order tools can only be called once per order. Be sure that all items to be changed are collected into a list before making the tool call!!! ## Cancel pending order An order can only be cancelled if its status is 'pending', and you should check its status before taking the action. The user needs to confirm the order id and the reason (either 'no longer needed' or 'ordered by mistake') for cancellation. Other reasons are not acceptable. After user confirmation, the order status will be changed to 'cancelled', and the total will be refunded via the original payment method immediately if it is gift card, otherwise in 5 to 7 business days. ## Modify pending order An order can only be modified if its status is 'pending', and you should check its status before taking the action. For a pending order, you can take actions to modify its shipping address, payment method, or product item options, but nothing else. ### Modify payment The user can only choose a single payment method different from the original payment method. If the user wants the modify the payment method to gift card, it must have enough balance to cover the total amount. After user confirmation, the order status will be kept as 'pending'. The original payment method will be refunded immediately if it is a gift card, otherwise it will be refunded within 5 to 7 business days. ### Modify items This action can only be called once, and will change the order status to 'pending (items modifed)'. The agent will not be able to modify or cancel the order anymore. So you must confirm all the details are correct and be cautious before taking this action. In particular, remember to remind the customer to confirm they have provided all the items they want to modify. For a pending order, each item can be modified to an available new item of the same product but of different product option. There cannot be any change of product types, e.g. modify shirt to shoe. The user must provide a payment method to pay or receive refund of the price difference. If the user provides a gift card, it must have enough balance to cover the price difference. ## Return delivered order An order can only be returned if its status is 'delivered', and you should check its status before taking the action. The user needs to confirm the order id and the list of items to be returned. The user needs to provide a payment method to receive the refund. The refund must either go to the original payment method, or an existing gift card. After user confirmation, the order status will be changed to 'return requested', and the user will receive an email regarding how to return items. ## Exchange delivered order An order can only be exchanged if its status is 'delivered', and you should check its status before taking the action. In particular, remember to remind the customer to confirm they have provided all items to be exchanged. For a delivered order, each item can be exchanged to an available new item of the same product but of different product option. There cannot be any change of product types, e.g. modify shirt to shoe. The user must provide a payment method to pay or receive refund of the price difference. If the user provides a gift card, it must have enough balance to cover the price difference. After user confirmation, the order status will be changed to 'exchange requested', and the user will receive an email regarding how to return items. There is no need to place a new order.
User-simulator guidelinesuser simulator only
# User Simulation Guidelines You are playing the role of a customer contacting a customer service representative. Your goal is to simulate realistic customer interactions while following specific scenario instructions. ## Core Principles - Generate one message at a time, maintaining natural conversation flow. - Strictly follow the scenario instructions you have received. - Never make up or hallucinate information not provided in the scenario instructions. Information that is not provided in the scenario instructions should be considered unknown or unavailable. - Avoid repeating the exact instructions verbatim. Use paraphrasing and natural language to convey the same information - Disclose information progressively. Wait for the agent to ask for specific information before providing it. ## Task Completion - The goal is to continue the conversation until the task is complete. - If the instruction goal is satisified, generate the '###STOP###' token to end the conversation. - If you are transferred to another agent, generate the '###TRANSFER###' token to indicate the transfer. - If you find yourself in a situation in which the scenario does not provide enough information for you to continue the conversation, generate the '###OUT-OF-SCOPE###' token to end the conversation. Remember: The goal is to create realistic, natural conversations while strictly adhering to the provided instructions and maintaining character consistency.
prepended to the customer brief by --lang-components user_system. Reconstructed from seatau.translation.language: unlike the agent policy, this text is not recorded in results.json.
You must converse with the agent entirely in Czech (čeština). Do not use English except for proper nouns, product IDs, or technical terms that have no Czech equivalent. However, always use English for the following: tool names, tool argument names, and any argument values that are system-defined and non-translatable — including entity identifiers (e.g., IDs, reference codes, alphanumeric keys), enumerated constants (e.g., predefined status values, option keys, category codes), and any fixed string that serves as a valid system input rather than natural language.
How this was gradedneither party
database actions required
  • find_user_id_by_name_zip({"first_name": "Sofia", "last_name": "Li", "zip": "78260"})
  • get_user_details({"user_id": "sofia_li_9219"})
  • get_order_details({"order_id": "#W4689314"})
  • get_order_details({"order_id": "#W8855135"})
  • get_order_details({"order_id": "#W3916020"})
  • return_delivered_order_items({"order_id": "#W3916020", "item_ids": ["7758198585"], "payment_method_id": "credit_card_8105988"})
reward basis
DB, NL_ASSERTION

English

reward 1.00 · DB 1.00 · NL_ASSERTION 1.00 · language 1.00 (4/4 turns in en) · 378s · user_stop
agent
Hi! How can I help you today?
user
Hi, I'm really upset right now. I just received a bicycle I ordered, and it arrived damaged. This was a really expensive bike, and I want a refund as soon as possible.
agent
I understand you're upset about receiving a damaged bicycle. I'd be happy to help you with this issue. To get started, I need to authenticate your identity first. Could you please provide your email address associated with your account?
user
Honestly, I don't remember which email address I used for the order. Can I verify my account some other way? My name is Sofia Li, and I live in San Antonio, zip code 78260.
agent
→ find_user_id_by_name_zip({"first_name": "Sofia", "last_name": "Li", "zip": "78260"})
tool result
sofia_li_9219
agent
→ get_user_details({"user_id": "sofia_li_9219"})
tool result
{"user_id": "sofia_li_9219", "name": {"first_name": "Sofia", "last_name": "Li"}, "address": {"address1": "786 Elm Street", "address2": "Suite 546", "city": "San Antonio", "country": "USA", "state": "TX", "zip": "78260"}, "email": "sofia.li7352@example.com", "payment_methods": {"paypal_8194385": {"source": "paypal", "id": "paypal_8194385"}, "credit_card_3951670": {"source": "credit_card", "id": "credit_card_3951670", "brand": "visa", "last_four": "6791"}, "credit_card_8105988": {"source": "credit_card", "id": "credit_card_8105988", "brand": "mastercard", "last_four": "8484"}}, "orders": ["#W4689314", "#W8855135", "#W3916020", "#W5416052"]}
agent
→ get_order_details({"order_id": "#W4689314"})
tool result
{"order_id": "#W4689314", "user_id": "sofia_li_9219", "address": {"address1": "786 Elm Street", "address2": "Suite 546", "city": "San Antonio", "country": "USA", "state": "TX", "zip": "78260"}, "items": [{"name": "Digital Camera", "product_id": "8940227892", "item_id": "5996159312", "price": 2895.55, "options": {"resolution": "24MP", "zoom": "3x", "storage": "SD card"}}], "status": "delivered", "fulfillments": [{"tracking_id": ["689944590938"], "item_ids": ["5996159312"]}], "payment_history": [{"transaction_type": "payment", "amount": 2895.55, "payment_method_id": "credit_card_8105988"}], "cancel_reason": null, "exchange_items": null, "exchange_new_items": null, "exchange_payment_method_id": null, "exchange_price_difference": null, "return_items": null, "return_payment_method_id": null}
agent
→ get_order_details({"order_id": "#W8855135"})
tool result
{"order_id": "#W8855135", "user_id": "sofia_li_9219", "address": {"address1": "786 Elm Street", "address2": "Suite 546", "city": "San Antonio", "country": "USA", "state": "TX", "zip": "78260"}, "items": [{"name": "Air Purifier", "product_id": "3821016478", "item_id": "4035304400", "price": 504.19, "options": {"room size": "medium", "filter type": "HEPA", "features": "smart sensors"}}, {"name": "Hiking Boots", "product_id": "7363354090", "item_id": "1437889264", "price": 258.09, "options": {"size": "7", "material": "synthetic", "waterproof": "no"}}, {"name": "Skateboard", "product_id": "1968349452", "item_id": "3098764622", "price": 202.13, "options": {"deck material": "plastic", "length": "34 inch", "design": "plain"}}, {"name": "Yoga Mat", "product_id": "4635925001", "item_id": "2733768059", "price": 94.38, "options": {"thickness": "6mm", "material": "natural rubber", "color": "pink"}}], "status": "pending", "fulfillments": [], "payment_history": [{"transaction_type": "payment", "amount": 1058.79, "payment_method_id": "credit_card_3951670"}], "cancel_reason": null, "exchange_items": null, "exchange_new_items": null, "exchange_payment_method_id": null, "exchange_price_difference": null, "return_items": null, "return_payment_method_id": null}
agent
→ get_order_details({"order_id": "#W3916020"})
tool result
{"order_id": "#W3916020", "user_id": "sofia_li_9219", "address": {"address1": "285 Elm Street", "address2": "Suite 121", "city": "Fort Worth", "country": "USA", "state": "TX", "zip": "76155"}, "items": [{"name": "Jigsaw Puzzle", "product_id": "1808611083", "item_id": "4068787148", "price": 52.01, "options": {"pieces": "500", "theme": "art", "difficulty level": "intermediate"}}, {"name": "Bicycle", "product_id": "9783735446", "item_id": "7758198585", "price": 1917.21, "options": {"frame size": "medium", "color": "green", "type": "road"}}], "status": "delivered", "fulfillments": [{"tracking_id": ["580826001577"], "item_ids": ["4068787148", "7758198585"]}], "payment_history": [{"transaction_type": "payment", "amount": 1969.22, "payment_method_id": "credit_card_8105988"}], "cancel_reason": null, "exchange_items": null, "exchange_new_items": null, "exchange_payment_method_id": null, "exchange_price_difference": null, "return_items": null, "return_payment_method_id": null}
agent
I found the order containing the bicycle: **Order #W3916020**, which shows a status of "delivered". To process a refund for the damaged bicycle, I can initiate a return for this delivered order. Here are the return details: - **Order ID:** #W3916020 - **Item to return:** Bicycle (Green, Medium frame, Road type) - **Refund amount:** $1,917.21 - **Refund method:** Your original payment method (Mastercard ending in 8484) Please note that after confirmation, the order status will be updated to "return requested," and you will receive a follow-up email with detailed instructions on how and where to ship the damaged item back. The refund will be processed to your Mastercard within 5-7 business days after the return is received and inspected. Do you confirm you want to proceed with this return? Please reply with **"yes"** to confirm.
user
Yes, please proceed with the return. I'm glad the refund will go back to my original credit card—that's exactly what I wanted. I just wish it didn't take 5-7 business days after you receive it, since this was such an expensive purchase. But yes, confirmed.
agent
→ return_delivered_order_items({"item_ids": ["7758198585"], "order_id": "#W3916020", "payment_method_id": "credit_card_8105988"})
tool result
{"order_id": "#W3916020", "user_id": "sofia_li_9219", "address": {"address1": "285 Elm Street", "address2": "Suite 121", "city": "Fort Worth", "country": "USA", "state": "TX", "zip": "76155"}, "items": [{"name": "Jigsaw Puzzle", "product_id": "1808611083", "item_id": "4068787148", "price": 52.01, "options": {"pieces": "500", "theme": "art", "difficulty level": "intermediate"}}, {"name": "Bicycle", "product_id": "9783735446", "item_id": "7758198585", "price": 1917.21, "options": {"frame size": "medium", "color": "green", "type": "road"}}], "status": "return requested", "fulfillments": [{"tracking_id": ["580826001577"], "item_ids": ["4068787148", "7758198585"]}], "payment_history": [{"transaction_type": "payment", "amount": 1969.22, "payment_method_id": "credit_card_8105988"}], "cancel_reason": null, "exchange_items": null, "exchange_new_items": null, "exchange_payment_method_id": null, "exchange_price_difference": null, "return_items": ["7758198585"], "return_payment_method_id": "credit_card_8105988"}
agent
Your return has been successfully processed! **Return Details:** - **Order ID:** #W3916020 - **Item Returned:** Bicycle (Green, Medium frame, Road type) - **Refund Amount:** $1,917.21 - **Refund Method:** Mastercard ending in 8484 The order status has been updated to "return requested." You will receive a follow-up email shortly with detailed instructions on how and where to ship the damaged bicycle back. Once the return is received and inspected, the refund will be processed to your credit card within 5-7 business days. Is there anything else I can help you with today?
user
No, that's everything I needed. Thank you for your help—I'll watch for the email with the return shipping instructions. ###STOP###

Czech

reward 1.00 · DB 1.00 · NL_ASSERTION 1.00 · language 1.00 (6/6 turns in cs) · 476s · user_stop
Czech language judge: no problems found in the agent's turns.
agent
Dobrý den! Jak vám mohu dnes pomoci?
user
Dobrý den. Volám kvůli objednávce kola, které mi dnes dorazilo – bohužel bylo při přepravě poškozené. Jsem z toho opravdu nešťastná, protože to kolo bylo hodně drahé. Chci požádat o vrácení peněz, a to co nejdřív, ideálně zpět na mou původní kreditní kartu.
agent
Dobrý den, rozumím vaší situaci a omlouvám se za nepříjemnost s poškozeným kolem. Abych vám mohl pomoci s vrácením peněz, nejprve potřebuji ověřit vaši identitu. Můžete mi prosím poskytnout vaši e-mailovou adresu, která je vázána na váš účet?
user
Bohužel si svou e-mailovou adresu teď nepamatuji. Můžu vám ale dát své jméno – Sofia Li – a bydlím v San Antoniu, PSČ 78260. Pomohlo by to k ověření?
agent
Ano, to mi pomůže. Ověřím vaši identitu pomocí vašeho jména a PSČ.
→ find_user_id_by_name_zip({"first_name": "Sofia", "last_name": "Li", "zip": "78260"})
tool result
sofia_li_9219
agent
Děkuji, vaši identitu jsem úspěšně ověřil. Nyní získám podrobnosti o vašem účtu, abych našel objednávku s kolem.
→ get_user_details({"user_id": "sofia_li_9219"})
tool result
{"user_id": "sofia_li_9219", "name": {"first_name": "Sofia", "last_name": "Li"}, "address": {"address1": "786 Elm Street", "address2": "Suite 546", "city": "San Antonio", "country": "USA", "state": "TX", "zip": "78260"}, "email": "sofia.li7352@example.com", "payment_methods": {"paypal_8194385": {"source": "paypal", "id": "paypal_8194385"}, "credit_card_3951670": {"source": "credit_card", "id": "credit_card_3951670", "brand": "visa", "last_four": "6791"}, "credit_card_8105988": {"source": "credit_card", "id": "credit_card_8105988", "brand": "mastercard", "last_four": "8484"}}, "orders": ["#W4689314", "#W8855135", "#W3916020", "#W5416052"]}
agent
→ get_order_details({"order_id": "#W4689314"})
tool result
{"order_id": "#W4689314", "user_id": "sofia_li_9219", "address": {"address1": "786 Elm Street", "address2": "Suite 546", "city": "San Antonio", "country": "USA", "state": "TX", "zip": "78260"}, "items": [{"name": "Digital Camera", "product_id": "8940227892", "item_id": "5996159312", "price": 2895.55, "options": {"resolution": "24MP", "zoom": "3x", "storage": "SD card"}}], "status": "delivered", "fulfillments": [{"tracking_id": ["689944590938"], "item_ids": ["5996159312"]}], "payment_history": [{"transaction_type": "payment", "amount": 2895.55, "payment_method_id": "credit_card_8105988"}], "cancel_reason": null, "exchange_items": null, "exchange_new_items": null, "exchange_payment_method_id": null, "exchange_price_difference": null, "return_items": null, "return_payment_method_id": null}
agent
→ get_order_details({"order_id": "#W8855135"})
tool result
{"order_id": "#W8855135", "user_id": "sofia_li_9219", "address": {"address1": "786 Elm Street", "address2": "Suite 546", "city": "San Antonio", "country": "USA", "state": "TX", "zip": "78260"}, "items": [{"name": "Air Purifier", "product_id": "3821016478", "item_id": "4035304400", "price": 504.19, "options": {"room size": "medium", "filter type": "HEPA", "features": "smart sensors"}}, {"name": "Hiking Boots", "product_id": "7363354090", "item_id": "1437889264", "price": 258.09, "options": {"size": "7", "material": "synthetic", "waterproof": "no"}}, {"name": "Skateboard", "product_id": "1968349452", "item_id": "3098764622", "price": 202.13, "options": {"deck material": "plastic", "length": "34 inch", "design": "plain"}}, {"name": "Yoga Mat", "product_id": "4635925001", "item_id": "2733768059", "price": 94.38, "options": {"thickness": "6mm", "material": "natural rubber", "color": "pink"}}], "status": "pending", "fulfillments": [], "payment_history": [{"transaction_type": "payment", "amount": 1058.79, "payment_method_id": "credit_card_3951670"}], "cancel_reason": null, "exchange_items": null, "exchange_new_items": null, "exchange_payment_method_id": null, "exchange_price_difference": null, "return_items": null, "return_payment_method_id": null}
agent
→ get_order_details({"order_id": "#W3916020"})
tool result
{"order_id": "#W3916020", "user_id": "sofia_li_9219", "address": {"address1": "285 Elm Street", "address2": "Suite 121", "city": "Fort Worth", "country": "USA", "state": "TX", "zip": "76155"}, "items": [{"name": "Jigsaw Puzzle", "product_id": "1808611083", "item_id": "4068787148", "price": 52.01, "options": {"pieces": "500", "theme": "art", "difficulty level": "intermediate"}}, {"name": "Bicycle", "product_id": "9783735446", "item_id": "7758198585", "price": 1917.21, "options": {"frame size": "medium", "color": "green", "type": "road"}}], "status": "delivered", "fulfillments": [{"tracking_id": ["580826001577"], "item_ids": ["4068787148", "7758198585"]}], "payment_history": [{"transaction_type": "payment", "amount": 1969.22, "payment_method_id": "credit_card_8105988"}], "cancel_reason": null, "exchange_items": null, "exchange_new_items": null, "exchange_payment_method_id": null, "exchange_price_difference": null, "return_items": null, "return_payment_method_id": null}
agent
Našel jsem vaši objednávku #W3916020, která obsahuje kolo (Bicycle) a je ve stavu "doručeno". Pro vrácení peněz za poškozené kolo potřebuji následující detaily: - Objednávka: #W3916020 - Položka k vrácení: Bicycle (item_id: 7758198585) - Cena položky: 1917.21 - Refundace bude provedena na původní platební metodu (Mastercard končící na 8484) Po potvrzení se stav objednávky změní na "return requested" a obdržíte e-mail s pokyny, jak a kam vrátit položku. Potvrzujete, že chcete vrátit pouze kolo z objednávky #W3916020 a přijmout refundaci na původní kreditní kartu? Prosím, odpovězte "ano" pro potvrzení.
user
Ano, potvrzuji. Chci vrátit pouze to kolo z objednávky #W3916020 a peníze mi přijdou zpět na původní kreditní kartu. Děkuji, že to jde vyřídit takhle rychle.
agent
→ return_delivered_order_items({"item_ids": ["7758198585"], "order_id": "#W3916020", "payment_method_id": "credit_card_8105988"})
tool result
{"order_id": "#W3916020", "user_id": "sofia_li_9219", "address": {"address1": "285 Elm Street", "address2": "Suite 121", "city": "Fort Worth", "country": "USA", "state": "TX", "zip": "76155"}, "items": [{"name": "Jigsaw Puzzle", "product_id": "1808611083", "item_id": "4068787148", "price": 52.01, "options": {"pieces": "500", "theme": "art", "difficulty level": "intermediate"}}, {"name": "Bicycle", "product_id": "9783735446", "item_id": "7758198585", "price": 1917.21, "options": {"frame size": "medium", "color": "green", "type": "road"}}], "status": "return requested", "fulfillments": [{"tracking_id": ["580826001577"], "item_ids": ["4068787148", "7758198585"]}], "payment_history": [{"transaction_type": "payment", "amount": 1969.22, "payment_method_id": "credit_card_8105988"}], "cancel_reason": null, "exchange_items": null, "exchange_new_items": null, "exchange_payment_method_id": null, "exchange_price_difference": null, "return_items": ["7758198585"], "return_payment_method_id": "credit_card_8105988"}
agent
Vaše žádost o vrácení byla úspěšně zpracována. Stav objednávky #W3916020 se změnil na "return requested". Brzy obdržíte e-mail s podrobnými pokyny, jak a kam vrátit poškozené kolo. Po obdržení a zpracování vrácené položky vám bude částka 1917.21 USD vrácena na vaši původní kreditní kartu (Mastercard končící na 8484). Děkuji za trpělivost a omlouvám se za nepříjemnosti spojené s poškozeným zbožím. Pokud budete potřebovat další pomoc, neváhejte se ozvat.
user
Děkuji moc za rychlé vyřízení. Budu čekat na e-mail s pokyny k vrácení kola. Hezký den! ###STOP###
Same task, same tools, same policy, same database — the only difference is the conversation language. Divergence here is the L2 Interaction effect the benchmark is built to measure.